基于综合仿真和数据包络分析的制药生产线性能优化

Naser Habibifar, Mahdi Hamid, Mahdi Bastan, A. Azar
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引用次数: 10

摘要

似乎使用数学模型不适合制药生产线的优化,使用模拟可以产生更好的输出,并提供比数学模型更大的灵活性。因此,在本研究中,基于模拟和数据包络分析的集成开发了一种新的方法,用于制药生产线的性能优化。为此,首先对一条实际的制药生产线进行了模拟、验证和验证。随后,采用数据包络分析(Data Envelopment Analysis, DEA)进行情景分析。最后,通过配对t检验确定各指标的权重。结果表明,各指标在生产单位均具有显著性。优化模型表明,某些输入和输出必须改进的性能优化制药单位。这是第一个将综合模拟DEA用于制药单位性能优化的研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance optimisation of a pharmaceutical production line by integrated simulation and data envelopment analysis
It seems that the use of mathematical models is not suitable for pharmaceutical production line optimisation and the use of simulation leads to better outputs and provides more flexibility than mathematical models. Therefore, in this study, a novel methodology based on the integration of simulation and data envelopment analysis is developed for performance optimisation of a pharmaceutical production line. For this purpose, first, an actual pharmaceutical production line was simulated, verified and validated. Afterwards, Data Envelopment Analysis (DEA) was developed for the scenario analysis. Finally, the weight of each indicator is identified through paired t-test. Results suggested that all the indicators are significant in the production unit. Optimisation model suggested that certain inputs and outputs had to be improved for the performance optimisation of the pharmaceutical unit. This is the first study in which an integrated simulation DEA is used for the performance optimisation of a pharmaceutical unit.
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