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Perturbing event logs to identify cost reduction opportunities: a genetic algorithm-based approach

机译:干扰事件日志以识别降低成本的机会:一种基于遗传算法的方法

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摘要

Organisations are constantly seeking new ways to improve operational efficiencies. This research study investigates a novel way to identify potential efficiency gains in business operations by observing how they are carried out in the past and then exploring better ways of executing them by taking into account trade-offs between time, cost and resource utilisation. This paper demonstrates how they can be incorporated in the assessment of alternative process execution scenarios by making use of a cost environment. A genetic algorithm-based approach is proposed to explore and assess alternative process execution scenarios, where the objective function is represented by a comprehensive cost structure that captures different process dimensions. Experiments conducted with different variants of the genetic algorithm evaluate the approach's feasibility. The findings demonstrate that a genetic algorithm-based approach is able to make use of cost reduction as a way to identify improved execution scenarios in terms of reduced case durations and increased resource utilisation. The ultimate aim is to utilise cost-related insights gained from such improved scenarios to put forward recommendations for reducing process-related cost within organisations.
机译:组织一直在寻求新的方法来提高运营效率。这项研究研究通过观察过去的执行方式,然后考虑时间,成本和资源利用之间的折衷,探索了一种识别业务运营中潜在效率增益的新颖方法,然后探索了执行这些效率更好的方法。本文演示了如何通过利用成本环境将它们纳入对替代流程执行方案的评估中。提出了一种基于遗传算法的方法来探索和评估替代过程执行方案,其中目标功能由捕获不同过程维度的综合成本结构表示。用遗传算法的不同变体进行的实验评估了该方法的可行性。研究结果表明,基于遗传算法的方法能够将成本降低作为减少案件工期和提高资源利用率来确定改进执行方案的一种方式。最终目的是利用从此类改进场景中获得的与成本相关的见解,提出减少组织内部与流程相关的成本的建议。

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