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System and method suitable for optimizing linehaul operations

机译:适用于优化线路运输操作的系统和方法

摘要

The linehaul optimization algorithm is a hybrid algorithm incorporating the basic structure of the Hungarian Assignment algorithm or equivalent and an improvement heuristic. However, in this particular case there is not a direct application of the existing, well-known Hungarian Assignment algorithm or equivalent in conjunction with a heuristic. The structure of the assignment model being used here is based on the Hungarian Assignment algorithm or equivalent but has been revised and enhanced to identify systematically (by using grouping) a number of equivalent optimal solutions (that give the same optimal, minimum cost for a particular iteration). A heuristic is then used to identify the ‘best’ optimal solution, of the many identified, that would contribute the most incremental cost reduction in future iterations of the heuristic. There is no method at present that finds all possible combinations using the Hungarian Assignment algorithm or equivalent because for most applications any optimal solution is sufficient. However, this optimization model uses an iterative procedure where the outcome of each iteration affects the next iteration significantly and a simple application of the original Hungarian Assignment algorithm or equivalent is not acceptable and does not provide the overall optimum. At each iteration, a leg assignment is made (where a trailer is moved over more than one leg) or a reassignment is made to move a trailer in a different time period by either an owner-operator (i.e. company) tractor or a broker (i.e. outside company) tractor. Furthermore, the original Hungarian Assignment algorithm or equivalent is not designed to solve a scheduling problem; it is designed to solve an assignment problem. In other words the algorithm has been revised and combined with a heuristic to solve a scheduling problem.
机译:线路优化算法是一种混合算法,结合了匈牙利分配算法或等效算法的基本结构以及改进的启发式算法。但是,在这种特定情况下,不能直接应用现有的,众所周知的匈牙利分配算法或等效方法以及启发式方法。此处使用的分配模型的结构基于匈牙利分配算法或同等学历,但已进行了修订和增强,以系统地(通过分组)识别许多等效的最优解决方案(为特定问题提供相同的最优,最小成本)迭代)。然后,在启发式算法中使用“启发式算法”来确定“最佳”最佳解决方案,这将在未来的启发式算法迭代中最大程度地降低成本。当前没有方法可以使用匈牙利分配算法或等效算法找到所有可能的组合,因为对于大多数应用而言,任何最佳解决方案都已足够。但是,此优化模型使用了迭代过程,其中每次迭代的结果都会严重影响下一个迭代,并且不能接受原始匈牙利分配算法或等效算法的简单应用,并且不能提供整体最优值。在每次迭代中,由所有者-操作员(即公司)的拖拉机或经纪人(在不同的时间段内进行拖车移动)或重新分配以在不同时间段内移动拖车(即外部公司)拖拉机。此外,原始的匈牙利分配算法或等效算法并未设计用于解决调度问题;它旨在解决分配问题。换句话说,该算法已经过修订,并与启发式算法相结合来解决调度问题。

著录项

  • 公开/公告号US2008140597A1

    专利类型

  • 公开/公告日2008-06-12

    原文格式PDF

  • 申请/专利权人 SALIM SATIR;JAMES S. CHRISTIE;

    申请/专利号US20070822199

  • 发明设计人 JAMES S. CHRISTIE;SALIM SATIR;

    申请日2007-07-03

  • 分类号G06N5/04;

  • 国家 US

  • 入库时间 2022-08-21 20:16:19

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