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LOCATION OPTIMIZATION OF BIODIESEL PROCESSING PLANT BASED ON ROUGH SET AND CLUSTERING ALGORITHM - A CASE STUDY IN CHINA

机译:基于粗糙集和聚类算法的生物柴油加工厂的位置优化 - 以中国为例

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摘要

Biofuel has an important role in alleviating the environmental pollution problem. More attention has been paid to optimization of biofuel supply chain in recent years. In this paper, a scientific, rational and practical biodiesel processing plant location with waste oil as the raw material was proposed in order to provide a theoretical basis for guiding the planning and management of restaurants, waste oil collection points, and processing plants. Considering the merits and demerits of the subjective and objective weighting methods, this paper proposes a new weighting method which is namely the combination of rough set theory and clustering algorithm. It then verifies the location results with a plant carbon emission. At last, this paper analyzes the location of biodiesel processing plant in the Yangtze River Delta of China and finds that the precision has been greatly improved with the new method comparing the RMSE and the R2 of the Delphi method with the improved rough set theory. By using this method, the weights of the influencing factors of biodiesel processing plants are the following: Waste oil supply 0.143, Fixed construction cost factor 0.343, Biodiesel demand 0.143 and Location convenience 0.371. In the comparison between the robust optimization method and the improved rough set theory, it was found that the final location results are the same, all being Jiaxing City. However, the improved rough set theory is much simpler than the robust optimization algorithm in the calculation process.
机译:生物燃料在减轻环境污染问题方面具有重要作用。近年来,在生物燃料供应链的优化得到了更多关注。本文提出了一种科学,理性和实用的生物柴油加工厂,作为原料的废油,以提供指导餐馆,废油收集点和加工厂的规划和管理的理论依据。考虑主观和客观加权方法的优点和缺点,本文提出了一种新的加权方法,即粗糙集理论和聚类算法的结合。然后,它通过植物碳排放来验证位置结果。最后,本文分析了中国长江三角洲生物柴油加工厂的位置,并发现具有改进粗糙集理论的德尔福方法的新方法,这一方法得到了大大改善。通过使用这种方法,生物柴油加工厂的影响因素的重量如下:废油供应0.143,固定施工成本因数0.343,生物柴油需求0.143和位置方便0.371。在鲁棒优化方法与改进的粗糙集理论之间的比较中,发现最终的位置结果是相同的,全部是嘉兴市。然而,改进的粗糙集理论比计算过程中的鲁棒优化算法更简单。

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