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Differential Equivalence for Linear Differential Algebraic Equations

Stefano Tognazzi, Mirco Tribastone, Max Tschaikowski, Andrea Vandin

2021IEEE Transactions on Automatic Control14 citationsDOIOpen Access PDF

Abstract

Differential-algebraic equations (DAEs) are a widespread dynamical model that describes continuously evolving quantities defined with differential equations, subject to constraints expressed through algebraic relationships. As such, DAEs arise in many fields ranging from physics, chemistry, and engineering. In this article, we focus on linear DAEs, and develop a theory for their minimization up to an equivalence relation. We present differential equivalence, which relates DAE variables that have equal solutions at all time points (thus requiring them to start with equal initial conditions) and extends the line of research on bisimulations developed for Markov chains and ordinary differential equations. We apply our results to the electrical engineering domain, showing that differential equivalence can explain invariances in certain networks as well as analyze DAEs, which could not be originally treated due to their size.

Topics & Concepts

Differential algebraic geometryDifferential algebraic equationMathematicsEquivalence (formal languages)Algebraic differential equationDifferential equationLinear differential equationApplied mathematicsMatrix equivalenceDifferential (mechanical device)Algebraic numberAlgebra over a fieldMathematical analysisPure mathematicsOrdinary differential equationPhysicsMatrix analysisEigenvalues and eigenvectorsThermodynamicsQuantum mechanicsNumerical methods for differential equationsModeling and Simulation SystemsModel Reduction and Neural Networks