Title :
A Multi-agent Matchmaker Based on Hidden Markov Model for Decentralized Grid Scheduling
Author :
Bolivar Baron, Holman ; Rojas, M.M. ; Crespo, R.G. ; Martinez, O.S.
Author_Institution :
Fac. of Eng., Catholic Univ. of Colombia, Bogota, Colombia
Abstract :
Design of scheduling algorithms for a heterogeneous computing system interconnected with an arbitrary communication network is one of the actual concerns in distributed systems research, due to the heterogeneous nature of resource, computing capacity, memory, devices, internet and institutional policies. Multi-agent systems have been a nice option of solution because of its distributed nature, autonomy, solidarity and proactivity. Though, in works related, is ignored the lack of control that the scheduler has the resources. We show the process of designing of a scheduler based on multi-agent systems. We used for the development, approach is proposed by Telecom Italia Lab, because the system was developed using the Java Agent Development Framework (JADE) because it meets all the standard of Intelligent Physical Agents Foundation. For the matchmaker process, we propose to use hidden Markov models because it facilitates the prediction of availability of the grid´s resources and can evolve over time.
Keywords :
Internet; Java; grid computing; hidden Markov models; multi-agent systems; scheduling; Internet; JADE; Java agent development framework; Telecom Italia Lab; arbitrary communication network; computing capacity; decentralized grid scheduling; distributed systems research; heterogeneous computing system; hidden Markov model; institutional policies; intelligent physical agents foundation; multiagent matchmaker; multiagent systems; Computer architecture; Educational institutions; Electronic mail; Hidden Markov models; Multiagent systems; Planning; Scheduling; Grid Computing; Grid Scheduling; Hidden Markov Model; Intelligent Agent; JADE;
Conference_Titel :
Intelligent Networking and Collaborative Systems (INCoS), 2012 4th International Conference on
Conference_Location :
Bucharest
Print_ISBN :
978-1-4673-2279-9
DOI :
10.1109/iNCoS.2012.102