带时间窗口的土耳其出纳问题及其数理算法解决方案

Ahmad Bassaleh, Ekrem Duman
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引用次数: 0

摘要

土耳其收银员问题(TCP)是旅行推销员问题的一个新应用领域,最近才被引入文献中。在这个问题中,收银员可以使用公共交通工具,也可以乘坐出租车,收银员必须访问多个客户地点,同时使总运输成本最小化。在本研究中,我们引入了这个问题的一个更现实的版本,其中融入了时间因素。收银员必须在规定的时间间隔内拜访客户,从而实现这一点。我们将这一问题命名为带时间窗口的 TCP(TCPwTW)。我们开发了几种数学启发式算法来解决 TCPwTW 问题:简化与征服(SAC)算法的改进版(该算法曾被推荐用于 TCP)、模拟退火(SA)、与数学编程相结合的候鸟优化(MBO)算法的原始版和改进版。我们还尝试使用求解器找到精确的最佳值,对于复杂问题,只能找到下限。数值实验表明,对于时间间隔宽松的问题,可以考虑使用精确求解器。一旦时间间隔变紧,就可以使用涉及 SA 和 MBO 的数学启发式方法获得最佳解决方案。
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Turkish cashier problem with time windows and its solution by matheuristic algorithms
Turkish Cashier Problem (TCP) is a new application area of the traveling salesman problem that was introduced to the literature recently. In this problem, the cashier can use public transportation or take a taxi where the cashier must visit multiple customer locations while minimizing the total transportation cost. In this study, we introduce a more realistic version of this problem where time has been integrated. This aspect is achieved by imposing time intervals within which the cashier must visit the customers. We name this problem as the TCP with time windows (TCPwTW). We develop several matheuristic algorithms to solve the TCPwTW: a modified version of the Simplify and Conquer (SAC) algorithm that was suggested for the TCP, simulated annealing (SA), original and modified versions of the migrating birds optimization (MBO) algorithm coupled with mathematical programming. We also tried to find the exact optimum using a Solver where for complex problems, only lower bounds were found. Numerical experimentation reveals that while for problems with loose time intervals, an exact solver can be considered. Once the time intervals tighten up, the best solutions can be obtained using matheuristics involving SA and MBO.
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