Title :
Particle Dynamics Approach to Multi-Agent Systems
Author :
Shuai, Dianxun ; Shuai, Qing ; Xu, Li D. ; Dong, Yumin
Author_Institution :
East China Univ. of Sci. & Technol., Shanghai
Abstract :
The resources allocation and task assignment in complex distributed network environment is a typical problem of multi-agent systems (MAS). Even without taking into account interactions, coordinations, and a variety of random phenomena in networks, the bandwidth allocation problem in ATM networks is also NP-complete. This paper presents a particle dynamics approach (GPDA) that transforms the MAS problem-solving into the kinematics and dynamics of particles in a force-field. As an important application for problem-solving in MAS, this paper uses GPDA to optimize the bandwidth allocation and QoS in ATM networks. The GPA has features in terms of the high-degree parallelism, multi-objective optimization, multi-type coordination, multi-granularity coalition, and easier hardware implementation. Simulations and comparisons show the effectiveness and suitability of GPDA.
Keywords :
asynchronous transfer mode; bandwidth allocation; communication complexity; multi-agent systems; optimisation; problem solving; quality of service; resource allocation; telecommunication computing; ATM networks; NP-complete; bandwidth allocation problem; complex distributed network environment; force-field; multiagent systems; multigranularity coalition; multiobjective optimization; multitype coordination; particle dynamics approach; particle kinematics; problem-solving; quality of service; resources allocation; task assignment; Aggregates; Bandwidth; Channel allocation; Hardware; Multiagent systems; Problem-solving; Quality of service; Resource management; Telecommunication traffic; Traffic control;
Conference_Titel :
Systems, Man and Cybernetics, 2006. SMC '06. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
1-4244-0099-6
Electronic_ISBN :
1-4244-0100-3
DOI :
10.1109/ICSMC.2006.385234