Title :
Grid task scheduling algorithm R3Q for evolution strategies
Author :
Matsumura, Yoshiyuki ; Ohkura, Kazuhiro ; Matsuura, Yoshiki ; Oiso, Masashi ; Fujimoto, Noriyuki ; Hagihara, Kenichi
Author_Institution :
Shinshu Univ., Nagano
Abstract :
A computational method for implementation of evolution strategies (ES) in grid computing environments is discussed. In this paper, list scheduling with round-robin order replication (RR) is adopted to reduce waiting times due to synchronization in ES. However, RR is suitable for coarsegrained tasks. For ES as medium-grained tasks, we propose a new technique to reduce the communication overhead, called the remote work queue (RWQ) method. We then define round- robin replication remote work queue (R3Q) as RWQ with RR. Our results show that R3Q can reduce both the synchronous waiting time and communication time, and provides efficient forced termination of tasks compared to other methods.
Keywords :
algorithm theory; grid computing; queueing theory; coarse-grained tasks; communication time; evolution strategies; grid computing environments; grid task scheduling algorithm R3Q; remote work queue method; round-robin order replication method; round-robin replication remote work queue; waiting time; Artificial neural networks; Automatic control; Communication system traffic control; Erbium; Evolutionary computation; Grid computing; Processor scheduling; Robot control; Scheduling algorithm; Telecommunication control;
Conference_Titel :
Evolutionary Computation, 2007. CEC 2007. IEEE Congress on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-1339-3
Electronic_ISBN :
978-1-4244-1340-9
DOI :
10.1109/CEC.2007.4424685