Sensitivity Analysis of a Dynamical System Using C++
Author(s) -
Donna Calhoun,
Roy Overstreet
Publication year - 1993
Publication title -
scientific programming
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.269
H-Index - 36
eISSN - 1875-919X
pISSN - 1058-9244
DOI - 10.1155/1993/782824
Subject(s) - sensitivity (control systems) , table (database) , computer science , set (abstract data type) , dynamical systems theory , algorithm , dynamical system (definition) , differential equation , control theory (sociology) , mathematics , data mining , artificial intelligence , mathematical analysis , physics , engineering , control (management) , quantum mechanics , electronic engineering , programming language
This article introduces basic principles of first order sensitivity analysis and presents an algorithm that can be used to compute the sensitivity of a dynamical system to a selected parameter. This analysis is performed by extending with sensitivity equations the set of differential equations describing the dynamical system. These additional equations require the evaluation of partial derivatives, and so a technique known as the table algorithm, which can be used to exactly and automatically compute these derivatives, is described. A C++ class which can be used to implement the table algorithm is presented along with a driver routine for evaluating the output of a model and its sensitivity to a single parameter. The use of this driver routine is illustrated with a specific application from environmental hazards modeling
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