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Determinants of efficiency in an industrial-scale anaerobic digestion food waste-to-biogas project in an Asian megacity based on data envelopment analysis and exploratory multivariate statistics

机译:基于数据包络分析和探索性多元统计的亚洲大城市工业规模厌氧消化食物垃圾转化为沼气项目的效率决定因素

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摘要

This paper aims to extract determinants of efficiency in an industrial-scale biogas project treating food waste in a major Asian megacity. The research involved a 4-step methodology combining statistical and operations research tools. The findings were as follows: (1) the project suffered from high variability and low performance across several important process parameters: (2) Principal component analysis (PCA) showed that approximately 40.51% of variability in the data could be explained by two principal components: (3) Data envelopment analysis (DEA) revealed that 47% of the decision making units (DMUs) were inefficient, and 73% of DMUs exhibited increasing returns to scale; (4) regression results showed that adjusted R-2 values ranged between 0.913 and 0.996 for the models of DEA efficiency, and significant explanatory variables were extracted based on type III sum of squares. This research is significant in the biowaste-to-energy literature in that it provides a robust method for identifying process bottlenecks in industrial-scale anaerobic digestion of food waste. (C) 2017 Elsevier Ltd. All rights reserved.
机译:本文旨在从一个主要的亚洲大城市处理工业垃圾的工业规模沼气项目中提取效率的决定因素。这项研究涉及4个步骤的方法,结合了统计和运营研究工具。研究结果如下:(1)该项目在多个重要过程参数上存在高可变性和低性能:(2)主成分分析(PCA)表明,数据中约40.51%的可变性可以由两个主要成分来解释:(3)数据包络分析(DEA)显示47%的决策单位(DMU)效率低下,而73%的DMU表现出规模收益递增; (4)回归结果表明,对于DEA效率模型,调整后的R-2值介于0.913至0.996之间,并且根据III型平方和提取了重要的解释变量。这项研究在生物废物转化为能源的文献中具有重要意义,因为它提供了一种可靠的方法来识别工业规模厌氧消化食物垃圾的过程瓶颈。 (C)2017 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Journal of Cleaner Production》 |2017年第1期|983-996|共14页
  • 作者单位

    Tsinghua Univ, Sch Environm, State Key Joint Lab Environm Simulat & Pollut Cont, Beijing 100084, Peoples R China|Tsinghua Univ, Minist Educ China, Key Lab Solid Waste Management & Environm Safety, Beijing 100084, Peoples R China;

    Tsinghua Univ, Sch Environm, State Key Joint Lab Environm Simulat & Pollut Cont, Beijing 100084, Peoples R China|Tsinghua Univ, Minist Educ China, Key Lab Solid Waste Management & Environm Safety, Beijing 100084, Peoples R China;

    Tsinghua Univ, Sch Environm, State Key Joint Lab Environm Simulat & Pollut Cont, Beijing 100084, Peoples R China;

    Tsinghua Univ, Sch Environm, State Key Joint Lab Environm Simulat & Pollut Cont, Beijing 100084, Peoples R China|Tsinghua Univ, Minist Educ China, Key Lab Solid Waste Management & Environm Safety, Beijing 100084, Peoples R China;

    Tsinghua Univ, Minist Educ China, Key Lab Solid Waste Management & Environm Safety, Beijing 100084, Peoples R China;

    Tsinghua Univ, Sch Environm, State Key Joint Lab Environm Simulat & Pollut Cont, Beijing 100084, Peoples R China|Tsinghua Univ, Minist Educ China, Key Lab Solid Waste Management & Environm Safety, Beijing 100084, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Food waste; Anaerobic digestion; DEA; PCA; Asia;

    机译:食物垃圾;厌氧消化;DEA;PCA;亚洲;

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