TY - JOUR
T1 - Parallel decomposition of combinatorial optimization problems using electro-optical vector by matrix multiplication architecture
AU - Tamir, Dan E.
AU - Shaked, Natan T.
AU - Geerts, Wilhelmus J.
AU - Dolev, Shlomi
PY - 2012/11
Y1 - 2012/11
N2 - A new state space representation for a class of combinatorial optimization problems, related to minimal Hamiltonian cycles, enables efficient implementation of exhaustive search for the minimal cycle in optimization problems with a relatively small number of vertices and heuristic search for problems with large number of vertices. This paper surveys structures for representing Hamiltonian cycles, the use of these structures in heuristic optimization techniques, and efficient mapping of these structures along with respective operators to a newly proposed electrooptical vector by matrix multiplication (VMM) architecture. Record keeping mechanisms are used to improve solution quality and execution time of these heuristics using the VMM. Finally, the utility of a low-power VMM based implementation is evaluated.
AB - A new state space representation for a class of combinatorial optimization problems, related to minimal Hamiltonian cycles, enables efficient implementation of exhaustive search for the minimal cycle in optimization problems with a relatively small number of vertices and heuristic search for problems with large number of vertices. This paper surveys structures for representing Hamiltonian cycles, the use of these structures in heuristic optimization techniques, and efficient mapping of these structures along with respective operators to a newly proposed electrooptical vector by matrix multiplication (VMM) architecture. Record keeping mechanisms are used to improve solution quality and execution time of these heuristics using the VMM. Finally, the utility of a low-power VMM based implementation is evaluated.
KW - Combinatorial optimization
KW - Hamiltonian cycles
KW - Heuristic search
KW - Optical super computing
KW - Parallel processing
KW - The traveling salesman problem
UR - http://www.scopus.com/inward/record.url?scp=84867670806&partnerID=8YFLogxK
U2 - 10.1007/s11227-010-0517-9
DO - 10.1007/s11227-010-0517-9
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AN - SCOPUS:84867670806
SN - 0920-8542
VL - 62
SP - 633
EP - 655
JO - Journal of Supercomputing
JF - Journal of Supercomputing
IS - 2
ER -