Litcius/Paper detail

STRIKE-GOLDD 4.0: user-friendly, efficient analysis of structural identifiability and observability

Sandra Díaz-Seoane, Xabier Rey Barreiro, Alejandro F. Villaverde

2022Bioinformatics40 citationsDOIOpen Access PDF

Abstract

MOTIVATION: STRIKE-GOLDD is a toolbox that analyses the structural identifiability and observability of possibly non-linear, non-rational ODE models that may have known and unknown inputs. Its broad applicability comes at the expense of a lower computational efficiency than other tools. RESULTS: STRIKE-GOLDD 4.0 includes a new algorithm, ProbObsTest, specifically designed for the analysis of rational models. ProbObsTest is significantly faster than the previously available FISPO algorithm when applied to computationally expensive models. Providing both algorithms in the same toolbox allows combining generality and computational efficiency. STRIKE-GOLDD 4.0 is implemented as a Matlab toolbox with a user-friendly graphical interface. AVAILABILITY AND IMPLEMENTATION: STRIKE-GOLDD 4.0 is a free and open-source tool available under a GPLv3 license. It can be downloaded from GitHub at https://github.com/afvillaverde/strike-goldd. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

Topics & Concepts

ToolboxObservabilityIdentifiabilityComputer scienceMATLABGeneralityGraphical user interfaceMIT LicenseOdeInterface (matter)LicenseUnobservableUser FriendlyAlgorithmData miningTheoretical computer scienceSoftwareProgramming languageMachine learningMathematicsOperating systemApplied mathematicsBubblePsychologyMaximum bubble pressure methodEconometricsPsychotherapistMicrobial Metabolic Engineering and BioproductionGene Regulatory Network AnalysisProtein Structure and Dynamics