Skip to main content
Ctrl+K
CADET-Process 0.12.0 documentation - Home CADET-Process 0.12.0 documentation - Home
Ctrl+K

User guide

  • Framework Overview
  • Process Model
    • Component System
    • Binding Models
    • Chemical Reactions
    • Unit Operation Models
    • Flow Sheet
    • Process
  • Process Simulation
  • Process Evaluation
    • Product Fractionation
    • Comparing Simulation Results with Reference Data
  • Optimization
    • Optimization Problem
    • Optimizer
    • Parallel Evaluation
    • Evaluation Toolchains
    • Multi-Objective Optimization
    • Specifying indices of multidimensional parameters for Optimization Variables
    • Variable Normalization
    • Variable Dependencies
  • Tools
    • Carousel Builder
    • SMB Builder
    • Compartment Modeling
    • Deprotonation Reactions
    • Buffer Capacity

Case Studies

  • Batch Elution Chromatography
    • Optimize Batch Elution Process (Single Objective)
    • Optimize Batch Elution Process (Multi-Objective)
  • Load-Wash-Elute
    • Concentration Gradients
    • Flow Rate Gradients
  • Recycling Techniques
    • Closed Loop Recycling Process
    • Steady-State Recycling Process
  • Fit Column Transport Parameters
  • Fit Binding Model Parameters
  • The Yamamoto method

API Reference

  • CADET-Process API
    • CADETProcessError (CADETProcess.CADETProcessError)
    • Settings (CADETProcess.settings)
    • Logging (CADETProcess.log)
      • CADETProcess.log.loggers
      • CADETProcess.log.get_logger
    • Data Structures (CADETProcess.dataStructure)
      • CADETProcess.dataStructure.dataStructure
        • CADETProcess.dataStructure.dataStructure.frozen_attributes
        • CADETProcess.dataStructure.dataStructure.make_signature
        • CADETProcess.dataStructure.dataStructure.AbstractStructMeta
        • CADETProcess.dataStructure.dataStructure.Aggregator
        • CADETProcess.dataStructure.dataStructure.Descriptor
        • CADETProcess.dataStructure.dataStructure.ProxyList
        • CADETProcess.dataStructure.dataStructure.StructMeta
        • CADETProcess.dataStructure.dataStructure.Structure
      • CADETProcess.dataStructure.aggregator
        • CADETProcess.dataStructure.aggregator.ClassDependentAggregator
        • CADETProcess.dataStructure.aggregator.NumpyProxyArray
        • CADETProcess.dataStructure.aggregator.SizedAggregator
        • CADETProcess.dataStructure.aggregator.SizedClassDependentAggregator
      • CADETProcess.dataStructure.parameter
        • CADETProcess.dataStructure.parameter.Bool
        • CADETProcess.dataStructure.parameter.Callable
        • CADETProcess.dataStructure.parameter.Constant
        • CADETProcess.dataStructure.parameter.DependentlyModulated
        • CADETProcess.dataStructure.parameter.DependentlyModulatedUnsignedList
        • CADETProcess.dataStructure.parameter.Dictionary
        • CADETProcess.dataStructure.parameter.DimensionalizedArray
        • CADETProcess.dataStructure.parameter.Float
        • CADETProcess.dataStructure.parameter.FloatList
        • CADETProcess.dataStructure.parameter.Integer
        • CADETProcess.dataStructure.parameter.IntegerList
        • CADETProcess.dataStructure.parameter.List
        • CADETProcess.dataStructure.parameter.Matrix
        • CADETProcess.dataStructure.parameter.NdArray
        • CADETProcess.dataStructure.parameter.NdPolynomial
        • CADETProcess.dataStructure.parameter.ParameterBase
        • CADETProcess.dataStructure.parameter.Polynomial
        • CADETProcess.dataStructure.parameter.Ranged
        • CADETProcess.dataStructure.parameter.RangedArray
        • CADETProcess.dataStructure.parameter.RangedFloat
        • CADETProcess.dataStructure.parameter.RangedInteger
        • CADETProcess.dataStructure.parameter.RangedList
        • CADETProcess.dataStructure.parameter.RangedNdArray
        • CADETProcess.dataStructure.parameter.Sized
        • CADETProcess.dataStructure.parameter.SizedFloatList
        • CADETProcess.dataStructure.parameter.SizedList
        • CADETProcess.dataStructure.parameter.SizedNdArray
        • CADETProcess.dataStructure.parameter.SizedRangedIntegerList
        • CADETProcess.dataStructure.parameter.SizedRangedList
        • CADETProcess.dataStructure.parameter.SizedTuple
        • CADETProcess.dataStructure.parameter.SizedUnsignedIntegerList
        • CADETProcess.dataStructure.parameter.SizedUnsignedList
        • CADETProcess.dataStructure.parameter.SizedUnsignedNdArray
        • CADETProcess.dataStructure.parameter.String
        • CADETProcess.dataStructure.parameter.Switch
        • CADETProcess.dataStructure.parameter.Tuple
        • CADETProcess.dataStructure.parameter.Typed
        • CADETProcess.dataStructure.parameter.TypedList
        • CADETProcess.dataStructure.parameter.Unsigned
        • CADETProcess.dataStructure.parameter.UnsignedArray
        • CADETProcess.dataStructure.parameter.UnsignedFloat
        • CADETProcess.dataStructure.parameter.UnsignedInteger
        • CADETProcess.dataStructure.parameter.UnsignedList
        • CADETProcess.dataStructure.parameter.UnsignedNdArray
        • CADETProcess.dataStructure.parameter.Vector
      • CADETProcess.dataStructure.parameter_group
        • CADETProcess.dataStructure.parameter_group.ParameterWrapper
      • CADETProcess.dataStructure.cache
        • CADETProcess.dataStructure.cache.CachedPropertiesMixin
        • CADETProcess.dataStructure.cache.cached_property_if_locked
      • CADETProcess.dataStructure.diskcache
        • CADETProcess.dataStructure.diskcache.DillDisk
      • CADETProcess.dataStructure.nested_dict
        • CADETProcess.dataStructure.nested_dict.check_nested
        • CADETProcess.dataStructure.nested_dict.generate_nested_dict
        • CADETProcess.dataStructure.nested_dict.get_leaves
        • CADETProcess.dataStructure.nested_dict.get_nested_attribute
        • CADETProcess.dataStructure.nested_dict.get_nested_list_value
        • CADETProcess.dataStructure.nested_dict.get_nested_value
        • CADETProcess.dataStructure.nested_dict.insert_path
        • CADETProcess.dataStructure.nested_dict.set_nested_attribute
        • CADETProcess.dataStructure.nested_dict.set_nested_list_value
        • CADETProcess.dataStructure.nested_dict.set_nested_value
        • CADETProcess.dataStructure.nested_dict.update_dict_recursively
    • Dynamic Events (CADETProcess.dynamicEvents)
      • CADETProcess.dynamicEvents.Section
      • CADETProcess.dynamicEvents.TimeLine
      • CADETProcess.dynamicEvents.MultiTimeLine
      • CADETProcess.dynamicEvents.Event
      • CADETProcess.dynamicEvents.Duration
      • CADETProcess.dynamicEvents.EventHandler
    • Process Model (CADETProcess.processModel)
      • CADETProcess.processModel.Species
      • CADETProcess.processModel.Component
      • CADETProcess.processModel.ComponentSystem
      • CADETProcess.processModel.Reaction
      • CADETProcess.processModel.CrossPhaseReaction
      • CADETProcess.processModel.ReactionBaseClass
      • CADETProcess.processModel.NoReaction
      • CADETProcess.processModel.MassActionLaw
      • CADETProcess.processModel.MassActionLawParticle
      • CADETProcess.processModel.BindingBaseClass
      • CADETProcess.processModel.NoBinding
      • CADETProcess.processModel.Linear
      • CADETProcess.processModel.Langmuir
      • CADETProcess.processModel.LangmuirLDF
      • CADETProcess.processModel.LangmuirLDFLiquidPhase
      • CADETProcess.processModel.BiLangmuir
      • CADETProcess.processModel.BiLangmuirLDF
      • CADETProcess.processModel.FreundlichLDF
      • CADETProcess.processModel.StericMassAction
      • CADETProcess.processModel.AntiLangmuir
      • CADETProcess.processModel.Spreading
      • CADETProcess.processModel.MobilePhaseModulator
      • CADETProcess.processModel.ExtendedMobilePhaseModulator
      • CADETProcess.processModel.SelfAssociation
      • CADETProcess.processModel.BiStericMassAction
      • CADETProcess.processModel.MultistateStericMassAction
      • CADETProcess.processModel.SimplifiedMultistateStericMassAction
      • CADETProcess.processModel.Saska
      • CADETProcess.processModel.GeneralizedIonExchange
      • CADETProcess.processModel.HICConstantWaterActivity
      • CADETProcess.processModel.HICWaterOnHydrophobicSurfaces
      • CADETProcess.processModel.MultiComponentColloidal
      • CADETProcess.processModel.UnitBaseClass
      • CADETProcess.processModel.Inlet
      • CADETProcess.processModel.Outlet
      • CADETProcess.processModel.Cstr
      • CADETProcess.processModel.TubularReactor
      • CADETProcess.processModel.LumpedRateModelWithoutPores
      • CADETProcess.processModel.LumpedRateModelWithPores
      • CADETProcess.processModel.GeneralRateModel
      • CADETProcess.processModel.MCT
      • CADETProcess.processModel.discretization
        • CADETProcess.processModel.discretization.ConsistencySolverParameters
        • CADETProcess.processModel.discretization.DGMixin
        • CADETProcess.processModel.discretization.DiscretizationParametersBase
        • CADETProcess.processModel.discretization.GRMDiscretizationDG
        • CADETProcess.processModel.discretization.GRMDiscretizationFV
        • CADETProcess.processModel.discretization.LRMDiscretizationDG
        • CADETProcess.processModel.discretization.LRMDiscretizationFV
        • CADETProcess.processModel.discretization.LRMPDiscretizationDG
        • CADETProcess.processModel.discretization.LRMPDiscretizationFV
        • CADETProcess.processModel.discretization.MCTDiscretizationFV
        • CADETProcess.processModel.discretization.NoDiscretization
        • CADETProcess.processModel.discretization.WenoParameters
      • CADETProcess.processModel.solutionRecorder
        • CADETProcess.processModel.solutionRecorder.BaseMixin
        • CADETProcess.processModel.solutionRecorder.BulkMixin
        • CADETProcess.processModel.solutionRecorder.CSTRRecorder
        • CADETProcess.processModel.solutionRecorder.FluxMixin
        • CADETProcess.processModel.solutionRecorder.GRMRecorder
        • CADETProcess.processModel.solutionRecorder.IOMixin
        • CADETProcess.processModel.solutionRecorder.IORecorder
        • CADETProcess.processModel.solutionRecorder.LRMPRecorder
        • CADETProcess.processModel.solutionRecorder.LRMRecorder
        • CADETProcess.processModel.solutionRecorder.MCTRecorder
        • CADETProcess.processModel.solutionRecorder.ParticleMixin
        • CADETProcess.processModel.solutionRecorder.SolidMixin
        • CADETProcess.processModel.solutionRecorder.SolutionRecorderBase
        • CADETProcess.processModel.solutionRecorder.TubularReactorRecorder
        • CADETProcess.processModel.solutionRecorder.VolumeMixin
      • CADETProcess.processModel.FlowSheet
      • CADETProcess.processModel.Process
    • Solution (CADETProcess.solution)
      • CADETProcess.solution.SolutionBase
      • CADETProcess.solution.SolutionIO
      • CADETProcess.solution.SolutionBulk
      • CADETProcess.solution.SolutionParticle
      • CADETProcess.solution.SolutionSolid
      • CADETProcess.solution.SolutionVolume
      • CADETProcess.solution.slice_solution
      • CADETProcess.solution.slice_solution_front
    • Reference (CADETProcess.reference)
      • CADETProcess.reference.ReferenceBase
      • CADETProcess.reference.ReferenceIO
    • Simulation Results (CADETProcess.simulationResults)
      • CADETProcess.simulationResults.SimulationResults
    • Simulator (CADETProcess.simulator)
      • CADETProcess.simulator.SimulatorBase
      • CADETProcess.simulator.Cadet
      • CADETProcess.simulationResults.SimulationResults
    • Comparison (CADETProcess.comparison)
      • CADETProcess.comparison.DifferenceBase
      • CADETProcess.comparison.SSE
      • CADETProcess.comparison.RMSE
      • CADETProcess.comparison.NRMSE
      • CADETProcess.comparison.Norm
      • CADETProcess.comparison.L1
      • CADETProcess.comparison.L2
      • CADETProcess.comparison.AbsoluteArea
      • CADETProcess.comparison.RelativeArea
      • CADETProcess.comparison.Shape
      • CADETProcess.comparison.PeakHeight
      • CADETProcess.comparison.PeakPosition
      • CADETProcess.comparison.BreakthroughHeight
      • CADETProcess.comparison.BreakthroughPosition
      • CADETProcess.comparison.Comparator
    • Optimization (CADETProcess.optimization)
      • CADETProcess.optimization.OptimizationProblem
      • CADETProcess.optimization.OptimizerBase
      • CADETProcess.optimization.TrustConstr
      • CADETProcess.optimization.COBYLA
      • CADETProcess.optimization.COBYQA
      • CADETProcess.optimization.NelderMead
      • CADETProcess.optimization.SLSQP
      • CADETProcess.optimization.NSGA2
      • CADETProcess.optimization.U_NSGA3
      • CADETProcess.optimization.BotorchModular
      • CADETProcess.optimization.GPEI
      • CADETProcess.optimization.NEHVI
      • CADETProcess.optimization.Individual
      • CADETProcess.optimization.Population
      • CADETProcess.optimization.OptimizationResults
      • CADETProcess.optimization.ResultsCache
      • CADETProcess.optimization.ParallelizationBackendBase
      • CADETProcess.optimization.SequentialBackend
      • CADETProcess.optimization.Joblib
      • CADETProcess.optimization.Pathos
    • Fractionation (CADETProcess.fractionation)
      • CADETProcess.fractionation.Fraction
      • CADETProcess.fractionation.FractionPool
      • CADETProcess.fractionation.Fractionator
      • CADETProcess.fractionation.FractionationOptimizer
    • Cyclic Stationarity (CADETProcess.stationarity)
      • CADETProcess.stationarity.RelativeArea
      • CADETProcess.stationarity.NRMSE
      • CADETProcess.stationarity.StationarityEvaluator
    • Performance (CADETProcess.performance)
      • CADETProcess.performance.Performance
      • CADETProcess.performance.RankedPerformance
      • CADETProcess.performance.PerformanceIndicator
      • CADETProcess.performance.Mass
      • CADETProcess.performance.Recovery
      • CADETProcess.performance.Productivity
      • CADETProcess.performance.EluentConsumption
      • CADETProcess.performance.Purity
      • CADETProcess.performance.Concentration
      • CADETProcess.performance.PerformanceProduct
      • CADETProcess.performance.MassBalanceDifference
    • Plotting (CADETProcess.plotting)
      • CADETProcess.plotting.get_fig_size
      • CADETProcess.plotting.setup_figure
      • CADETProcess.plotting.get_all_twin_handles_labels
      • CADETProcess.plotting.SecondaryAxis
      • CADETProcess.plotting.add_text
      • CADETProcess.plotting.annotate
      • CADETProcess.plotting.fill_between
    • Smoothing (CADETProcess.smoothing)
      • CADETProcess.smoothing.find_smoothing_factors
      • CADETProcess.smoothing.full_smooth
    • Transform (CADETProcess.transform)
      • CADETProcess.transform.TransformerBase
      • CADETProcess.transform.NullTransformer
      • CADETProcess.transform.NormLinearTransformer
      • CADETProcess.transform.NormLogTransformer
      • CADETProcess.transform.AutoTransformer
    • ModelBuilder (CADETProcess.modelBuilder)
      • CADETProcess.modelBuilder.SerialZone
      • CADETProcess.modelBuilder.ParallelZone
      • CADETProcess.modelBuilder.CarouselBuilder
      • CADETProcess.modelBuilder.CompartmentBuilder
      • CADETProcess.modelBuilder.BatchElution
      • CADETProcess.modelBuilder.CLR
      • CADETProcess.modelBuilder.FlipFlop
      • CADETProcess.modelBuilder.LWE
      • CADETProcess.modelBuilder.MRSSR
      • CADETProcess.modelBuilder.SerialColumns
    • Equilibria (CADETProcess.equilibria)
      • CADETProcess.equilibria.buffer_capacity
      • CADETProcess.equilibria.reaction_equilibria
        • CADETProcess.equilibria.reaction_equilibria.calculate_buffer_equilibrium
        • CADETProcess.equilibria.reaction_equilibria.dydx_mal
        • CADETProcess.equilibria.reaction_equilibria.jac_mal
      • CADETProcess.equilibria.initial_conditions
        • CADETProcess.equilibria.initial_conditions.simulate_solid_equilibria
    • Tools
      • CADETProcess.tools.yamamoto
        • CADETProcess.tools.yamamoto.fit_parameters
        • CADETProcess.tools.yamamoto.plot_experiments
        • CADETProcess.tools.yamamoto.yamamoto_equation
        • CADETProcess.tools.yamamoto.GradientExperiment
        • CADETProcess.tools.yamamoto.YamamotoResults

References

  • License
  • Release Notes
    • v0.7.0
    • v0.7.1
    • v0.7.2
    • v0.7.3
    • v0.8.0
    • v0.9.0
    • v0.9.1
    • v0.10.0
    • v0.10.1
    • v0.11.0
    • v0.11.1
    • v0.12.0
  • Bibliography
  • Repository
  • Open issue
  • .md

License

License#

previous

CADETProcess.tools.yamamoto.YamamotoResults

next

Release Notes

By Johannes Schmölder

© Copyright 2019-2026.