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Evolutionary Computing and the Traveling Salesman

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Presentation on theme: "Evolutionary Computing and the Traveling Salesman"— Presentation transcript:

1 Evolutionary Computing and the Traveling Salesman
By Sam Mulder

2 Overview Local optimization for the TSP
Evolutionary Computing for the TSP Combining local search with EAs Proposed algorithm Neural algorithm for comparison Results Conclusions

3 Local Optimization for the TSP
Lin-Kernighan Algorithm Double bridges Chained Lin-Kernighan Algorithm

4 Double Bridge

5 Evolutionary Computing for the TSP
Non-Lamarkian EAs Mutation and Crossover Very small problem sizes Low quality results

6 Combining Local Search with EAs
Chained Lin-Kernighan revisited Visualization of search space Adding Lamarkian learning Scatter Search

7 Proposed Algorithm Population Crossover Mutation Learning Competition

8 Neural Algorithm for Comparison
Divide and Conquer using ART Self-Organizing Maps on sub-problems Lin-Kernighan optimization Merging tours

9 Results Speed vs Quality 100 city problem 1000 city problem

10 Conclusions EA = parallel Chained Lin-Kernighan
Parallel implementation may allow scaling Local Search + EA = unsolved problem Need to try divide and conquer + EA

11 Results cont. Chained Lin-Kernighan Proposed Algorithm
Neural Clustering


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