DocumentCode
2819303
Title
Asynchronous gradient-based optimisation for team decision making
Author
Mathews, George ; Durrant-Whyte, Hugh ; Prokopenko, Mikhail
Author_Institution
Sydney Univ., Sydney
fYear
2007
fDate
12-14 Dec. 2007
Firstpage
3145
Lastpage
3150
Abstract
This paper describes a decentralised asynchronous algorithm for negotiation in team decision and control problems, allowing multiple decision makers to propose and refine future decisions to optimise a common non-linear objective or cost function. A convergence requirement provides an intuitive relationship between the communication frequency, transmission delays and the degree of inter-agent coupling inherent in the system. The coupling is defined by the cross derivative of the objective function. The algorithm is applied to the control of multiple vehicles performing a search task with simulation results given.
Keywords
distributed decision making; gradient methods; multi-robot systems; nonlinear programming; search problems; control problem; decentralised asynchronous gradient-based optimisation algorithm; interagent coupling degree; multiple vehicle search problem; multirobotic agent; nonlinear optimisation; team decision making; Communication system control; Control systems; Couplings; Decision making; Delay; Frequency; Gaussian processes; Iterative algorithms; Jacobian matrices; Nonlinear control systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2007 46th IEEE Conference on
Conference_Location
New Orleans, LA
ISSN
0191-2216
Print_ISBN
978-1-4244-1497-0
Electronic_ISBN
0191-2216
Type
conf
DOI
10.1109/CDC.2007.4434301
Filename
4434301
Link To Document