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An Efficient Batch Scheduling Model for Hospital Sterilization Services Using Genetic Algorithm

机译:基于遗传算法的医院消毒服务批量调度模型。

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摘要

>A major challenge faced by hospitals is to provide efficient medical services. The problem studied in this article is motivated by the hospital sterilization services where the washing step generally constitutes a bottleneck in the sterilization services. Therefore, an efficient scheduling of the washing operations to reduce flow time and work-in-process inventories is of great concern to management. In the washing step, different sets of reusable medical devices may be washed together as long as the washer capacity is not exceeded. Thus, the washing step is modeled as a batch scheduling problem where washers have nonidentical capacities and reusable medical device sets have different sizes and different ready times. The objective is to minimize the sum of completion times for washing operations. The problem is first formulated as a nonlinear integer programming model. Given that this problem is NP-hard, a genetic algorithm is then proposed to heuristically solve the problem. Computational experiments show that the proposed algorithm is capable of consistently obtaining high-quality solutions in short computation times.
机译:>医院所面临的主要挑战是提供有效的医疗服务。本文中研究的问题是由医院的灭菌服务引起的,其中清洗步骤通常构成了灭菌服务的瓶颈。因此,有效地安排洗涤操作以减少流动时间和在制品库存是管理工作中非常关注的问题。在洗涤步骤中,只要不超过洗衣机的容量,就可以一起洗涤不同组的可重复使用的医疗器械。因此,清洗步骤被建模为批次调度问题,其中清洗器具有不同的容量,可重复使用的医疗设备组具有不同的尺寸和不同的准备时间。目的是使洗涤操作的完成时间总和最小化。首先将该问题表述为非线性整数规划模型。考虑到该问题是NP难的,然后提出了一种遗传算法来启发式地解决该问题。计算实验表明,该算法能够在较短的计算时间内连续获得高质量的解。

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