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An Improved Time Adaptive Ant System

机译:改进的时间自适应蚂蚁系统

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Time Adaptive Ant System (TAAS) is the new proposed algorithm with modified pheromone updation rule. Here, we have exploited the properties of Time adaptive Least Mean Square (LMS) algorithm for the pheromone updation rule to resolve the basic shortcoming of easily falling into local optima and slow convergence speed. The improved algorithm has better global search ability and good convergence speed. A block diagram representation is also proposed, which may leads to stability analysis. Our algorithm is applied to Traveling Salesman Problem (TSP), and the simulation shows the effective results, as compared to other existing approaches.
机译:时间Adaptive Ant System(TAAS)是具有修改的信息素更新规则的新提出算法。在这里,我们利用了时间适应性最小均方(LMS)算法的时间的属性,以解决Pherodomone更新规则,以解决容易陷入本地OptimA和慢趋同速度的基本缺点。改进的算法具有更好的全球搜索能力和良好的收敛速度。还提出了一种框图表示,其可能导致稳定性分析。我们的算法应用于旅行推销员问题(TSP),并且与其他现有方法相比,仿真显示了有效的结果。

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