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An Efficient Taguchi Approach for the Performance Optimization of Health, Safety, Environment and Ergonomics in Generation Companies

机译:高效Taguchi方法优化发电公司的健康,安全,环境和人机工程学绩效

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Abstract Background A unique framework for performance optimization of generation companies (GENCOs) based on health, safety, environment, and ergonomics (HSEE) indicators is presented. Methods To rank this sector of industry, the combination of data envelopment analysis (DEA), principal component analysis (PCA), and Taguchi are used for all branches of GENCOs. These methods are applied in an integrated manner to measure the performance of GENCO. The preferred model between DEA, PCA, and Taguchi is selected based on sensitivity analysis and maximum correlation between rankings. To achieve the stated objectives, noise is introduced into input data. Results The results show that Taguchi outperforms other methods. Moreover, a comprehensive experiment is carried out to identify the most influential factor for ranking GENCOs. Conclusion The approach developed in this study could be used for continuous assessment and improvement of GENCO's performance in supplying energy with respect to {HSEE} factors. The results of such studies would help managers to have better understanding of weak and strong points in terms of {HSEE} factors.
机译:摘要背景提出了一个基于健康,安全,环境和人体工程学(HSEE)指标的发电公司(GENCO)绩效优化的独特框架。方法为了对该行业进行排名,将数据包络分析(DEA),主成分分析(PCA)和田口(Taguchi)组合用于GENCO的所有分支机构。这些方法以集成的方式应用于衡量GENCO的性能。基于敏感性分析和排名之间的最大相关性,选择DEA,PCA和田口之间的首选模型。为了达到所述目的,将噪声引入到输入数据中。结果结果表明,田口胜过其他方法。此外,进行了一项综合实验,以确定对GENCO排名最有影响力的因素。结论本研究开发的方法可用于不断评估和改善GENCO在{HSEE}因素方面的能源供应绩效。此类研究的结果将有助于管理人员从{HSEE}因素的角度更好地了解弱点和强项。

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