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An optimisation model for airlift load planning: Galahad and the quest for the ‘holy grail’

机译:空运载荷计划的优化模型:加拉哈德(Galahad)和对“圣杯”的追求

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This paper presents an aircraft load allocation optimisation model, which uses a hybrid of simulated annealing and genetic algorithm methods to solve a multi-objective optimisation problem associated with allocating a set of cargo items across a heterogeneous fleet of available airlift assets. It represents candidate solutions using macrochromosomes comprised of an ordered list of available transport assets followed by an ordered list of cargo items. A bin packing heuristic is used to map each individual to a point in asset-utilization space where a novel convex hull based fitness function is used to evaluate the relative quality of each individual and drive an elitist application of genetic operators on the population-including a novel extinction operation that infrequently culls solutions comprising of aircraft chalks that cannot be load balanced. Proof of concept computational results are presented.
机译:本文提出了一种飞机负载分配优化模型,该模型使用模拟退火和遗传算法方法的混合来解决与在一组空运资产的异构机队中分配一组货物相关的多目标优化问题。它代表使用大染色体的候选解决方案,其中包括可用运输资产的有序列表,然后是货物的有序列表。装箱启发法用于将每个个体映射到资产利用空间中的一个点,在该点上,使用基于凸壳的新颖适应性函数来评估每个个体的相对质量,并推动遗传算子在种群上的精英应用,包括新颖的灭绝操作,很少剔除无法平衡负载的飞机粉笔。提出了概念证明的计算结果。

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