DocumentCode :
3226907
Title :
Migration Cost-Sensitive Load Balancing for Social Networked Multiagent Systems with Communities
Author :
Wanyuan Wang ; Yichuan Jiang
Author_Institution :
Sch. of Comput. Sci. & Eng., Southeast Univ., Nanjing, China
fYear :
2013
fDate :
4-6 Nov. 2013
Firstpage :
127
Lastpage :
134
Abstract :
In the past, many approaches have been devised to address the load balancing problem for social networked multiagent systems (SN-MASs). However, few of these approaches consider the migration cost incurred when migrating tasks for load balancing, moreover, current SN-MASs often consist of communities, and the migration costs of intra-community and intercommunity transfers are heterogeneous. To minimize the load imbalance of agents and to incur the least migration cost, this paper introduces a net profit-based load balancing mechanism. In this mechanism, each load balance process (i.e., migrating a task from one agent to another agent) is associated with a net profit value which depends on the benefit it gains by making a contribution to alleviating the system load unfairness and the cost of migrating the task. The agents always perform the optimal load balance process that has the maximum net profit value, thereby improving system performance, as well as reducing the migration cost. Our simulations show that our approach not only guarantees that agents can undertake fair loads but also reduces the overhead migration costs compared with the previous load balancing approaches that ignore the cost of migrating the task.
Keywords :
cost reduction; multi-agent systems; SN-MASs; intercommunity transfer; intra-community transfer; load imbalance minimisation; migration cost-sensitive load balancing; migration costs; net profit value; net profit-based load balancing mechanism; optimal load balance process; overhead migration cost reduction; social networked multiagent systems; system performance improvement; task migration; Communities; Computational modeling; Load management; Load modeling; Social network services; Standards; Transportation; Multiagent systems; community; load balancing; migration cost; net profit; social networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Tools with Artificial Intelligence (ICTAI), 2013 IEEE 25th International Conference on
Conference_Location :
Herndon, VA
ISSN :
1082-3409
Print_ISBN :
978-1-4799-2971-9
Type :
conf
DOI :
10.1109/ICTAI.2013.29
Filename :
6735240
Link To Document :
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