DocumentCode :
3443541
Title :
A fractional calculus approach to modeling fractal dynamic games
Author :
Bogdan, Paul ; Marculescu, Radu
Author_Institution :
Electr. & Comput. Eng. Dept., Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear :
2011
fDate :
12-15 Dec. 2011
Firstpage :
255
Lastpage :
260
Abstract :
Motivated by the complexity of spatio-temporal patterns of interconnected human processes (e.g., crowds, car traffic, social networks), this paper sets forth the fractal dynamic games as an analytical tool for modeling and predicting human dynamics. Starting from a statistical physics description of interactions between agents and from the observed statistical properties of economic measures, we construct a master equation characterizing the dynamics of cost functionals as stochastic variables affected by additive and multiplicative noise forces. Given the significance of human behavior, we allow the cost distribution to depend on the evolution of agents density. By coupling the description of agent dynamics through a fractal structure with a generic stochastic utility function, we formulate a new dynamic game. Employing optimal control theory concepts, we derive a continuum formulation of the car traffic dynamics optimization resulting in a nonlinear fractional partial differential equation.
Keywords :
behavioural sciences; calculus; computational complexity; dynamic programming; game theory; additive noise forces; dynamics optimization; fractal dynamic game modeling; fractional calculus approach; human dynamics; multiplicative noise forces; nonlinear fractional partial differential equation; spatiotemporal patterns; statistical physics description; statistical properties; stochastic variables; Cost function; Equations; Fractals; Games; Humans; Mathematical model; Roads;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
ISSN :
0743-1546
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
Type :
conf
DOI :
10.1109/CDC.2011.6161323
Filename :
6161323
Link To Document :
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