TY - GEN
T1 - On Realizing Differential-Algebraic Equations by Rational Dynamical Systems
AU - Pavlov, Dmitrii
AU - Pogudin, Gleb
N1 - Publisher Copyright:
© 2022 ACM.
PY - 2022/7/4
Y1 - 2022/7/4
N2 - Real-world phenomena can often be conveniently described by dynamical systems (that is, ODE systems in the state-space form). However, if one observes the state of the system only partially, the observed quantities (outputs) and the inputs of the system can typically be related by more complicated differential-algebraic equations (DAEs). Therefore, a natural question (referred to as the realizability problem) is: given a differential-algebraic equation (say, fitted from data), does it come from a partially observed dynamical system? A special case in which the functions involved in the dynamical system are rational is of particular interest. For a single differential-algebraic equation in a single output variable, Forsman has shown that it is realizable by a rational dynamical system if and only if the corresponding hypersurface is unirational, and he turned this into an algorithm in the first-order case. In this paper, we study a more general case of single-input-single-output equations. We show that if a realization by a rational dynamical system exists, the system can be taken to have the dimension equal to the order of the DAE. We provide a complete algorithm for first-order DAEs. We also show that the same approach can be used for higher-order DAEs using several examples from the literature.
AB - Real-world phenomena can often be conveniently described by dynamical systems (that is, ODE systems in the state-space form). However, if one observes the state of the system only partially, the observed quantities (outputs) and the inputs of the system can typically be related by more complicated differential-algebraic equations (DAEs). Therefore, a natural question (referred to as the realizability problem) is: given a differential-algebraic equation (say, fitted from data), does it come from a partially observed dynamical system? A special case in which the functions involved in the dynamical system are rational is of particular interest. For a single differential-algebraic equation in a single output variable, Forsman has shown that it is realizable by a rational dynamical system if and only if the corresponding hypersurface is unirational, and he turned this into an algorithm in the first-order case. In this paper, we study a more general case of single-input-single-output equations. We show that if a realization by a rational dynamical system exists, the system can be taken to have the dimension equal to the order of the DAE. We provide a complete algorithm for first-order DAEs. We also show that the same approach can be used for higher-order DAEs using several examples from the literature.
KW - differential-algebraic equations
KW - rational dynamical system
KW - realization theory
UR - https://www.scopus.com/pages/publications/85134198747
U2 - 10.1145/3476446.3535492
DO - 10.1145/3476446.3535492
M3 - Conference contribution
AN - SCOPUS:85134198747
T3 - Proceedings of the International Symposium on Symbolic and Algebraic Computation, ISSAC
SP - 119
EP - 128
BT - ISSAC 2022 - Proceedings of the 2022 International Symposium on Symbolic and Algebraic Computation47th International Symposium on Symbolic and Algebraic Computation, ISSAC 2022
A2 - Hashemi, Amir
PB - Association for Computing Machinery
T2 - 47th International Symposium on Symbolic and Algebraic Computation, ISSAC 2022
Y2 - 4 July 2022 through 7 July 2022
ER -