Index

_

__add__() (pmrf.Frequency method) (pmrf.NetworkCollection method) (pmrf.Param method) (pmrf.parameters.Param method) (pmrf.stats.AbstractCovarianceKernel method) (pmrf.stats.covariance_kernels.AbstractCovarianceKernel method) __call__() (pmrf.Attrgetter method) (pmrf.objectives.AbstractEvaluator method) (pmrf.objectives.AbstractLoss method) (pmrf.objectives.AbstractProblem method) (pmrf.objectives.AbstractTerm method) (pmrf.objectives.BoundEvaluator method) (pmrf.objectives.evaluators.AbstractEvaluator method) (pmrf.objectives.evaluators.Feature method) (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood method) (pmrf.objectives.evaluators.MarginalLogLikelihood method) (pmrf.objectives.evaluators.Negated method) (pmrf.objectives.evaluators.TargetLoss method) (pmrf.objectives.Feature method) (pmrf.objectives.GibbsMarginalLogLikelihood method) (pmrf.objectives.HingeLoss method) (pmrf.objectives.HuberLoss method) (pmrf.objectives.LogMSELoss method) (pmrf.objectives.losses.AbstractLoss method) (pmrf.objectives.losses.HingeLoss method) (pmrf.objectives.losses.HuberLoss method) (pmrf.objectives.losses.LogMSELoss method) (pmrf.objectives.losses.MAPELoss method) (pmrf.objectives.losses.RMSELoss method) (pmrf.objectives.MAPELoss method) (pmrf.objectives.MarginalLogLikelihood method) (pmrf.objectives.MSELoss method) (pmrf.objectives.Negated method) (pmrf.objectives.PriorPenalized method) (pmrf.objectives.problems.AbstractProblem method) (pmrf.objectives.problems.PriorPenalized method) (pmrf.objectives.problems.SummedTerms method) (pmrf.objectives.RMSELoss method) (pmrf.objectives.SummedTerms method) (pmrf.objectives.TargetLoss method) (pmrf.objectives.terms.AbstractTerm method) (pmrf.objectives.terms.BoundEvaluator method) (pmrf.Partial method) (pmrf.Pathgetter method) (pmrf.stats.AbstractCovarianceKernel method) (pmrf.stats.AbstractDiscrepancyModel method) (pmrf.stats.AbstractLikelihood method) (pmrf.stats.AbstractNoiseModel method) (pmrf.stats.AutoCrossKernel method) (pmrf.stats.AutoCrossNoise method) (pmrf.stats.ConstantKernel method) (pmrf.stats.CosineKernel method) (pmrf.stats.covariance_kernels.AbstractCovarianceKernel method) (pmrf.stats.covariance_kernels.AutoCrossKernel method) (pmrf.stats.covariance_kernels.ConstantKernel method) (pmrf.stats.covariance_kernels.CosineKernel method) (pmrf.stats.covariance_kernels.Matern32Kernel method) (pmrf.stats.covariance_kernels.Matern52Kernel method) (pmrf.stats.covariance_kernels.PeriodicKernel method) (pmrf.stats.covariance_kernels.ProductKernel method) (pmrf.stats.covariance_kernels.RBFKernel method) (pmrf.stats.covariance_kernels.SharedIndependentKernel method) (pmrf.stats.covariance_kernels.SumKernel method) (pmrf.stats.covariance_kernels.WhiteNoiseKernel method) (pmrf.stats.covariance_kernels.ZeroKernel method) (pmrf.stats.discrepancy_models.AbstractDiscrepancyModel method) (pmrf.stats.discrepancy_models.GaussianProcess method) (pmrf.stats.GaussianLikelihood method) (pmrf.stats.GaussianProcess method) (pmrf.stats.likelihoods.AbstractLikelihood method) (pmrf.stats.likelihoods.GaussianLikelihood method) (pmrf.stats.Matern32Kernel method) (pmrf.stats.Matern52Kernel method) (pmrf.stats.noise_models.AbstractNoiseModel method) (pmrf.stats.noise_models.AutoCrossNoise method) (pmrf.stats.PeriodicKernel method) (pmrf.stats.ProductKernel method) (pmrf.stats.RBFKernel method) (pmrf.stats.SharedIndependentKernel method) (pmrf.stats.SumKernel method) (pmrf.stats.WhiteNoiseKernel method) (pmrf.stats.ZeroKernel method)

__div__() (pmrf.Frequency method) __floordiv__() (pmrf.Frequency method) (pmrf.Param method) (pmrf.parameters.Param method) __getitem__() (pmrf.Frequency method) (pmrf.NetworkCollection method) (pmrf.Param method) (pmrf.parameters.Param method) __len__() (pmrf.Frequency method) (pmrf.NetworkCollection method) (pmrf.Param method) (pmrf.parameters.Param method) __mod__() (pmrf.Frequency method) (pmrf.Param method) (pmrf.parameters.Param method) __mul__() (pmrf.Frequency method) (pmrf.Param method) (pmrf.parameters.Param method) (pmrf.stats.AbstractCovarianceKernel method) (pmrf.stats.covariance_kernels.AbstractCovarianceKernel method) __rmul__() (pmrf.Frequency method) (pmrf.Param method) (pmrf.parameters.Param method) __sub__() (pmrf.Frequency method) (pmrf.Param method) (pmrf.parameters.Param method) __truediv__() (pmrf.Frequency method) (pmrf.Param method) (pmrf.parameters.Param method) _coaxial_immittance() (in module pmrf.models.components.lines.coaxial) _constraint_s() (in module pmrf.models.components.ideal) _cosh_sqrt() (in module pmrf.models.components.lines.microstrip) _cubic_spline_coefficients() (in module pmrf.models.adapters.static) _ground_return_effective_width() (in module pmrf.models.components.lines.microstrip) _i1_series() (in module pmrf.math.bessel) _i_ratio_asymptotic() (in module pmrf.math.bessel) _i_ratio_series() (in module pmrf.math.bessel) _i_series_terms() (in module pmrf.math.bessel) _interpolate_network_data_cubic() (in module pmrf.models.adapters.static) _k1_series() (in module pmrf.math.bessel) _k_ratio_asymptotic() (in module pmrf.math.bessel) _k_ratio_series() (in module pmrf.math.bessel) _k_series() (in module pmrf.math.bessel) _microstrip_conductance_factor() (in module pmrf.models.components.lines.microstrip) _phi() (in module pmrf.models.components.lines.profiles) _poly_in_inverse() (in module pmrf.math.bessel) _require_equal_z0() (in module pmrf.models.components.ideal) _restore_cubic_spline_coefficients() (in module pmrf.models.adapters.static) _series_stamp() (in module pmrf.models.components.lumped)

A

A (pmrf.models.components.lines.empirical.PhysicalLine attribute) (pmrf.models.surrogates.rational.PolynomialRatio attribute) (pmrf.models.surrogates.rational.StateSpace attribute) a() (pmrf.Model method) a2mna() (in module pmrf.rf) a2s() (in module pmrf.rf) a2y() (in module pmrf.rf) a2z() (in module pmrf.rf) a_discrete() (pmrf.models.adapters.base.AbstractDiscrete method) a_matrix (pmrf.models.adapters.static.AModel attribute) AbstractAdmittanceCircuitSolver (class in pmrf.models.composite.interconnected.circuit.base) AbstractBijector (class in pmrf.stats) (class in pmrf.stats.bijectors) AbstractBoundedMinimizer (class in pmrf.optimize) AbstractBuilder (class in pmrf.models.adapters.delegated) AbstractCoaxialFormulation (class in pmrf.models.components.lines.coaxial) AbstractConductor (class in pmrf.materials) AbstractCovarianceKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) AbstractCurrentDistribution (class in pmrf.models.components.lines.planar) AbstractDielectric (class in pmrf.materials) AbstractDiscrepancyModel (class in pmrf.stats) (class in pmrf.stats.discrepancy_models) AbstractDiscrete (class in pmrf.models.adapters.base) AbstractDistribution (class in pmrf.stats) (class in pmrf.stats.distributions) AbstractEvaluator (class in pmrf.objectives) (class in pmrf.objectives.evaluators) AbstractHost (class in pmrf.models.adapters.bridge) AbstractHypercubeSampler (class in pmrf.infer) AbstractImmittanceLine (class in pmrf.models.components.lines.base) AbstractJointSampler (class in pmrf.infer) AbstractLikelihood (class in pmrf.stats) (class in pmrf.stats.likelihoods) AbstractLoss (class in pmrf.objectives) (class in pmrf.objectives.losses) AbstractMicrostripDispersion (class in pmrf.models.components.lines.microstrip) AbstractMicrostripFormulation (class in pmrf.models.components.lines.microstrip) AbstractMNACircuitSolver (class in pmrf.models.composite.interconnected.circuit.base) AbstractNoiseModel (class in pmrf.stats) (class in pmrf.stats.noise_models) AbstractPlanarCrossSection (class in pmrf.models.components.lines.planar) AbstractProblem (class in pmrf.objectives) (class in pmrf.objectives.problems)

AbstractProfile (class in pmrf.models.components.lines.profiles) AbstractRoughness (class in pmrf.materials) AbstractScatteringCircuitSolver (class in pmrf.models.composite.interconnected.circuit.base) AbstractSingleDiscreteDomain (class in pmrf.models.adapters.base) AbstractSingleDomain (class in pmrf.models.adapters.base) AbstractSplitSampler (class in pmrf.infer) AbstractStriplineFormulation (class in pmrf.models.components.lines.stripline) AbstractSurfaceImpedance (class in pmrf.materials) AbstractTerm (class in pmrf.objectives) (class in pmrf.objectives.terms) AbstractUnconstrainedMinimizer (class in pmrf.optimize) AbstractUniformLine (class in pmrf.models.components.lines.base) add() (pmrf.NetworkCollection method) adelta (pmrf.optimize.NelderMead attribute) Admittance (class in pmrf.models.components.lumped) AdmittanceResult (class in pmrf.models.composite.interconnected.circuit.base) aggregate() (in module pmrf.math.aggregations) alpha (pmrf.materials.ColeColeDielectric attribute) AModel (class in pmrf.models.adapters.static) Amplifier (class in pmrf.models.components.ideal) apply() (pmrf.NetworkCollection method) args (pmrf.Partial attribute) as_conductor() (in module pmrf.materials) as_dielectric() (in module pmrf.materials) as_fixed (pmrf.Param property) (pmrf.parameters.Param property) as_param() (in module pmrf) (in module pmrf.parameters) as_substrate() (in module pmrf.materials) as_terms() (in module pmrf.objectives) (in module pmrf.objectives.terms) Attenuator (class in pmrf.models.components.ideal) Attrgetter (class in pmrf) attrs (pmrf.Attrgetter attribute) auto (pmrf.stats.AutoCrossKernel attribute) (pmrf.stats.AutoCrossNoise attribute) (pmrf.stats.covariance_kernels.AutoCrossKernel attribute) (pmrf.stats.noise_models.AutoCrossNoise attribute) AutoCrossKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) AutoCrossNoise (class in pmrf.stats) (class in pmrf.stats.noise_models) Autotransformer (class in pmrf.models.components.ideal) aux_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute)

B

b (pmrf.models.components.lines.stripline.StriplineCrossSection attribute) (pmrf.models.components.lines.stripline.StriplineLine attribute) B (pmrf.models.components.lumped.Admittance attribute) (pmrf.models.surrogates.rational.PolynomialRatio attribute) (pmrf.models.surrogates.rational.StateSpace attribute) (pmrf.rf.MNAStamp attribute) b_c_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) b_r_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) Balun (class in pmrf.models.components.ideal) BarycentricRational (class in pmrf.models.surrogates.rational) base_dir (pmrf.infer.PolyChord attribute) base_kernel (pmrf.stats.covariance_kernels.SharedIndependentKernel attribute) (pmrf.stats.SharedIndependentKernel attribute) base_loss (pmrf.objectives.HingeLoss attribute) (pmrf.objectives.losses.HingeLoss attribute) basis (pmrf.models.surrogates.expansion.VectorExpansion attribute) batch_axes() (in module pmrf) batch_mask() (in module pmrf) best_loglikelihood (pmrf.infer.InferResult property) best_model (pmrf.infer.InferResult property) best_problem (pmrf.infer.InferResult attribute) BFGS (class in pmrf.optimize) bijector (pmrf.Param property) (pmrf.parameters.Param property) (pmrf.stats.bijectors.Inverse attribute) (pmrf.stats.distributions.Transformed attribute) (pmrf.stats.Inverse attribute) (pmrf.stats.Transformed attribute)

bijectors (pmrf.stats.bijectors.Chain attribute) (pmrf.stats.bijectors.Leafwise attribute) (pmrf.stats.Chain attribute) (pmrf.stats.Leafwise attribute) block_size (pmrf.infer.NSS attribute) boost_posterior (pmrf.infer.PolyChord attribute) Bounded() (in module pmrf) (in module pmrf.parameters) BoundEvaluator (class in pmrf.objectives) (class in pmrf.objectives.terms) bounds (pmrf.Param property) (pmrf.parameters.Param property) BoxSection (class in pmrf.models.components.sections) BoxSectionCLCC (class in pmrf.models.components.sections) build() (pmrf.Model method) build_connection_matrix() (in module pmrf.models.composite.interconnected.circuit.solvers.scattering) build_local_connection_matrix() (in module pmrf.models.composite.interconnected.circuit.solvers.scattering) BulkConductor (class in pmrf.materials)

C

C (pmrf.models.components.lines.base.ImmittanceResult property) (pmrf.models.components.lines.ideal.RLGCLine attribute) (pmrf.models.components.lumped.Capacitor attribute) (pmrf.models.components.lumped.CapacitorQ attribute) (pmrf.models.components.lumped.ShuntCapacitor attribute) (pmrf.models.components.sections.LSectionLC attribute) (pmrf.models.components.sections.TSectionLCL attribute) (pmrf.models.surrogates.rational.StateSpace attribute) (pmrf.rf.MNAStamp attribute) C1 (pmrf.models.components.sections.BoxSectionCLCC attribute) (pmrf.models.components.sections.PiSectionCLC attribute) C2 (pmrf.models.components.sections.BoxSectionCLCC attribute) (pmrf.models.components.sections.PiSectionCLC attribute) C3 (pmrf.models.components.sections.BoxSectionCLCC attribute) c_c_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) c_idx (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation attribute) c_r_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) Capacitor (class in pmrf.models.components.lumped) CapacitorQ (class in pmrf.models.components.lumped) Cascade (class in pmrf.models.composite.interconnected.cascade) cascade (pmrf.models.composite.interconnected.cascade.Cascade attribute) cascade_abcd() (in module pmrf.rf) cascade_scattering() (in module pmrf.rf) cascade_two_s() (in module pmrf.rf) cascaded() (pmrf.Model method) cdf() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.Transformed method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.Transformed method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) center (pmrf.Frequency property) center_idx (pmrf.Frequency property) center_scaled (pmrf.Frequency property) CenteredUniform() (in module pmrf.stats) (in module pmrf.stats.distributions) CentreTappedTransformer (class in pmrf.models.components.ideal) Chain (class in pmrf.stats) (class in pmrf.stats.bijectors) chol (pmrf.stats.Linearization attribute) (pmrf.stats.linearization.Linearization attribute) Circuit (class in pmrf.models.composite.interconnected.circuit.circuit) circuit (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) cluster_dir (pmrf.infer.PolyChord attribute) cluster_posteriors (pmrf.infer.PolyChord attribute) CoaxialLine (class in pmrf.models.components.lines.coaxial) coefficients_imag (pmrf.models.surrogates.expansion.VectorExpansion attribute) coefficients_real (pmrf.models.surrogates.expansion.VectorExpansion attribute) CohnCurrentDistribution (class in pmrf.models.components.lines.stripline) CohnStriplineFormulation (class in pmrf.models.components.lines.stripline)

ColeColeDielectric (class in pmrf.materials) combine() (in module pmrf) common_frequency() (pmrf.NetworkCollection method) complex_2_db() (in module pmrf.math) complex_2_db10() (in module pmrf.math) complex_2_degree() (in module pmrf.math) complex_2_magnitude() (in module pmrf.math) complex_2_quadrature() (in module pmrf.math) complex_2_radian() (in module pmrf.math) complex_2_reim() (in module pmrf.math) complex_components() (in module pmrf.math) complexify() (in module pmrf.math) compress_sampled_model() (pmrf.infer.InferResult method) compression_factor (pmrf.infer.PolyChord attribute) compute() (pmrf.models.adapters.bridge.AbstractHost method) compute_unique_nets() (in module pmrf.models.composite.interconnected.circuit.circuit) concentration (pmrf.stats.distributions.Gamma attribute) (pmrf.stats.Gamma attribute) conductor (pmrf.materials.Substrate attribute) (pmrf.models.components.lines.coaxial.CoaxialLine attribute) (pmrf.models.components.lines.stripline.StriplineLine attribute) ConductorProperties (class in pmrf.materials) connections (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) ConstantDielectric (class in pmrf.materials) ConstantKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) Constrained() (in module pmrf) (in module pmrf.parameters) constraint (pmrf.Param property) (pmrf.parameters.Param property) ContinuousCallable (class in pmrf.models.adapters.callable) contribution() (pmrf.materials.DebyePole method) convolution_aggregate() (in module pmrf.math.aggregations) copy() (pmrf.NetworkCollection method) CosineKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) coupled (pmrf.models.composite.nodal.CoupledOnePorts attribute) (pmrf.models.composite.nodal.CoupledTwoPorts attribute) CoupledInductors (class in pmrf.models.components.lumped) CoupledOnePorts (class in pmrf.models.composite.nodal) CoupledTwoPorts (class in pmrf.models.composite.nodal) coupling (pmrf.models.components.ideal.DirectionalCoupler attribute) (pmrf.models.composite.nodal.CoupledOnePorts attribute) (pmrf.models.composite.nodal.CoupledTwoPorts attribute) coupling_matrix (pmrf.models.composite.nodal.CoupledOnePorts property) (pmrf.models.composite.nodal.CoupledTwoPorts property) cross (pmrf.stats.AutoCrossKernel attribute) (pmrf.stats.AutoCrossNoise attribute) (pmrf.stats.covariance_kernels.AutoCrossKernel attribute) (pmrf.stats.noise_models.AutoCrossNoise attribute) cross_entropy() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) cross_gram() (in module pmrf.stats) (in module pmrf.stats.covariance_kernels) cross_section_type (pmrf.models.components.lines.microstrip.IncrementalInductanceCurrentDistribution attribute) (pmrf.models.components.lines.microstrip.TraceGroundCurrentDistribution attribute) (pmrf.models.components.lines.microstrip.WheelerCurrentDistribution attribute) (pmrf.models.components.lines.planar.AbstractCurrentDistribution attribute) (pmrf.models.components.lines.stripline.CohnCurrentDistribution attribute) current_distribution (pmrf.models.components.lines.microstrip.MicrostripLine attribute) (pmrf.models.components.lines.stripline.StriplineLine attribute)

D

D (pmrf.models.surrogates.rational.PoleResidue attribute) (pmrf.models.surrogates.rational.StateSpace attribute) (pmrf.rf.MNAStamp attribute) d_c_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) d_in (pmrf.models.components.lines.coaxial.CoaxialLine attribute) d_out (pmrf.models.components.lines.coaxial.CoaxialLine attribute) d_r_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) data (pmrf.fitting.FitResult attribute) DatasheetLine (class in pmrf.models.components.lines.empirical) db10_2_mag() (in module pmrf.math) db_2_mag() (in module pmrf.math) db_2_magnitude() (in module pmrf.math) db_2_np() (in module pmrf.math) db_per_100feet_2_db_per_100meter() (in module pmrf.math) dbdeg_2_reim() (in module pmrf.math) DebyePole (class in pmrf.materials) declared_to_physical_bijector (pmrf.Param property) (pmrf.parameters.Param property) degree_2_radian() (in module pmrf.math) DelayLine (class in pmrf.models.components.lines.ideal) delta (pmrf.objectives.HuberLoss attribute) (pmrf.objectives.losses.HuberLoss attribute) dense_mass (pmrf.infer.NUTS attribute) dep_r (pmrf.materials.ColeColeDielectric attribute) (pmrf.materials.DebyePole attribute) derivative() (in module pmrf) Derived (class in pmrf.models.adapters.derived) derived() (in module pmrf) (in module pmrf.models.adapters.derived) df (pmrf.Frequency property) df_scaled (pmrf.Frequency property) diag (pmrf.stats.bijectors.DiagLinear attribute) (pmrf.stats.DiagLinear attribute) DiagLinear (class in pmrf.stats) (class in pmrf.stats.bijectors)

dielectric (pmrf.materials.Substrate attribute) (pmrf.models.components.lines.coaxial.CoaxialLine attribute) (pmrf.models.components.lines.stripline.StriplineLine attribute) DielectricProperties (class in pmrf.materials) dimensions() (pmrf.models.components.lines.microstrip.MicrostripCrossSection method) (pmrf.models.components.lines.planar.AbstractPlanarCrossSection method) (pmrf.models.components.lines.stripline.StriplineCrossSection method) DirectionalCoupler (class in pmrf.models.components.ideal) discrepancy (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) discrete_matrix() (pmrf.models.adapters.base.AbstractSingleDiscreteDomain method) (pmrf.models.adapters.callable.DiscreteCallable method) (pmrf.models.surrogates.expansion.VectorExpansion method) DiscreteCallable (class in pmrf.models.adapters.callable) disperse() (pmrf.models.components.lines.microstrip.AbstractMicrostripDispersion method) (pmrf.models.components.lines.microstrip.KirschningJansenMicrostripDispersion method) dispersion (pmrf.models.components.lines.microstrip.MicrostripLine attribute) distribute() (pmrf.models.components.lines.planar.AbstractCurrentDistribution method) distribution (pmrf.modules.Probabilistic attribute) (pmrf.Param property) (pmrf.parameters.Param property) (pmrf.stats.distributions.Transformed attribute) (pmrf.stats.Transformed attribute) distributions (pmrf.objectives.PriorPenalized attribute) (pmrf.objectives.problems.PriorPenalized attribute) (pmrf.stats.distributions.Joint attribute) (pmrf.stats.Joint attribute) DjordjevicSarkarDielectric (class in pmrf.materials) do_clustering (pmrf.infer.PolyChord attribute) domain (pmrf.models.adapters.base.AbstractSingleDomain attribute) dtype (pmrf.stats.AbstractDistribution property) (pmrf.stats.distributions.AbstractDistribution property) dw (pmrf.Frequency property)

E

end (pmrf.models.components.lines.profiles.ExponentialProfile attribute) (pmrf.models.components.lines.profiles.KlopfensteinProfile attribute) (pmrf.models.components.lines.profiles.LinearProfile attribute) entropy() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) ep_eff (pmrf.models.components.lines.planar.PlanarQuasiStaticResult attribute) ep_eff() (pmrf.models.components.lines.microstrip.MicrostripLine method) ep_inf (pmrf.materials.ColeColeDielectric attribute) (pmrf.materials.MultipoleDebyeDielectric attribute) ep_r (pmrf.materials.ConstantDielectric attribute) (pmrf.materials.DielectricProperties attribute) (pmrf.materials.DjordjevicSarkarDielectric attribute) (pmrf.materials.TabulatedDielectric attribute) (pmrf.models.components.lines.empirical.PhysicalLine attribute) (pmrf.models.components.lines.stripline.StriplineCrossSection attribute) eps (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalMNACircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalNodalCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.GlobalScatteringCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.HierarchicalScatteringCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.SequentialScatteringCircuitSolver attribute) equals (pmrf.infer.PolyChord attribute) evaluate() (pmrf.models.components.lines.profiles.AbstractProfile method) (pmrf.models.components.lines.profiles.ExponentialProfile method) (pmrf.models.components.lines.profiles.KlopfensteinProfile method) (pmrf.models.components.lines.profiles.LinearProfile method) evaluator (pmrf.objectives.BoundEvaluator attribute) (pmrf.objectives.evaluators.Negated attribute) (pmrf.objectives.Negated attribute) (pmrf.objectives.terms.BoundEvaluator attribute) event_dims (pmrf.stats.bijectors.DiagLinear attribute) (pmrf.stats.bijectors.TriangularLinear attribute) (pmrf.stats.DiagLinear attribute) (pmrf.stats.TriangularLinear attribute)

event_ndims (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) event_shape (pmrf.stats.AbstractDistribution property) (pmrf.stats.distributions.AbstractDistribution property) (pmrf.stats.distributions.Gamma property) (pmrf.stats.distributions.Joint property) (pmrf.stats.distributions.LogNormal property) (pmrf.stats.distributions.Normal property) (pmrf.stats.distributions.TruncatedNormal property) (pmrf.stats.distributions.Uniform property) (pmrf.stats.Gamma property) (pmrf.stats.Joint property) (pmrf.stats.LogNormal property) (pmrf.stats.Normal property) (pmrf.stats.TruncatedNormal property) (pmrf.stats.Uniform property) event_transform (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) evidence_convergence (pmrf.infer.NSS attribute) Exp (class in pmrf.stats) (class in pmrf.stats.bijectors) expand() (pmrf.Model method) (pmrf.models.adapters.delegated.AbstractBuilder method) (pmrf.models.composite.interconnected.cascade.Cascade method) (pmrf.models.composite.interconnected.circuit.circuit.Circuit method) (pmrf.models.composite.interconnected.terminated.Terminated method) (pmrf.models.composite.transformed.Renumbered method) ExponentialProfile (class in pmrf.models.components.lines.profiles) export_touchstone() (pmrf.Model method) exposed (pmrf.models.composite.nodal.GroundExposed attribute) expression (pmrf.objectives.evaluators.Feature attribute) (pmrf.objectives.Feature attribute) ext_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation attribute) ext_net_ids (pmrf.models.composite.interconnected.circuit.base.PortRepresentation attribute)

F

f (pmrf.Frequency attribute) (pmrf.materials.TabulatedDielectric attribute) F (pmrf.stats.Linearization attribute) (pmrf.stats.linearization.Linearization attribute) f0 (pmrf.models.components.lines.ideal.PhaseLine attribute) f_A (pmrf.models.components.lines.empirical.PhysicalLine attribute) f_high (pmrf.materials.DjordjevicSarkarDielectric attribute) f_low (pmrf.materials.DjordjevicSarkarDielectric attribute) f_ref (pmrf.materials.DjordjevicSarkarDielectric attribute) f_relax (pmrf.materials.ColeColeDielectric attribute) (pmrf.materials.DebyePole attribute) f_scaled (pmrf.Frequency property) factor() (pmrf.materials.AbstractRoughness method) (pmrf.materials.HammerstadRoughness method) fatol (pmrf.optimize.BFGS attribute) (pmrf.optimize.GradientDescent attribute) (pmrf.optimize.LBFGS attribute) (pmrf.optimize.NelderMead attribute) (pmrf.optimize.OptimistixMinimise attribute) Feature (class in pmrf.objectives) (class in pmrf.objectives.evaluators) feedback (pmrf.infer.PolyChord attribute) feet_2_meter() (in module pmrf.math) field() (in module pmrf) file_root (pmrf.infer.PolyChord attribute) filter() (pmrf.NetworkCollection method) fit() (in module pmrf.fitting) fit_joint() (in module pmrf.fitting) fit_minimize() (in module pmrf.fitting) fit_sample() (in module pmrf.fitting) fit_sequential() (in module pmrf.fitting) FitResult (class in pmrf.fitting) fixed (pmrf.Param property) (pmrf.parameters.Param property) Fixed() (in module pmrf) (in module pmrf.parameters) flatten (pmrf.models.composite.interconnected.cascade.Cascade attribute) (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) flatten_hierarchy() (in module pmrf.models.composite.interconnected.circuit.circuit) flattened() (pmrf.models.composite.interconnected.cascade.Cascade method) (pmrf.models.composite.interconnected.circuit.circuit.Circuit method) Flipped (class in pmrf.models.composite.transformed) flipped() (pmrf.Model method) floating (pmrf.models.components.lines.nodal.FloatingLine attribute) (pmrf.models.composite.nodal.FloatingTwoPort attribute) FloatingLine (class in pmrf.models.components.lines.nodal) FloatingTwoPort (class in pmrf.models.composite.nodal) fn (pmrf.models.adapters.callable.ContinuousCallable attribute) (pmrf.models.adapters.callable.DiscreteCallable attribute) (pmrf.models.adapters.derived.Derived attribute) fn_values (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) formulation (pmrf.models.components.lines.coaxial.CoaxialLine attribute) (pmrf.models.components.lines.microstrip.IncrementalInductanceCurrentDistribution attribute) (pmrf.models.components.lines.microstrip.MicrostripLine attribute) (pmrf.models.components.lines.stripline.StriplineLine attribute) forward() (pmrf.stats.AbstractBijector method) (pmrf.stats.bijectors.AbstractBijector method) (pmrf.stats.bijectors.Chain method) (pmrf.stats.bijectors.DiagLinear method) (pmrf.stats.bijectors.Inverse method) (pmrf.stats.bijectors.Leafwise method) (pmrf.stats.bijectors.TriangularLinear method) (pmrf.stats.Chain method) (pmrf.stats.DiagLinear method) (pmrf.stats.Inverse method) (pmrf.stats.Leafwise method) (pmrf.stats.TriangularLinear method)

forward_and_log_det() (pmrf.stats.AbstractBijector method) (pmrf.stats.bijectors.AbstractBijector method) (pmrf.stats.bijectors.Chain method) (pmrf.stats.bijectors.DiagLinear method) (pmrf.stats.bijectors.Exp method) (pmrf.stats.bijectors.Identity method) (pmrf.stats.bijectors.Inverse method) (pmrf.stats.bijectors.Leafwise method) (pmrf.stats.bijectors.Permute method) (pmrf.stats.bijectors.R2ToComplex method) (pmrf.stats.bijectors.Sigmoid method) (pmrf.stats.bijectors.Softplus method) (pmrf.stats.bijectors.Tanh method) (pmrf.stats.bijectors.Transpose method) (pmrf.stats.bijectors.TriangularLinear method) (pmrf.stats.Chain method) (pmrf.stats.DiagLinear method) (pmrf.stats.Exp method) (pmrf.stats.Identity method) (pmrf.stats.Inverse method) (pmrf.stats.Leafwise method) (pmrf.stats.Permute method) (pmrf.stats.R2ToComplex method) (pmrf.stats.Sigmoid method) (pmrf.stats.Softplus method) (pmrf.stats.Tanh method) (pmrf.stats.Transpose method) (pmrf.stats.TriangularLinear method) forward_log_det_jacobian() (pmrf.stats.AbstractBijector method) (pmrf.stats.bijectors.AbstractBijector method) (pmrf.stats.bijectors.DiagLinear method) (pmrf.stats.bijectors.Sigmoid method) (pmrf.stats.bijectors.Tanh method) (pmrf.stats.bijectors.TriangularLinear method) (pmrf.stats.DiagLinear method) (pmrf.stats.Sigmoid method) (pmrf.stats.Tanh method) (pmrf.stats.TriangularLinear method) freeze() (in module pmrf) Frequency (class in pmrf) frequency (pmrf.fitting.FitResult attribute) (pmrf.models.adapters.base.AbstractDiscrete attribute) (pmrf.models.adapters.static.AModel attribute) (pmrf.models.adapters.static.SModel attribute) (pmrf.models.adapters.static.YModel attribute) (pmrf.models.adapters.static.ZModel attribute) (pmrf.objectives.BoundEvaluator attribute) (pmrf.objectives.terms.BoundEvaluator attribute) from_chain() (pmrf.models.composite.interconnected.circuit.circuit.Circuit class method) from_connection() (pmrf.models.composite.interconnected.circuit.circuit.Circuit class method) from_dir() (pmrf.NetworkCollection class method) from_f() (pmrf.Frequency class method) from_parallel() (pmrf.models.composite.interconnected.circuit.circuit.Circuit class method) from_ports (pmrf.models.composite.transformed.Flipped attribute) (pmrf.models.composite.transformed.Renumbered attribute) from_rho() (pmrf.materials.BulkConductor class method) from_rlgc() (pmrf.models.components.lines.base.ImmittanceResult class method) from_skrf() (pmrf.Frequency static method) from_zc_gamma() (pmrf.models.components.lines.base.ImmittanceResult class method) from_zip() (pmrf.NetworkCollection class method) func (pmrf.Partial attribute)

G

G (pmrf.models.components.lines.base.ImmittanceResult property) (pmrf.models.components.lines.ideal.RLGCLine attribute) (pmrf.models.components.lumped.Admittance attribute) gain (pmrf.models.components.ideal.Amplifier attribute) Gamma (class in pmrf.stats) (class in pmrf.stats.distributions) gamma (pmrf.models.components.ideal.Load attribute) gamma() (pmrf.materials.ConductorProperties method) gammaL() (pmrf.models.components.lines.base.AbstractUniformLine method) GaussianLikelihood (class in pmrf.stats) (class in pmrf.stats.likelihoods) GaussianProcess (class in pmrf.stats) (class in pmrf.stats.discrepancy_models) geometric_mean() (in module pmrf.math.aggregations) GibbsMarginalLogLikelihood (class in pmrf.objectives) (class in pmrf.objectives.evaluators)

GlobalMNACircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.nodal) GlobalNodalCircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.nodal) GlobalScatteringCircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.scattering) Goal (class in pmrf.objectives) (class in pmrf.objectives.evaluators) GradientDescent (class in pmrf.optimize) gram() (in module pmrf.stats) (in module pmrf.stats.covariance_kernels) (pmrf.stats.AbstractCovarianceKernel method) (pmrf.stats.covariance_kernels.AbstractCovarianceKernel method) Ground (class in pmrf.models.components.ideal) ground_impedance (pmrf.models.components.lines.microstrip.TraceGroundCurrentDistribution attribute) GroundExposed (class in pmrf.models.composite.nodal) GroundLifted (class in pmrf.models.composite.nodal) gtol (pmrf.optimize.LBFGSB attribute)

H

h (pmrf.materials.Substrate attribute) (pmrf.models.components.lines.microstrip.MicrostripCrossSection attribute) HalfSpaceSurfaceImpedance (class in pmrf.materials) HammerstadJensenMicrostripFormulation (class in pmrf.models.components.lines.microstrip) HammerstadRoughness (class in pmrf.materials) has_conditional_event_transform (pmrf.objectives.evaluators.MarginalLogLikelihood property) (pmrf.objectives.MarginalLogLikelihood property) HierarchicalScatteringCircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.scattering) high (pmrf.stats.distributions.TruncatedNormal attribute) (pmrf.stats.distributions.Uniform attribute) (pmrf.stats.TruncatedNormal attribute) (pmrf.stats.Uniform attribute)

hinge_loss() (in module pmrf.math.losses) HingeLoss (class in pmrf.objectives) (class in pmrf.objectives.losses) HMC (class in pmrf.infer) HollowayKuesterSlabSurfaceImpedance (class in pmrf.materials) honours_bounds (pmrf.optimize.AbstractBoundedMinimizer property) (pmrf.optimize.AbstractUnconstrainedMinimizer property) (pmrf.optimize.ScipyMinimize property) huber_loss() (in module pmrf.math.losses) HuberLoss (class in pmrf.objectives) (class in pmrf.objectives.losses)

I

i0_over_i1() (in module pmrf.math) (in module pmrf.math.bessel) i1e() (in module pmrf.math.bessel) icdf() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.Transformed method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.Transformed method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) Identity (class in pmrf.stats) (class in pmrf.stats.bijectors) immittance() (pmrf.models.components.lines.base.AbstractImmittanceLine method) (pmrf.models.components.lines.coaxial.AbstractCoaxialFormulation method) (pmrf.models.components.lines.coaxial.CoaxialLine method) (pmrf.models.components.lines.coaxial.SchelkunoffCoaxialFormulation method) (pmrf.models.components.lines.coaxial.TescheCoaxialFormulation method) (pmrf.models.components.lines.empirical.DatasheetLine method) (pmrf.models.components.lines.empirical.PhysicalLine method) (pmrf.models.components.lines.ideal.RLGCLine method) (pmrf.models.components.lines.microstrip.MicrostripLine method) (pmrf.models.components.lines.stripline.StriplineLine method) ImmittanceResult (class in pmrf.models.components.lines.base) Impedance (class in pmrf.models.components.lumped) impedance() (pmrf.materials.AbstractSurfaceImpedance method) (pmrf.materials.HalfSpaceSurfaceImpedance method) (pmrf.materials.HollowayKuesterSlabSurfaceImpedance method) (pmrf.materials.RootSumSquareSlabSurfaceImpedance method) (pmrf.materials.SchelkunoffRodSurfaceImpedance method) (pmrf.materials.SchelkunoffTubeSurfaceImpedance method) (pmrf.materials.TescheRodSurfaceImpedance method) (pmrf.materials.TescheTubeSurfaceImpedance method) IncrementalInductanceCurrentDistribution (class in pmrf.models.components.lines.microstrip) indexed_connections (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) Inductor (class in pmrf.models.components.lumped) InductorQ (class in pmrf.models.components.lumped) InferResult (class in pmrf.infer) InitVar (class in pmrf) inner (pmrf.objectives.AbstractProblem property) (pmrf.objectives.PriorPenalized property) (pmrf.objectives.problems.AbstractProblem property) (pmrf.objectives.problems.PriorPenalized property) inner_impedance (pmrf.models.components.lines.coaxial.SchelkunoffCoaxialFormulation attribute) (pmrf.models.components.lines.coaxial.TescheCoaxialFormulation attribute) int_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation attribute) interpolate() (pmrf.NetworkCollection method) interpolate_network_data() (in module pmrf.models.adapters.static) interpolate_self() (pmrf.NetworkCollection method) interpolation_kind (pmrf.models.adapters.static.SkrfNetwork attribute) (pmrf.models.adapters.static.Touchstone property) inv_scale (pmrf.stats.bijectors.ScalarAffine attribute) (pmrf.stats.bijectors.Shift attribute) (pmrf.stats.ScalarAffine attribute) (pmrf.stats.Shift attribute) Inverse (class in pmrf.stats) (class in pmrf.stats.bijectors)

inverse() (pmrf.models.surrogates.expansion.VectorExpansion method) (pmrf.stats.AbstractBijector method) (pmrf.stats.bijectors.AbstractBijector method) (pmrf.stats.bijectors.Chain method) (pmrf.stats.bijectors.DiagLinear method) (pmrf.stats.bijectors.Inverse method) (pmrf.stats.bijectors.Leafwise method) (pmrf.stats.bijectors.TriangularLinear method) (pmrf.stats.Chain method) (pmrf.stats.DiagLinear method) (pmrf.stats.Inverse method) (pmrf.stats.Leafwise method) (pmrf.stats.TriangularLinear method) inverse_and_log_det() (pmrf.stats.AbstractBijector method) (pmrf.stats.bijectors.AbstractBijector method) (pmrf.stats.bijectors.Chain method) (pmrf.stats.bijectors.DiagLinear method) (pmrf.stats.bijectors.Exp method) (pmrf.stats.bijectors.Identity method) (pmrf.stats.bijectors.Inverse method) (pmrf.stats.bijectors.Leafwise method) (pmrf.stats.bijectors.Permute method) (pmrf.stats.bijectors.R2ToComplex method) (pmrf.stats.bijectors.Sigmoid method) (pmrf.stats.bijectors.Softplus method) (pmrf.stats.bijectors.Tanh method) (pmrf.stats.bijectors.Transpose method) (pmrf.stats.bijectors.TriangularLinear method) (pmrf.stats.Chain method) (pmrf.stats.DiagLinear method) (pmrf.stats.Exp method) (pmrf.stats.Identity method) (pmrf.stats.Inverse method) (pmrf.stats.Leafwise method) (pmrf.stats.Permute method) (pmrf.stats.R2ToComplex method) (pmrf.stats.Sigmoid method) (pmrf.stats.Softplus method) (pmrf.stats.Tanh method) (pmrf.stats.Transpose method) (pmrf.stats.TriangularLinear method) inverse_log_det_jacobian() (pmrf.stats.AbstractBijector method) (pmrf.stats.bijectors.AbstractBijector method) (pmrf.stats.bijectors.DiagLinear method) (pmrf.stats.bijectors.TriangularLinear method) (pmrf.stats.DiagLinear method) (pmrf.stats.TriangularLinear method) inverse_permutation (pmrf.stats.bijectors.Permute attribute) (pmrf.stats.Permute attribute) is_constant_jacobian (pmrf.stats.AbstractBijector property) (pmrf.stats.bijectors.AbstractBijector property) is_constant_log_det (pmrf.stats.AbstractBijector property) (pmrf.stats.bijectors.AbstractBijector property) is_inferer() (in module pmrf.infer) is_lower (pmrf.stats.bijectors.TriangularLinear attribute) (pmrf.stats.TriangularLinear attribute) is_minimizer() (in module pmrf.optimize) is_module() (in module pmrf.modules) is_optimizer() (in module pmrf.optimize) is_param() (in module pmrf) (in module pmrf.parameters) is_sampler() (in module pmrf.infer) isolation (pmrf.models.components.ideal.Isolator attribute) Isolator (class in pmrf.models.components.ideal)

J

J (pmrf.stats.Linearization attribute) (pmrf.stats.linearization.Linearization attribute) jitter (pmrf.stats.discrepancy_models.GaussianProcess attribute) (pmrf.stats.GaussianProcess attribute)

Joint (class in pmrf.stats) (class in pmrf.stats.distributions)

K

k (pmrf.models.components.lumped.CoupledInductors attribute) k0_over_k1() (in module pmrf.math) (in module pmrf.math.bessel) k1 (pmrf.models.components.lines.empirical.DatasheetLine attribute) (pmrf.stats.covariance_kernels.ProductKernel attribute) (pmrf.stats.covariance_kernels.SumKernel attribute) (pmrf.stats.ProductKernel attribute) (pmrf.stats.SumKernel attribute) k1e() (in module pmrf.math.bessel) k2 (pmrf.models.components.lines.empirical.DatasheetLine attribute) (pmrf.stats.covariance_kernels.ProductKernel attribute) (pmrf.stats.covariance_kernels.SumKernel attribute) (pmrf.stats.ProductKernel attribute) (pmrf.stats.SumKernel attribute) kernel (pmrf.stats.discrepancy_models.GaussianProcess attribute) (pmrf.stats.GaussianProcess attribute) keys() (pmrf.NetworkCollection method) keywords (pmrf.Partial attribute)

KirschningJansenMicrostripDispersion (class in pmrf.models.components.lines.microstrip) kl_divergence() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.Transformed method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.Transformed method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) KlopfensteinProfile (class in pmrf.models.components.lines.profiles)

L

L (pmrf.models.components.lines.base.ImmittanceResult property) (pmrf.models.components.lines.ideal.RLGCLine attribute) (pmrf.models.components.lumped.Inductor attribute) (pmrf.models.components.lumped.InductorQ attribute) (pmrf.models.components.lumped.SeriesRL attribute) (pmrf.models.components.lumped.ShuntInductor attribute) (pmrf.models.components.sections.BoxSectionCLCC attribute) (pmrf.models.components.sections.LSectionLC attribute) (pmrf.models.components.sections.PiSectionCLC attribute) L1 (pmrf.models.components.lumped.CoupledInductors attribute) (pmrf.models.components.sections.TSectionLCL attribute) L2 (pmrf.models.components.lumped.CoupledInductors attribute) (pmrf.models.components.sections.TSectionLCL attribute) LBFGS (class in pmrf.optimize) LBFGSB (class in pmrf.optimize) Leafwise (class in pmrf.stats) (class in pmrf.stats.bijectors) learning_rate (pmrf.optimize.GradientDescent attribute) length (pmrf.models.components.lines.base.AbstractImmittanceLine attribute) lengthscale (pmrf.stats.covariance_kernels.Matern32Kernel attribute) (pmrf.stats.covariance_kernels.Matern52Kernel attribute) (pmrf.stats.covariance_kernels.PeriodicKernel attribute) (pmrf.stats.covariance_kernels.RBFKernel attribute) (pmrf.stats.Matern32Kernel attribute) (pmrf.stats.Matern52Kernel attribute) (pmrf.stats.PeriodicKernel attribute) (pmrf.stats.RBFKernel attribute) lifted (pmrf.models.composite.nodal.GroundLifted attribute) likelihood (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) linear_solver (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalMNACircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalNodalCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.GlobalScatteringCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.HierarchicalScatteringCircuitSolver attribute) (pmrf.models.composite.interconnected.circuit.solvers.scattering.SequentialScatteringCircuitSolver attribute) Linearization (class in pmrf.stats) (class in pmrf.stats.linearization) linearize() (pmrf.objectives.evaluators.MarginalLogLikelihood method) (pmrf.objectives.MarginalLogLikelihood method) LinearProfile (class in pmrf.models.components.lines.profiles) linesearch (pmrf.optimize.LBFGSB attribute) Load (class in pmrf.models.components.ideal) load() (in module pmrf) (in module pmrf.serialization) loc (pmrf.stats.distributions.LogNormal attribute) (pmrf.stats.distributions.Normal attribute) (pmrf.stats.distributions.TruncatedNormal attribute) (pmrf.stats.LogNormal attribute) (pmrf.stats.Normal attribute) (pmrf.stats.TruncatedNormal attribute) log_cdf() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.Transformed method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.Transformed method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method)

log_mean() (in module pmrf.math.aggregations) log_mean_squared_error() (in module pmrf.math.losses) log_prior() (in module pmrf) (in module pmrf.parameters) log_prob() (pmrf.stats.AbstractDistribution method) (pmrf.stats.discrepancy_models.GaussianProcess method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.GaussianProcess method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) log_scale (pmrf.objectives.PriorPenalized attribute) (pmrf.objectives.problems.PriorPenalized attribute) (pmrf.stats.bijectors.ScalarAffine attribute) (pmrf.stats.bijectors.Shift attribute) (pmrf.stats.ScalarAffine attribute) (pmrf.stats.Shift attribute) log_survival_function() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.TruncatedNormal method) logevidence (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) logevidence_error (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) LogMSELoss (class in pmrf.objectives) (class in pmrf.objectives.losses) LogNormal (class in pmrf.stats) (class in pmrf.stats.distributions) logzero (pmrf.infer.PolyChord attribute) loss (pmrf.models.components.ideal.Attenuator attribute) (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.TargetLoss attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.TargetLoss attribute) loss_coeffs_normalized (pmrf.models.components.lines.empirical.DatasheetLine attribute) low (pmrf.stats.distributions.TruncatedNormal attribute) (pmrf.stats.distributions.Uniform attribute) (pmrf.stats.TruncatedNormal attribute) (pmrf.stats.Uniform attribute) LSection (class in pmrf.models.components.sections) LSectionLC (class in pmrf.models.components.sections) LTopology (class in pmrf.models.composite.topological)

M

M1 (pmrf.models.composite.topological.LTopology attribute) (pmrf.models.composite.topological.PiTopology attribute) (pmrf.models.composite.topological.TTopology attribute) M2 (pmrf.models.composite.topological.LTopology attribute) (pmrf.models.composite.topological.PiTopology attribute) (pmrf.models.composite.topological.TTopology attribute) M3 (pmrf.models.composite.topological.PiTopology attribute) (pmrf.models.composite.topological.TTopology attribute) mag_2_db() (in module pmrf.math) mag_2_db10() (in module pmrf.math) magdeg_2_reim() (in module pmrf.math) magnitude_2_db() (in module pmrf.math) MAPELoss (class in pmrf.objectives) (class in pmrf.objectives.losses) MarginalLogLikelihood (class in pmrf.objectives) (class in pmrf.objectives.evaluators) mask (pmrf.objectives.HingeLoss attribute) (pmrf.objectives.losses.HingeLoss attribute) Match (class in pmrf.models.components.ideal) Matern32Kernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) Matern52Kernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) matrix (pmrf.stats.bijectors.DiagLinear property) (pmrf.stats.bijectors.TriangularLinear property) (pmrf.stats.DiagLinear property) (pmrf.stats.TriangularLinear property) matrix() (pmrf.models.adapters.base.AbstractSingleDiscreteDomain method) (pmrf.models.adapters.base.AbstractSingleDomain method) (pmrf.models.adapters.bridge.AbstractHost method) (pmrf.models.adapters.callable.ContinuousCallable method) (pmrf.models.surrogates.rational.BarycentricRational method) (pmrf.models.surrogates.rational.PoleResidue method) (pmrf.models.surrogates.rational.PolynomialRatio method) (pmrf.models.surrogates.rational.StateSpace method) maximise (pmrf.infer.PolyChord attribute) mean() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.Transformed method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.Transformed method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) mean_absolute_error() (in module pmrf.math.losses) mean_absolute_percentage_error() (in module pmrf.math.losses) mean_squared_error() (in module pmrf.math.losses) median() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.Transformed method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.Transformed method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) metadata (pmrf.Module attribute) (pmrf.modules.Module attribute) (pmrf.Param attribute) (pmrf.parameters.Param attribute) meter_2_feet() (in module pmrf.math) method (pmrf.models.composite.interconnected.cascade.Cascade attribute) (pmrf.models.composite.interconnected.cascade.RepeatedCascade attribute) (pmrf.models.composite.interconnected.terminated.Terminated attribute) (pmrf.models.composite.nodal.CoupledOnePorts attribute) (pmrf.models.composite.nodal.CoupledTwoPorts attribute) (pmrf.optimize.ScipyMinimize attribute) metrics (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) (pmrf.models.composite.interconnected.circuit.base.AdmittanceResult attribute) (pmrf.models.composite.interconnected.circuit.base.ScatteringResult attribute) (pmrf.optimize.OptimizeResult attribute) MicrostripCrossSection (class in pmrf.models.components.lines.microstrip) MicrostripLine (class in pmrf.models.components.lines.microstrip) minimize() (in module pmrf.optimize) MixedModeConverter (class in pmrf.models.components.ideal) mna() (pmrf.Model method) (pmrf.models.adapters.delegated.AbstractBuilder method) (pmrf.models.components.lumped.Inductor method) (pmrf.models.components.lumped.InductorQ method) (pmrf.models.components.lumped.Resistor method) (pmrf.models.components.sections.BoxSectionCLCC method) (pmrf.models.composite.interconnected.cascade.Cascade method) (pmrf.models.composite.interconnected.cascade.RepeatedCascade method) (pmrf.models.composite.interconnected.circuit.circuit.Circuit method) mna2s() (in module pmrf.rf) mna_representation (pmrf.models.composite.interconnected.circuit.circuit.Circuit property) MNARepresentation (class in pmrf.models.composite.interconnected.circuit.base) MNAStamp (class in pmrf.rf) mode() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.Transformed method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.Transformed method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method)

Model (class in pmrf) model (pmrf.fitting.FitResult property) (pmrf.models.composite.interconnected.cascade.RepeatedCascade attribute) (pmrf.models.composite.transformed.Renumbered attribute) (pmrf.objectives.AbstractProblem attribute) (pmrf.objectives.PriorPenalized property) (pmrf.objectives.problems.AbstractProblem attribute) (pmrf.objectives.problems.PriorPenalized property) (pmrf.objectives.problems.SummedTerms attribute) (pmrf.objectives.SummedTerms attribute) (pmrf.optimize.OptimizeResult property) module pmrf.fitting pmrf.infer pmrf.materials pmrf.math pmrf.math.aggregations pmrf.math.bessel pmrf.math.losses pmrf.models pmrf.models.adapters pmrf.models.adapters.base pmrf.models.adapters.bridge pmrf.models.adapters.callable pmrf.models.adapters.delegated pmrf.models.adapters.derived pmrf.models.adapters.static pmrf.models.adapters.wrapped pmrf.models.components pmrf.models.components.ideal pmrf.models.components.lines pmrf.models.components.lines.base pmrf.models.components.lines.coaxial pmrf.models.components.lines.empirical pmrf.models.components.lines.ideal pmrf.models.components.lines.microstrip pmrf.models.components.lines.nodal pmrf.models.components.lines.nonuniform pmrf.models.components.lines.planar pmrf.models.components.lines.profiles pmrf.models.components.lines.stripline pmrf.models.components.lumped pmrf.models.components.sections pmrf.models.composite pmrf.models.composite.interconnected pmrf.models.composite.interconnected.cascade pmrf.models.composite.interconnected.circuit pmrf.models.composite.interconnected.circuit.base pmrf.models.composite.interconnected.circuit.circuit pmrf.models.composite.interconnected.circuit.solvers pmrf.models.composite.interconnected.circuit.solvers.nodal pmrf.models.composite.interconnected.circuit.solvers.scattering pmrf.models.composite.interconnected.terminated pmrf.models.composite.nodal pmrf.models.composite.topological pmrf.models.composite.transformed pmrf.models.surrogates pmrf.models.surrogates.expansion pmrf.models.surrogates.rational pmrf.modules pmrf.objectives pmrf.objectives.evaluators pmrf.objectives.losses pmrf.objectives.problems pmrf.objectives.terms pmrf.optimize pmrf.parameters pmrf.rf pmrf.serialization pmrf.stats pmrf.stats.bijectors pmrf.stats.covariance_kernels pmrf.stats.discrepancy_models pmrf.stats.distributions pmrf.stats.likelihoods pmrf.stats.linearization pmrf.stats.noise_models pmrf.viz Module (class in pmrf) (class in pmrf.modules) module (pmrf.modules.Probabilistic attribute) (pmrf.modules.Tied property) MSELoss (class in pmrf.objectives) mu_r (pmrf.materials.BulkConductor attribute) (pmrf.materials.ConductorProperties attribute) (pmrf.materials.ConstantDielectric attribute) (pmrf.materials.DielectricProperties attribute) multioutput (pmrf.objectives.HingeLoss attribute) (pmrf.objectives.HuberLoss attribute) (pmrf.objectives.LogMSELoss attribute) (pmrf.objectives.losses.HingeLoss attribute) (pmrf.objectives.losses.HuberLoss attribute) (pmrf.objectives.losses.LogMSELoss attribute) (pmrf.objectives.losses.MAPELoss attribute) (pmrf.objectives.losses.RMSELoss attribute) (pmrf.objectives.MAPELoss attribute) (pmrf.objectives.MSELoss attribute) (pmrf.objectives.RMSELoss attribute) multiplier (pmrf.Frequency property) MultipoleDebyeDielectric (class in pmrf.materials)

N

N (pmrf.models.components.ideal.Autotransformer attribute) (pmrf.models.components.ideal.Balun attribute) (pmrf.models.components.ideal.CentreTappedTransformer attribute) (pmrf.models.components.ideal.Transformer attribute) name (pmrf.Module attribute) (pmrf.modules.Module attribute) (pmrf.Param attribute) (pmrf.parameters.Param attribute) (pmrf.stats.AbstractBijector property) (pmrf.stats.AbstractDistribution property) (pmrf.stats.bijectors.AbstractBijector property) (pmrf.stats.distributions.AbstractDistribution property) names (pmrf.modules.Probabilistic attribute) (pmrf.stats.Linearization attribute) (pmrf.stats.linearization.Linearization attribute) Negated (class in pmrf.objectives) (class in pmrf.objectives.evaluators) NelderMead (class in pmrf.optimize) network (pmrf.models.adapters.static.SkrfNetwork property) NetworkCollection (class in pmrf) nfail (pmrf.infer.PolyChord attribute) nlive (pmrf.infer.PolyChord attribute) nlives (pmrf.infer.PolyChord attribute) nodal_representation (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) NodalRepresentation (class in pmrf.models.composite.interconnected.circuit.base) noise (pmrf.stats.GaussianLikelihood attribute) (pmrf.stats.likelihoods.GaussianLikelihood attribute) norm() (pmrf.optimize.BFGS method) (pmrf.optimize.GradientDescent method) (pmrf.optimize.LBFGS method) (pmrf.optimize.NelderMead method) Normal (class in pmrf.stats) (class in pmrf.stats.distributions) normalised (pmrf.modules.Probabilistic attribute)

np_2_db() (in module pmrf.math) npoints (pmrf.Frequency property) nports (pmrf.Model attribute) (pmrf.models.components.ideal.Load attribute) (pmrf.models.components.ideal.Match attribute) (pmrf.models.components.ideal.Open attribute) (pmrf.models.components.ideal.Short attribute) (pmrf.models.components.ideal.Splitter attribute) nprior (pmrf.infer.PolyChord attribute) NSS (class in pmrf.infer) num_aux (pmrf.models.composite.interconnected.circuit.base.MNARepresentation property) (pmrf.rf.MNAStamp property) num_delete (pmrf.infer.NSS attribute) num_inner_steps (pmrf.infer.NSS attribute) num_integration_steps (pmrf.infer.HMC attribute) num_nodes (pmrf.models.composite.interconnected.circuit.base.MNARepresentation property) (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation property) num_outputs (pmrf.stats.AutoCrossKernel attribute) (pmrf.stats.covariance_kernels.AutoCrossKernel attribute) num_ports (pmrf.models.composite.interconnected.circuit.base.PortRepresentation property) (pmrf.rf.MNAStamp property) num_repeats (pmrf.infer.PolyChord attribute) num_shared_axes (pmrf.stats.covariance_kernels.SharedIndependentKernel attribute) (pmrf.stats.SharedIndependentKernel attribute) num_warmup (pmrf.infer.HMC attribute) (pmrf.infer.NUTS attribute) number_of_ports (pmrf.Model attribute) (pmrf.models.adapters.bridge.AbstractHost property) (pmrf.models.adapters.delegated.AbstractBuilder property) (pmrf.models.composite.interconnected.cascade.Cascade property) (pmrf.models.composite.interconnected.cascade.RepeatedCascade property) (pmrf.models.composite.interconnected.circuit.circuit.Circuit property) (pmrf.models.composite.interconnected.terminated.Terminated property) (pmrf.models.composite.nodal.FloatingTwoPort property) NUTS (class in pmrf.infer)

O

objective (pmrf.optimize.OptimizeResult property) observed (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) offset (pmrf.models.surrogates.expansion.VectorExpansion attribute) omega (pmrf.models.components.lines.base.ImmittanceResult attribute) Open (class in pmrf.models.components.ideal) operands (pmrf.models.adapters.derived.Derived attribute) operator (pmrf.objectives.HingeLoss attribute) (pmrf.objectives.losses.HingeLoss attribute) OptimistixMinimise (class in pmrf.optimize) OptimizeResult (class in pmrf.optimize) options (pmrf.optimize.ScipyMinimize attribute)

orthogonal_basis (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) orthogonal_log_prob() (pmrf.stats.discrepancy_models.GaussianProcess method) (pmrf.stats.GaussianProcess method) orthogonal_rcond (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) orthogonal_recompute (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) outer_conductor (pmrf.models.components.lines.coaxial.CoaxialLine attribute)

P

Param (class in pmrf) (class in pmrf.parameters) param() (in module pmrf) (in module pmrf.parameters) paramnames (pmrf.infer.PolyChord attribute) params() (in module pmrf) (in module pmrf.parameters) Partial (class in pmrf) partition() (in module pmrf) Pathgetter (class in pmrf) paths (pmrf.Pathgetter attribute) period (pmrf.stats.CosineKernel attribute) (pmrf.stats.covariance_kernels.CosineKernel attribute) (pmrf.stats.covariance_kernels.PeriodicKernel attribute) (pmrf.stats.PeriodicKernel attribute) PeriodicKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) permutation (pmrf.stats.bijectors.Permute attribute) (pmrf.stats.bijectors.Transpose attribute) (pmrf.stats.Permute attribute) (pmrf.stats.Transpose attribute) Permute (class in pmrf.stats) (class in pmrf.stats.bijectors) PhaseLine (class in pmrf.models.components.lines.ideal) physical_value (pmrf.Param property) (pmrf.parameters.Param property) PhysicalLine (class in pmrf.models.components.lines.empirical) PiSection (class in pmrf.models.components.sections) PiSectionCLC (class in pmrf.models.components.sections) PiTopology (class in pmrf.models.composite.topological) PlanarQuasiStaticResult (class in pmrf.models.components.lines.planar) plot() (pmrf.fitting.FitResult method) plot_fit_result() (in module pmrf.viz) pmrf.fitting module pmrf.infer module pmrf.materials module pmrf.math module pmrf.math.aggregations module pmrf.math.bessel module pmrf.math.losses module pmrf.models module pmrf.models.adapters module pmrf.models.adapters.base module pmrf.models.adapters.bridge module pmrf.models.adapters.callable module pmrf.models.adapters.delegated module pmrf.models.adapters.derived module pmrf.models.adapters.static module pmrf.models.adapters.wrapped module pmrf.models.components module pmrf.models.components.ideal module pmrf.models.components.lines module pmrf.models.components.lines.base module pmrf.models.components.lines.coaxial module pmrf.models.components.lines.empirical module pmrf.models.components.lines.ideal module pmrf.models.components.lines.microstrip module pmrf.models.components.lines.nodal module pmrf.models.components.lines.nonuniform module pmrf.models.components.lines.planar module pmrf.models.components.lines.profiles module pmrf.models.components.lines.stripline module pmrf.models.components.lumped module pmrf.models.components.sections module pmrf.models.composite module pmrf.models.composite.interconnected module pmrf.models.composite.interconnected.cascade module pmrf.models.composite.interconnected.circuit module pmrf.models.composite.interconnected.circuit.base module pmrf.models.composite.interconnected.circuit.circuit module pmrf.models.composite.interconnected.circuit.solvers module pmrf.models.composite.interconnected.circuit.solvers.nodal module pmrf.models.composite.interconnected.circuit.solvers.scattering module pmrf.models.composite.interconnected.terminated module

pmrf.models.composite.nodal module pmrf.models.composite.topological module pmrf.models.composite.transformed module pmrf.models.surrogates module pmrf.models.surrogates.expansion module pmrf.models.surrogates.rational module pmrf.modules module pmrf.objectives module pmrf.objectives.evaluators module pmrf.objectives.losses module pmrf.objectives.problems module pmrf.objectives.terms module pmrf.optimize module pmrf.parameters module pmrf.rf module pmrf.serialization module pmrf.stats module pmrf.stats.bijectors module pmrf.stats.covariance_kernels module pmrf.stats.discrepancy_models module pmrf.stats.distributions module pmrf.stats.likelihoods module pmrf.stats.linearization module pmrf.stats.noise_models module pmrf.viz module polar_2_rect() (in module pmrf.math) PoleResidue (class in pmrf.models.surrogates.rational) poles (pmrf.materials.MultipoleDebyeDielectric attribute) (pmrf.models.surrogates.rational.PoleResidue attribute) PolyChord (class in pmrf.infer) PolynomialRatio (class in pmrf.models.surrogates.rational) pop() (pmrf.NetworkCollection method) Port (class in pmrf.models.components.ideal) port_axes (pmrf.stats.AutoCrossNoise attribute) (pmrf.stats.noise_models.AutoCrossNoise attribute) port_representation (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) port_to_net_map (pmrf.models.composite.interconnected.circuit.base.PortRepresentation attribute) port_tuples (pmrf.Model property) PortRepresentation (class in pmrf.models.composite.interconnected.circuit.base) ports (pmrf.models.composite.interconnected.circuit.circuit.Circuit property) posterior_covariance() (in module pmrf.stats) (in module pmrf.stats.linearization) posteriors (pmrf.infer.PolyChord attribute) precision_criterion (pmrf.infer.PolyChord attribute) predict() (pmrf.stats.discrepancy_models.GaussianProcess method) (pmrf.stats.GaussianProcess method) predict_discrepancy() (pmrf.objectives.evaluators.MarginalLogLikelihood method) (pmrf.objectives.MarginalLogLikelihood method) predict_joint() (pmrf.objectives.evaluators.MarginalLogLikelihood method) (pmrf.objectives.MarginalLogLikelihood method) predictive_distribution() (pmrf.objectives.evaluators.MarginalLogLikelihood method) (pmrf.objectives.MarginalLogLikelihood method) predictor (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.evaluators.TargetLoss attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute) (pmrf.objectives.TargetLoss attribute) primary_domain (pmrf.Model property) (pmrf.models.adapters.base.AbstractSingleDomain property) (pmrf.models.adapters.delegated.AbstractBuilder property) primary_matrix() (pmrf.Model method) (pmrf.models.adapters.base.AbstractSingleDomain method) (pmrf.models.adapters.delegated.AbstractBuilder method) prior() (in module pmrf.parameters) PriorPenalized (class in pmrf.objectives) (class in pmrf.objectives.problems) prob() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Joint method) (pmrf.stats.Uniform method) Probabilistic (class in pmrf.modules) problem (pmrf.objectives.PriorPenalized attribute) (pmrf.objectives.problems.PriorPenalized attribute) (pmrf.optimize.OptimizeResult attribute) problem_terms() (in module pmrf.objectives) (in module pmrf.objectives.problems) ProductKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) properties() (pmrf.materials.AbstractConductor method) (pmrf.materials.AbstractDielectric method) (pmrf.materials.BulkConductor method) (pmrf.materials.ColeColeDielectric method) (pmrf.materials.ConstantDielectric method) (pmrf.materials.DjordjevicSarkarDielectric method) (pmrf.materials.MultipoleDebyeDielectric method) (pmrf.materials.RoughConductor method) (pmrf.materials.TabulatedDielectric method)

Q

Q (pmrf.models.components.lumped.CapacitorQ attribute) (pmrf.models.components.lumped.InductorQ attribute) quasi_static() (pmrf.models.components.lines.microstrip.AbstractMicrostripFormulation method) (pmrf.models.components.lines.microstrip.HammerstadJensenMicrostripFormulation method) (pmrf.models.components.lines.microstrip.WheelerMicrostripFormulation method) (pmrf.models.components.lines.stripline.AbstractStriplineFormulation method) (pmrf.models.components.lines.stripline.CohnStriplineFormulation method)

R

R (pmrf.models.components.lines.base.ImmittanceResult property) (pmrf.models.components.lines.ideal.RLGCLine attribute) (pmrf.models.components.lumped.Impedance attribute) (pmrf.models.components.lumped.Resistor attribute) (pmrf.models.components.lumped.SeriesRL attribute) (pmrf.models.components.lumped.ShuntResistor attribute) R2ToComplex (class in pmrf.stats) (class in pmrf.stats.bijectors) r_idx (pmrf.models.composite.interconnected.circuit.base.NodalRepresentation attribute) radian_2_degree() (in module pmrf.math) Random() (in module pmrf) (in module pmrf.parameters) range (pmrf.stats.distributions.Uniform property) (pmrf.stats.Uniform property) rate (pmrf.stats.distributions.Gamma attribute) (pmrf.stats.Gamma attribute) raw_leaf (pmrf.Param property) (pmrf.parameters.Param property) raw_to_declared_bijector (pmrf.Param property) (pmrf.parameters.Param property) raw_value (pmrf.Param property) (pmrf.parameters.Param property) RBFKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) rdelta (pmrf.optimize.NelderMead attribute) read_resume (pmrf.infer.PolyChord attribute) rect_2_polar() (in module pmrf.math) reduce_to_external() (in module pmrf.models.composite.interconnected.circuit.solvers.scattering) RelativeNormal() (in module pmrf.stats) (in module pmrf.stats.distributions) RelativeTruncatedNormal() (in module pmrf.stats) (in module pmrf.stats.distributions) renormalize() (pmrf.NetworkCollection method) renormalize_network_data() (in module pmrf.models.adapters.static) renormalize_s() (in module pmrf.rf) renumber() (pmrf.models.composite.transformed.Renumbered method) Renumbered (class in pmrf.models.composite.transformed) renumbered() (pmrf.Model method) RepeatedCascade (class in pmrf.models.composite.interconnected.cascade) repeats (pmrf.models.composite.interconnected.cascade.RepeatedCascade property) replace() (in module pmrf)

requires_hypercube (pmrf.infer.PolyChord property) residual (pmrf.stats.Linearization attribute) (pmrf.stats.linearization.Linearization attribute) residues (pmrf.models.surrogates.rational.PoleResidue attribute) Resistor (class in pmrf.models.components.lumped) resolve() (in module pmrf) (in module pmrf.parameters) resolve_event_transform() (pmrf.objectives.evaluators.MarginalLogLikelihood method) (pmrf.objectives.MarginalLogLikelihood method) ripple (pmrf.models.components.lines.profiles.KlopfensteinProfile attribute) RLGCLine (class in pmrf.models.components.lines.ideal) rms (pmrf.materials.HammerstadRoughness attribute) RMSELoss (class in pmrf.objectives) (class in pmrf.objectives.losses) root_mean_squared_error() (in module pmrf.math.losses) RootSumSquareSlabSurfaceImpedance (class in pmrf.materials) RoughConductor (class in pmrf.materials) roughness (pmrf.materials.RoughConductor attribute) run() (pmrf.infer.AbstractHypercubeSampler method) (pmrf.infer.AbstractJointSampler method) (pmrf.infer.AbstractSplitSampler method) (pmrf.infer.HMC method) (pmrf.infer.NSS method) (pmrf.infer.NUTS method) (pmrf.infer.PolyChord method) (pmrf.models.composite.interconnected.circuit.base.AbstractAdmittanceCircuitSolver method) (pmrf.models.composite.interconnected.circuit.base.AbstractMNACircuitSolver method) (pmrf.models.composite.interconnected.circuit.base.AbstractScatteringCircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalMNACircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.nodal.GlobalNodalCircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.scattering.GlobalScatteringCircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.scattering.HierarchicalScatteringCircuitSolver method) (pmrf.models.composite.interconnected.circuit.solvers.scattering.SequentialScatteringCircuitSolver method) (pmrf.optimize.AbstractBoundedMinimizer method) (pmrf.optimize.AbstractUnconstrainedMinimizer method) (pmrf.optimize.BFGS method) (pmrf.optimize.GradientDescent method) (pmrf.optimize.LBFGS method) (pmrf.optimize.LBFGSB method) (pmrf.optimize.NelderMead method) (pmrf.optimize.OptimistixMinimise method) (pmrf.optimize.ScipyMinimize method)

S

s() (pmrf.Model method) s2a() (in module pmrf.rf) s2mna() (in module pmrf.rf) s2s() (in module pmrf.rf) s2y() (in module pmrf.rf) s2z() (in module pmrf.rf) s_discrete() (pmrf.models.adapters.base.AbstractDiscrete method) s_matrix (pmrf.models.adapters.static.SModel attribute) same_as() (pmrf.stats.AbstractBijector method) (pmrf.stats.bijectors.AbstractBijector method) (pmrf.stats.bijectors.Chain method) (pmrf.stats.bijectors.DiagLinear method) (pmrf.stats.bijectors.Exp method) (pmrf.stats.bijectors.Identity method) (pmrf.stats.bijectors.Inverse method) (pmrf.stats.bijectors.Leafwise method) (pmrf.stats.bijectors.Permute method) (pmrf.stats.bijectors.R2ToComplex method) (pmrf.stats.bijectors.ScalarAffine method) (pmrf.stats.bijectors.Shift method) (pmrf.stats.bijectors.Sigmoid method) (pmrf.stats.bijectors.Softplus method) (pmrf.stats.bijectors.Tanh method) (pmrf.stats.bijectors.Transpose method) (pmrf.stats.bijectors.TriangularLinear method) (pmrf.stats.Chain method) (pmrf.stats.DiagLinear method) (pmrf.stats.Exp method) (pmrf.stats.Identity method) (pmrf.stats.Inverse method) (pmrf.stats.Leafwise method) (pmrf.stats.Permute method) (pmrf.stats.R2ToComplex method) (pmrf.stats.ScalarAffine method) (pmrf.stats.Shift method) (pmrf.stats.Sigmoid method) (pmrf.stats.Softplus method) (pmrf.stats.Tanh method) (pmrf.stats.Transpose method) (pmrf.stats.TriangularLinear method) sample() (in module pmrf.infer) (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) sample_and_log_prob() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method) sample_observation() (pmrf.objectives.evaluators.MarginalLogLikelihood method) (pmrf.objectives.MarginalLogLikelihood method) sampled_loglikelihood (pmrf.infer.InferResult property) sampled_model (pmrf.infer.InferResult property) sampled_problem (pmrf.infer.InferResult attribute) SampleResult (class in pmrf.infer) samples (pmrf.infer.SampleResult attribute) save() (in module pmrf) (in module pmrf.serialization) ScalarAffine (class in pmrf.stats) (class in pmrf.stats.bijectors) scale (pmrf.Param attribute) (pmrf.parameters.Param attribute) (pmrf.stats.bijectors.ScalarAffine attribute) (pmrf.stats.bijectors.Shift attribute) (pmrf.stats.distributions.LogNormal attribute) (pmrf.stats.distributions.Normal attribute) (pmrf.stats.distributions.TruncatedNormal attribute) (pmrf.stats.LogNormal attribute) (pmrf.stats.Normal attribute) (pmrf.stats.ScalarAffine attribute) (pmrf.stats.Shift attribute) (pmrf.stats.TruncatedNormal attribute) ScatteringResult (class in pmrf.models.composite.interconnected.circuit.base) SchelkunoffCoaxialFormulation (class in pmrf.models.components.lines.coaxial) SchelkunoffRodSurfaceImpedance (class in pmrf.materials) SchelkunoffTubeSurfaceImpedance (class in pmrf.materials) ScipyMinimize (class in pmrf.optimize) seed (pmrf.infer.PolyChord attribute) SequentialScatteringCircuitSolver (class in pmrf.models.composite.interconnected.circuit.solvers.scattering) Series (class in pmrf.models.composite.nodal) series (pmrf.models.composite.nodal.Series attribute) SeriesRL (class in pmrf.models.components.lumped) shapes (pmrf.modules.Probabilistic attribute) (pmrf.stats.Linearization attribute) (pmrf.stats.linearization.Linearization attribute) SharedIndependentKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) shield_impedance (pmrf.models.components.lines.coaxial.SchelkunoffCoaxialFormulation attribute) (pmrf.models.components.lines.coaxial.TescheCoaxialFormulation attribute) shield_thickness (pmrf.models.components.lines.coaxial.CoaxialLine attribute)

Shift (class in pmrf.stats) (class in pmrf.stats.bijectors) shift (pmrf.stats.bijectors.ScalarAffine attribute) (pmrf.stats.bijectors.Shift attribute) (pmrf.stats.ScalarAffine attribute) (pmrf.stats.Shift attribute) Short (class in pmrf.models.components.ideal) show_progress (pmrf.infer.HMC attribute) (pmrf.infer.NSS attribute) (pmrf.infer.NUTS attribute) (pmrf.optimize.ScipyMinimize attribute) Shunt (class in pmrf.models.composite.nodal) shunt (pmrf.models.composite.nodal.Shunt attribute) shunt_conductance_factor (pmrf.models.components.lines.planar.PlanarQuasiStaticResult attribute) ShuntCapacitor (class in pmrf.models.components.lumped) ShuntInductor (class in pmrf.models.components.lumped) ShuntResistor (class in pmrf.models.components.lumped) sigma (pmrf.materials.BulkConductor attribute) (pmrf.materials.ColeColeDielectric attribute) (pmrf.materials.ConductorProperties attribute) (pmrf.materials.ConstantDielectric attribute) (pmrf.materials.DielectricProperties attribute) (pmrf.materials.DjordjevicSarkarDielectric attribute) (pmrf.materials.MultipoleDebyeDielectric attribute) (pmrf.materials.TabulatedDielectric attribute) Sigmoid (class in pmrf.stats) (class in pmrf.stats.bijectors) SkrfNetwork (class in pmrf.models.adapters.static) slab_impedance (pmrf.models.components.lines.microstrip.IncrementalInductanceCurrentDistribution attribute) (pmrf.models.components.lines.microstrip.TraceGroundCurrentDistribution attribute) (pmrf.models.components.lines.microstrip.WheelerCurrentDistribution attribute) SModel (class in pmrf.models.adapters.static) Softplus (class in pmrf.stats) (class in pmrf.stats.bijectors) solution (pmrf.fitting.FitResult attribute) solver (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) (pmrf.optimize.OptimistixMinimise attribute) SourceConverter (class in pmrf.models.components.ideal) space (pmrf.modules.Probabilistic attribute) (pmrf.stats.Linearization attribute) (pmrf.stats.linearization.Linearization attribute) span (pmrf.Frequency property) span_scaled (pmrf.Frequency property) Splitter (class in pmrf.models.components.ideal) sqrt_phase_unwrap() (in module pmrf.math) start (pmrf.Frequency property) (pmrf.models.components.lines.profiles.ExponentialProfile attribute) (pmrf.models.components.lines.profiles.KlopfensteinProfile attribute) (pmrf.models.components.lines.profiles.LinearProfile attribute) start_scaled (pmrf.Frequency property) StateSpace (class in pmrf.models.surrogates.rational) stddev() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.Gamma method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.TruncatedNormal method) step (pmrf.Frequency property) step_atol (pmrf.optimize.BFGS attribute) (pmrf.optimize.GradientDescent attribute) (pmrf.optimize.LBFGS attribute) step_rtol (pmrf.optimize.BFGS attribute) (pmrf.optimize.GradientDescent attribute) (pmrf.optimize.LBFGS attribute) step_scaled (pmrf.Frequency property) stepsize (pmrf.optimize.LBFGSB attribute) stop (pmrf.Frequency property) stop_scaled (pmrf.Frequency property) StriplineCrossSection (class in pmrf.models.components.lines.stripline) StriplineLine (class in pmrf.models.components.lines.stripline) Substrate (class in pmrf.materials) substrate (pmrf.models.components.lines.microstrip.MicrostripLine attribute) success (pmrf.models.composite.interconnected.circuit.base.AdmittanceResult attribute) (pmrf.models.composite.interconnected.circuit.base.ScatteringResult attribute) (pmrf.optimize.OptimizeResult attribute) SumKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) summary() (pmrf.NetworkCollection method) SummedTerms (class in pmrf.objectives) (class in pmrf.objectives.problems) support (pmrf.stats.distributions.Joint property) (pmrf.stats.distributions.LogNormal property) (pmrf.stats.distributions.TruncatedNormal property) (pmrf.stats.Joint property) (pmrf.stats.LogNormal property) (pmrf.stats.TruncatedNormal property) support_points (pmrf.models.surrogates.rational.BarycentricRational attribute) supports_native_z0 (pmrf.Model attribute) (pmrf.models.components.ideal.Port attribute) (pmrf.models.composite.interconnected.circuit.circuit.Circuit attribute) survival_function() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.Joint method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.TruncatedNormal method) sweep() (in module pmrf) synchronous (pmrf.infer.PolyChord attribute)

T

t (pmrf.materials.Substrate attribute) (pmrf.models.components.lines.microstrip.MicrostripCrossSection attribute) (pmrf.models.components.lines.stripline.StriplineCrossSection attribute) (pmrf.models.components.lines.stripline.StriplineLine attribute) TabulatedDielectric (class in pmrf.materials) tand (pmrf.materials.ConstantDielectric attribute) (pmrf.materials.DjordjevicSarkarDielectric attribute) (pmrf.models.components.lines.empirical.PhysicalLine attribute) Tanh (class in pmrf.stats) (class in pmrf.stats.bijectors) tap (pmrf.models.components.ideal.CentreTappedTransformer attribute) target (pmrf.objectives.evaluators.TargetLoss attribute) (pmrf.objectives.TargetLoss attribute) target_acceptance_rate (pmrf.infer.HMC attribute) (pmrf.infer.NUTS attribute) TargetLoss (class in pmrf.objectives) (class in pmrf.objectives.evaluators) td (pmrf.models.components.lines.ideal.DelayLine attribute) Tee (class in pmrf.models.components.ideal) temperature (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) Terminated (class in pmrf.models.composite.interconnected.terminated) terminated() (pmrf.Model method) terminated_from (pmrf.models.composite.interconnected.terminated.Terminated attribute) terminated_into (pmrf.models.composite.interconnected.terminated.Terminated attribute) terms (pmrf.objectives.problems.SummedTerms attribute) (pmrf.objectives.SummedTerms attribute) TescheCoaxialFormulation (class in pmrf.models.components.lines.coaxial) TescheRodSurfaceImpedance (class in pmrf.materials) TescheTubeSurfaceImpedance (class in pmrf.materials) theta (pmrf.models.adapters.callable.ContinuousCallable attribute) (pmrf.models.adapters.callable.DiscreteCallable attribute) (pmrf.models.components.lines.ideal.PhaseLine attribute)

thickness_aware (pmrf.models.components.lines.microstrip.AbstractMicrostripFormulation attribute) (pmrf.models.components.lines.microstrip.HammerstadJensenMicrostripFormulation attribute) (pmrf.models.components.lines.microstrip.WheelerMicrostripFormulation attribute) tie (pmrf.modules.Tied attribute) tie() (in module pmrf) (in module pmrf.parameters) Tied (class in pmrf.modules) to_dataframe() (pmrf.NetworkCollection method) to_dict() (pmrf.NetworkCollection method) to_immittance() (pmrf.models.components.lines.planar.PlanarQuasiStaticResult method) to_ports (pmrf.models.composite.transformed.Renumbered attribute) to_skrf() (pmrf.Frequency method) (pmrf.Model method) tol (pmrf.optimize.ScipyMinimize attribute) Touchstone (class in pmrf.models.adapters.static) touchstone (pmrf.models.adapters.static.Touchstone attribute) TraceGroundCurrentDistribution (class in pmrf.models.components.lines.microstrip) Transformed (class in pmrf.stats) (class in pmrf.stats.distributions) Transformer (class in pmrf.models.components.ideal) TransmissionLine (class in pmrf.models.components.lines.base) Transpose (class in pmrf.stats) (class in pmrf.stats.bijectors) TriangularLinear (class in pmrf.stats) (class in pmrf.stats.bijectors) truncate() (in module pmrf.stats) (in module pmrf.stats.distributions) TruncatedNormal (class in pmrf.stats) (class in pmrf.stats.distributions) TSection (class in pmrf.models.components.sections) TSectionLCL (class in pmrf.models.components.sections) TTopology (class in pmrf.models.composite.topological) type (pmrf.InitVar attribute)

U

Unconstrained() (in module pmrf) (in module pmrf.parameters) unflatten() (pmrf.stats.Linearization method) (pmrf.stats.linearization.Linearization method) unfreeze() (in module pmrf) Uniform (class in pmrf.stats) (class in pmrf.stats.distributions) unit (pmrf.Frequency attribute) unwrap() (in module pmrf) (pmrf.modules.Probabilistic method) (pmrf.modules.Tied method) (pmrf.Param method) (pmrf.parameters.Param method)

unwrap_self() (in module pmrf) update() (in module pmrf) (in module pmrf.parameters) use_grad (pmrf.optimize.ScipyMinimize attribute) use_inverse (pmrf.optimize.BFGS attribute) (pmrf.optimize.LBFGS attribute) use_orthogonal_discrepancy (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.evaluators.MarginalLogLikelihood attribute) (pmrf.objectives.GibbsMarginalLogLikelihood attribute) (pmrf.objectives.MarginalLogLikelihood attribute)

V

validate() (in module pmrf.modules) validity (pmrf.Param attribute) (pmrf.parameters.Param attribute) value (pmrf.Param property) (pmrf.parameters.Param property) values (pmrf.models.composite.interconnected.cascade.RepeatedCascade attribute) (pmrf.models.surrogates.rational.BarycentricRational attribute) values() (in module pmrf) (in module pmrf.parameters) variable (pmrf.Param attribute) (pmrf.parameters.Param attribute) variance (pmrf.stats.ConstantKernel attribute) (pmrf.stats.covariance_kernels.ConstantKernel attribute) (pmrf.stats.covariance_kernels.WhiteNoiseKernel attribute) (pmrf.stats.WhiteNoiseKernel attribute) variance() (pmrf.stats.AbstractDistribution method) (pmrf.stats.distributions.AbstractDistribution method) (pmrf.stats.distributions.Gamma method) (pmrf.stats.distributions.Joint method) (pmrf.stats.distributions.LogNormal method) (pmrf.stats.distributions.Normal method) (pmrf.stats.distributions.Transformed method) (pmrf.stats.distributions.TruncatedNormal method) (pmrf.stats.distributions.Uniform method) (pmrf.stats.Gamma method) (pmrf.stats.GaussianLikelihood method) (pmrf.stats.Joint method) (pmrf.stats.likelihoods.GaussianLikelihood method) (pmrf.stats.LogNormal method) (pmrf.stats.Normal method) (pmrf.stats.Transformed method) (pmrf.stats.TruncatedNormal method) (pmrf.stats.Uniform method)

VectorExpansion (class in pmrf.models.surrogates.expansion) vf (pmrf.models.components.lines.empirical.DatasheetLine attribute)

W

w (pmrf.Frequency property) (pmrf.models.components.lines.microstrip.MicrostripCrossSection attribute) (pmrf.models.components.lines.microstrip.MicrostripLine attribute) (pmrf.models.components.lines.stripline.StriplineCrossSection attribute) (pmrf.models.components.lines.stripline.StriplineLine attribute) w_eff (pmrf.models.components.lines.planar.PlanarQuasiStaticResult attribute) w_eff() (pmrf.models.components.lines.microstrip.MicrostripLine method) weight (pmrf.objectives.BoundEvaluator attribute) (pmrf.objectives.HingeLoss attribute) (pmrf.objectives.losses.HingeLoss attribute) (pmrf.objectives.terms.BoundEvaluator attribute) weighted_sum() (in module pmrf.math.aggregations) weights (pmrf.infer.InferResult attribute) (pmrf.infer.SampleResult attribute) (pmrf.models.surrogates.rational.BarycentricRational attribute) WheelerCurrentDistribution (class in pmrf.models.components.lines.microstrip)

WheelerMicrostripFormulation (class in pmrf.models.components.lines.microstrip) whitening_log_det (pmrf.modules.Probabilistic attribute) WhiteNoiseKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) with_orthogonal_reference() (pmrf.objectives.evaluators.GibbsMarginalLogLikelihood method) (pmrf.objectives.evaluators.MarginalLogLikelihood method) (pmrf.objectives.GibbsMarginalLogLikelihood method) (pmrf.objectives.MarginalLogLikelihood method) Wrapped (class in pmrf.models.adapters.wrapped) wrapped (pmrf.models.adapters.wrapped.Wrapped attribute) write() (pmrf.NetworkCollection method) write_dead (pmrf.infer.PolyChord attribute) write_live (pmrf.infer.PolyChord attribute) write_paramnames (pmrf.infer.PolyChord attribute) write_prior (pmrf.infer.PolyChord attribute) write_resume (pmrf.infer.PolyChord attribute) write_stats (pmrf.infer.PolyChord attribute)

X

X (pmrf.models.components.lumped.Impedance attribute)

xatol (pmrf.optimize.NelderMead attribute) xrtol (pmrf.optimize.NelderMead attribute)

Y

Y (pmrf.models.components.lines.base.ImmittanceResult attribute) (pmrf.models.components.sections.LSection attribute) (pmrf.rf.MNAStamp attribute) y() (pmrf.Model method) Y1 (pmrf.models.components.sections.BoxSection attribute) (pmrf.models.components.sections.PiSection attribute) Y2 (pmrf.models.components.sections.BoxSection attribute) (pmrf.models.components.sections.PiSection attribute) y2a() (in module pmrf.rf) y2mna() (in module pmrf.rf)

y2s() (in module pmrf.rf) y2z() (in module pmrf.rf) Y3 (pmrf.models.components.sections.BoxSection attribute) (pmrf.models.components.sections.PiSection attribute) Y4 (pmrf.models.components.sections.BoxSection attribute) y_c_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) y_discrete() (pmrf.models.adapters.base.AbstractDiscrete method) y_matrix (pmrf.models.adapters.static.YModel attribute) y_r_idx (pmrf.models.composite.interconnected.circuit.base.MNARepresentation attribute) YModel (class in pmrf.models.adapters.static)

Z

Z (pmrf.models.components.lines.base.ImmittanceResult attribute) (pmrf.models.components.sections.LSection attribute) z() (pmrf.Model method) z0 (pmrf.models.adapters.base.AbstractSingleDomain attribute) (pmrf.models.adapters.static.SModel attribute) (pmrf.models.components.ideal.Amplifier attribute) (pmrf.models.components.ideal.Attenuator attribute) (pmrf.models.components.ideal.DirectionalCoupler attribute) (pmrf.models.components.ideal.Isolator attribute) (pmrf.models.components.ideal.Load attribute) (pmrf.models.components.ideal.Port attribute) (pmrf.models.components.lines.ideal.DelayLine attribute) (pmrf.models.components.lines.ideal.PhaseLine attribute) (pmrf.models.composite.interconnected.circuit.base.ScatteringResult attribute) Z1 (pmrf.models.components.sections.TSection attribute) Z2 (pmrf.models.components.sections.TSection attribute) z2a() (in module pmrf.rf)

z2mna() (in module pmrf.rf) z2s() (in module pmrf.rf) z2y() (in module pmrf.rf) Z3 (pmrf.models.components.sections.TSection attribute) z_discrete() (pmrf.models.adapters.base.AbstractDiscrete method) z_matrix (pmrf.models.adapters.static.ZModel attribute) zc (pmrf.models.components.lines.planar.PlanarQuasiStaticResult attribute) zc() (pmrf.models.components.lines.base.AbstractUniformLine method) zc_and_gammaL() (pmrf.models.components.lines.base.AbstractImmittanceLine method) (pmrf.models.components.lines.base.AbstractUniformLine method) (pmrf.models.components.lines.ideal.DelayLine method) (pmrf.models.components.lines.ideal.PhaseLine method) ZeroKernel (class in pmrf.stats) (class in pmrf.stats.covariance_kernels) ZModel (class in pmrf.models.adapters.static) zn (pmrf.models.components.lines.empirical.DatasheetLine attribute) (pmrf.models.components.lines.empirical.PhysicalLine attribute) zs (pmrf.materials.ConductorProperties attribute)