Local Search in Combinatorial Optimization
Local Search in Combinatorial Optimization
Observations on Using Genetic-Algorithms for Channel Allocation in Mobile Computing
IEEE Transactions on Parallel and Distributed Systems
A Simulated Annealing Algorithm for Extended Cell Assignment Problem in a Wireless ATM Network
Proceedings of the EvoWorkshops on Applications of Evolutionary Computing
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The paper investigates the speedup and quality of solution of parallel metaheuristics on multicomputer platform for the case studies of parallel genetic computation for solving the TSP and solving the room assignment problem by parallel simulated annealing. Parallel computational models have been suggested for solving the TSP by genetic approach with chromosome migration (SPMD paradigm) and for solving the room assignment problem by simulated annealing (manager/workers paradigm). The experimental study is based on flat (MPI-based) parallel program implementations on multicomputer platform. Performance and scalability analysis have been made in respect to the application size and multicomputer size. The impact of various factors on the quality of solutions have been investigated and presented.