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Evolutionary Computing and the Traveling Salesman
By Sam Mulder
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Overview Local optimization for the TSP
Evolutionary Computing for the TSP Combining local search with EAs Proposed algorithm Neural algorithm for comparison Results Conclusions
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Local Optimization for the TSP
Lin-Kernighan Algorithm Double bridges Chained Lin-Kernighan Algorithm
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Double Bridge
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Evolutionary Computing for the TSP
Non-Lamarkian EAs Mutation and Crossover Very small problem sizes Low quality results
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Combining Local Search with EAs
Chained Lin-Kernighan revisited Visualization of search space Adding Lamarkian learning Scatter Search
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Proposed Algorithm Population Crossover Mutation Learning Competition
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Neural Algorithm for Comparison
Divide and Conquer using ART Self-Organizing Maps on sub-problems Lin-Kernighan optimization Merging tours
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Results Speed vs Quality 100 city problem 1000 city problem
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Conclusions EA = parallel Chained Lin-Kernighan
Parallel implementation may allow scaling Local Search + EA = unsolved problem Need to try divide and conquer + EA
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Results cont. Chained Lin-Kernighan Proposed Algorithm
Neural Clustering
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