Several biological and biochemical mechanisms can be modeled with relativelysimp le sets of differential algebraic equations (DAE). The numerical solution to these differential equations provide the main investigative tool for biologists and biochemists. However, the set of numerical traces of verycomp lex systems become unwieldyt o wade through when several variables are involved. To address this problem, we propose a novel wayto querylarge sets of numerical traces bycom bining in a new wayw ell known tools from numerical analysis, temporal logic and verification, and visualization. In this paper we describe XS-systems: computational models whose aim is to provide the users of S-systems with the extra tool of an automaton modeling the temporal evolution of complex biochemical reactions. The automaton construction is described starting from both numerical and analytic solutions of the differential equations involved, and parameter determination and tuning are also considered. A temporal logic language for expressing and verifying properties of XS-systems is introduced and a prototype implementation is presented.
Antoniotti, M., Policriti, A., Ugel, N., Mishra, B. (2002). XS-systems: eXtended S-Systems and Algebraic Differential Automata for Modeling Cellular Behavior. In High Performance Computing - HiPC 2002 9th International Conference Bangalore, India, December 18-21, 2002, Proceedings (pp.431-442). Springer Verlag [10.1007/3-540-36265-7_41].
XS-systems: eXtended S-Systems and Algebraic Differential Automata for Modeling Cellular Behavior
Antoniotti, M;
2002
Abstract
Several biological and biochemical mechanisms can be modeled with relativelysimp le sets of differential algebraic equations (DAE). The numerical solution to these differential equations provide the main investigative tool for biologists and biochemists. However, the set of numerical traces of verycomp lex systems become unwieldyt o wade through when several variables are involved. To address this problem, we propose a novel wayto querylarge sets of numerical traces bycom bining in a new wayw ell known tools from numerical analysis, temporal logic and verification, and visualization. In this paper we describe XS-systems: computational models whose aim is to provide the users of S-systems with the extra tool of an automaton modeling the temporal evolution of complex biochemical reactions. The automaton construction is described starting from both numerical and analytic solutions of the differential equations involved, and parameter determination and tuning are also considered. A temporal logic language for expressing and verifying properties of XS-systems is introduced and a prototype implementation is presented.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.