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As the table demonstrate, Simulated Annealing Algorithm is the best in all cases in terms of RMSE MAE and MAPE. Since the model is trained in TSP20 data, the Genetic Algorithm perform better than Reinforcement Learning in TSP5, TSP10 and TSP20. However, Reinforcement Learning is much better than Genetic Algorithm in the scenario of TSP50. Although Reinforcement Learning is not good enough, but it is faster than both Genetic Algorithm and Simulated Annealing Algorithm. We consider that there are still lots of room for reinforcement learning method to improve in the future.
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IEEE/ICACT20230128 Slide.14
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