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Control analysis of SBML models

Project description

controlSBML

controlSBML is a python packag that assists with control engineering of biological systems that are characterized by models in the Systems Biology Markup Language (SBML), a community standard for representing models of biological models, especially chemical reaction networks. controlSBML provides the following:

  • Read SBML models, viewing candidate inputs, and outputs, and running simulations.
  • System identification, including the creation of (SISO) transfer function objects from the python control systems library
  • Creating Antimony simulations of closed loop systems
  • Design of closed loop systems

Examples of usage are in this directory

Installation

pip install controlSBML

To find the current version:

import controlSBML as ctl
ctl.__version__

Version History

  • 1.1.03 1/20/2024
    • Better error checking
    • API uses parameter names kI, kP, kF
  • 1.1.02 12/27/2023
    • Fix bug in dependencies. Update header documentation.
  • 1.1.01 12/27/2023
    • Complete change in the architecture. Instead of using NonlinearIOSystems in the python control package, controlSBML generates Antimony code to implement staircase functions and closed loops.
    • Creation of a consistent API.
  • 1.0.11 3/1/2023
    • Ensure that state variables are never negative.
  • 1.0.10
    • Fixed bug with unequally spaced times
    • Fixed bug so can start a simulate at a time other than 0 and the correct initial state is obtained.
  • 1.0.9 2/14/2023
    • Use temporary directory for plots created in tests
  • 1.0.8 2/14/2023
    • Avoid error if Jacobian cannot be calculated.
    • Better handling of warnings
  • 1.0.7 2/11/2023
    • Add missing dependency (lmfit)
  • 1.0.6 2/11/2023
    • ControlSBML.makeSISOTransferFunctionBuilder creates a SISOTransferFunctionBuilder object. The plotStaircaseResponse method of SISOTransferFuntionBuilder indicates the controlability of an input for the output. fitTransferFunction fits a transfer function to the outputs produced by a staircase input.
    • plotStaircaseResponse shows effect of a staircase input on outputs
    • Remove cruft from effector_dct
    • Added plot option writefig which takes arguments, True, False, str (path)
  • 1.0.5 1/22/2023
    • Fix bugs in NonlinearIOSystem relating to states and calculations in updfcn.
    • Changes to documentation
  • 1.0.4
    • Fix bug so that makeStateSpace honors the time argument
    • Updated Sphinx documentation
    • Fix bug with version
  • 1.0.3
    • Fix bug with file path in _version
  • 1.0.1
    • src directory contains all pcakages
  • 1.0.0
    • Redefined inputs as species adjustment (positive or negative)
    • ControlSBML.equals has an option to do a "quick check"
    • Deprecated the use of an effector dictionary
  • 0.2.23 12/18/2022
    • Updates for using toml files
  • 0.2.22
    • IOSystemFactor.makeStateFilter creates a vector of filters between 2 systems
    • SISOClosedLoopSystem.makeFullStateController creates multiple filters if kf != 0
  • 0.2.21 5/30/2022
    • NonlinearIOSystem creates a logger.
    • SISOClosedLoopSystem.makeFullStateSystem has option for filters
    • Changed legend of step respoinse plot to use "reference" instead of "step"
  • 0.2.20 5/27/2022
    • Fix bug in SISOClosedLoopSystem.evaluateControllability because scipy didn't handle nan values.
  • 0.2.19 5/27/2022
    • Fix bug in SISOClosedLoopSystem.evaluateControllability because scipy didn't handle nan values.
  • 0.2.18 5/26/2022
    • Fix small bug
  • 0.2.17 5/26/2022
    • Deleted the callback_log implemented in 0.2.14.
  • 0.2.16 5/24/2022
    • Refactored SISOClosedLoopSystem
    • Implemented SISOClosedLoopSystem.makeFullStateController
    • Fixed bug with makePIDController where ki, kd are ineffective.
  • 0.2.15 5/21/2022
    • Fix bug in reverting the semantics of control input to be setting the species as a static.
  • 0.2.14 5/11/2022
    • Provide callback for each manufactured IOsystemFactory
    • Reverted semantics of control input to a NonlinearIOSystem to be setting the value rather than adding or subtracting a value.
  • 0.2.13 5/9/2022
    • SISOClosedLoopSystem provides a way to construct a closed loop system for an SBML model. The system has a PID controller and a filter.
    • IOSysemFactory has a log
  • 0.2.12 5/3/2022
    • IOSystemFactory creates IOSystem objects for Adder, Multiplier, Filter, PIDController, Sinusoid, Constant, Passthru
    • State inputs add to state, not replace the state value.
  • 0.2.11 4/25/2022
    • Fix bug in calculating transfer function that incorrectly considered state
  • 0.2.9 4/19/2022
    • Fluxes can be outputs
    • Construction of transfer function includes atol option for simplification
  • 0.2.8 4/17/2022
    • Added options to plotTrueModel
    • Updated Using ControlSBML with an example of doing feedback
  • 0.2.7 4/11/2022
    • Species can be inputs
    • makeStateSpace, makeTransferFunction have timepoint argument
  • 0.2.6 4/10/2020
    • Default for constructor: is_reduced=False
    • makeTransferFunction
  • 0.2.5 4/8/2022
    • Improve performance by not recalculating Jacobian
    • Fix bugs related to implementation of is_reduced as applied on NonlinearIOSystem
  • 0.2.4 3/31/2024 - Create reduced A matrix
    • mat2Df - fixed bug with printing column names
    • Create reduced A matrix for makeStateSpace so that A is non-singular Default output_names is all floating species
  • 0.2.3, 3/22/2022 - Bug fix for mat2DF
  • 0.2.2, 3/22/2022 - Bug fix
  • 0.2.1, 3/22/2022 - Bug fix
  • 0.2.0, 3/22/2022 - Version for class
    • ppMat - pretty print a matrix
    • plotMat - display a heatmap for a matrix
    • mat2TS - convert a matrix to a timeseries
    • mat2DF - convert a matrix to a dataframe
  • 0.1.6, 3/16/2022
    • Using-Control-SBML.ipynb has an example of doing feedback control design with controlSBML.
    • control.NonlinearIOSystem wraps an SBML model. Can be used in the construction of systems using control.interconnect and in simulations using control.input_output_response. One caveat is that this may work poorly for models implemented as SBML rate rules.
  • 0.1.5, 3/5/2022.
    • More options for plotting and simulations
    • plotBode
    • Inputs are identified by reaction Ids
  • 0.1.3, 2/13/2022. First release.

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