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A hybrid differential evolution algorithm for open-order coil allocation problem in the steel industry

机译:钢铁行业开放式线圈分配问题的混合差分进化算法

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Open-order coils are defined as the coils which have not been yet assigned to any orders and are stored in the coil storage as surplus inventory. Open-order coil allocation problem is to allocate open-order coils to unfulfilled customer orders in order to reduce surplus inventory and improve the material utilization. We formulate the problem as an integer programming model considering specifications of coils and requirements of orders. Since the problem is NP-hard, an improved differential evolution algorithm (called HDE) is proposed to achieve the near optimal solutions for the problem. In the algorithm, mod mutation operators and a fitness-based mechanism are adopted to perform the global exploration. In addition, variable neighborhood search is embedded to further enhance the local exploitation. Computational experiments based on different scale instances are carried out to verify the effectiveness of the proposed model and algorithm.
机译:未定购线圈定义为尚未分配给任何订单的线圈,并作为剩余库存存储在线圈存储中。未清盘卷分配问题是将未清盘卷分配给未完成的客户订单,以减少过剩的库存并提高物料利用率。考虑到线圈规格和订单要求,我们将问题表述为整数规划模型。由于该问题是NP难题,因此提出了一种改进的差分进化算法(称为HDE)以实现该问题的近乎最优的解决方案。该算法采用mod变异算子和基于适应度的机制进行全局探索。另外,嵌入了可变邻域搜索以进一步增强本地开发。进行了基于不同比例实例的计算实验,以验证所提出的模型和算法的有效性。

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