Title :
Coordination in Intelligent Grid Environments
Author :
Bai, Xin ; Yu, Han ; Wang, Guoqiang ; Ji, Yongchang ; Marinescu, Gabriela M. ; Marinescu, Dan C. ; Bölöni, Ladislau
Author_Institution :
Sch. of Comput. Sci., Univ. of Central Florida, Orlando, FL, USA
fDate :
3/1/2005 12:00:00 AM
Abstract :
A computational grid is a complex system. The state space of a complex system is very large and it is infeasible to create a rigid infrastructure implementing optimal policies and strategies which take into account the current state of the system. An alternative to a rigid infrastructure is to base the system´s reactions on logical inference, planning, and learning, the quintessential elements of an intelligent system. An intelligent grid is one where societal services exhibit intelligent behavior. A coordination service acting as a proxy on behalf of end users reacts to unforeseen events, plans how to carry out complex tasks, and learns from the history of the system. Various policies implemented by the societal services of an intelligent grid, such as brokerage and matchmaking, are based upon rules and facts gathered with the aid of a monitoring service. The question we address is how to construct intelligent computational grids which are truly scalable and could respond to the needs of a diverse user community. We present a prototype of a system used for a virtual laboratory in computational biology.
Keywords :
Internet; grid computing; ontologies (artificial intelligence); computational biology; intelligent computational grid environments; intelligent system; logical inference; logical learning; logical planning; optimal policy; quintessential elements; rigid control infrastructure; state space system; virtual laboratory; Biology computing; Computational Intelligence Society; Computational biology; Computational intelligence; Grid computing; History; Intelligent systems; Laboratories; State-space methods; Virtual prototyping; Agent; coordination; grid; intelligent; knowledge; ontology;
Journal_Title :
Proceedings of the IEEE
DOI :
10.1109/JPROC.2004.842770