Title :
coPSSA - Constrained Parallel Stretched Simulated Annealing
Author :
Rufino, Jose ; Pereira, Ana I. ; Pidanic, Jan
Author_Institution :
Polytech. Inst. of Braganca, Braganca, Portugal
Abstract :
Parallel Stretched Simulated Annealing (PSSA) solves unconstrained multilocal programming optimization problems in distributed memory clusters, by applying the Stretched Simulated Annealing optimization method, in parallel, to multiple sub-domains of the original feasible region. This work presents coPSSA (constrained Parallel Stretched Simulated Annealing), an hybrid application that combines shared memory based parallelism with PSSA, in order to efficiently solve constrained multilocal programming problems. We devise and evaluate two different parallel strategies for the search of solutions to these problems. Evaluation results from a small set of test problems often reach superlinear speedup in the solution search time, thus proving the merit of the coPSSA parallelization approach.
Keywords :
constraint handling; distributed shared memory systems; parallel programming; simulated annealing; coPSSA parallelization approach; constrained parallel stretched simulated annealing; distributed memory clusters; hybrid application; parallel strategies; shared memory based parallelism; solve constrained multilocal programming problems; stretched simulated annealing optimization method; unconstrained multilocal programming optimization problems; Convergence; Parallel processing; Program processors; Programming; Search problems; Simulated annealing;
Conference_Titel :
Radioelektronika (RADIOELEKTRONIKA), 2015 25th International Conference
Conference_Location :
Pardubice
Print_ISBN :
978-1-4799-8117-5
DOI :
10.1109/RADIOELEK.2015.7129044