Title :
Parallelization and performance analysis of the Simulated Annealing algorithm for graph coloring problem
Author :
Becirspahic, Lejla ; Dulovic, Adisa ; Nosovic, Novica
Author_Institution :
Fac. of Electr. Eng., Univ. of Sarajevo, Sarajevo, Bosnia-Herzegovina
Abstract :
Vertex coloring is a subset of the graph coloring problem. It is of great importance in many applications. Vertex coloring implies a coloring of the vertices of the graph with minimal number of colors (k), so that adjacent vertices have different color. The paper presents a hybrid implementation of Simulated Annealing algorithm for k-coloring of the vertices of the graph. The programming has been done with the use of CUDA toolkit. In order to find out how the speedup is achieved by parallelization, a sequential implementation for the problem has been used as a starting point. The results of CUDA based program and sequential implementation are analyzed. This hybrid implementation shows significant improvement and can be used as base for future work.
Keywords :
graph colouring; parallel architectures; simulated annealing; CUDA based program; graph coloring problem; hybrid implementation; k-coloring; parallelization analysis; performance analysis; sequential implementation; simulated annealing algorithm; vertex coloring; Color; Graphics processing units; Instruction sets; Kernel; Markov processes; Simulated annealing; Temperature distribution; CUDA; graph coloring; parallelization; simulated annealing;
Conference_Titel :
Information & Communication Technology Electronics & Microelectronics (MIPRO), 2013 36th International Convention on
Conference_Location :
Opatija
Print_ISBN :
978-953-233-076-2