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Prediction of China's coal production-environmental pollution based on a hybrid genetic algorithm-system dynamics model

机译:基于混合遗传算法-系统动力学模型的中国煤炭生产-环境污染预测

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摘要

This paper proposes a hybrid model based on genetic algorithm (GA) and system dynamics (SD) for coal production-environmental pollution load in China. GA has been utilized in the optimization of the parameters of the SD model to reduce implementation subjectivity. The chain of "Economic development-coal demand-coal production-environmental pollution load" of China in 2030 was predicted, and scenarios were analyzed. Results show that: (1) GA performs well in optimizing the parameters of the SD model objectively and in simulating the historical data; (2) The demand for coal energy continuously increases, although the coal intensity has actually decreased because of China's persistent economic development. Furthermore, instead of reaching a turning point by 2030, the environmental pollution load continuously increases each year even under the scenario where coal intensity decreased by 20% and investment in pollution abatement increased by 20%; (3) For abating the amount of "three types of wastes", reducing the coal intensity is more effective than reducing the polluted production per tonne of coal and increasing investment in pollution control.
机译:提出了一种基于遗传算法和系统动力学(SD)的煤炭生产-环境污染负荷混合模型。遗传算法已用于优化SD模型的参数,以降低实现的主观性。预测了2030年中国“经济发展-煤炭需求-煤炭生产-环境污染负荷”的链条,并对情景进行了分析。结果表明:(1)遗传算法在客观优化SD模型参数和模拟历史数据方面表现良好; (2)尽管由于中国持续的经济发展,煤炭强度实际上有所下降,但对煤炭能源的需求仍在不断增加。此外,即使在煤炭强度降低20%,污染减排投资增加20%的情况下,环境污染负荷也没有达到2030年的转折点,而是逐年增加。 (3)为减少“三种废物”的数量,降低煤炭强度比降低每吨煤炭的污染产量和增加污染控制投资更为有效。

著录项

  • 来源
    《Energy Policy》 |2012年第3期|p.521-529|共9页
  • 作者

    Shiwei Yu; Yi-ming Wei;

  • 作者单位

    School of Economics and Management, China university of geosciences, Wuhan 430074, China,School of Management and Economics, Beijing Institute of Technology, Beijing 100181, China,Center for Energy and Environmental Policy Research, Beijing Institute of Technology, Beijing 100181, China;

    School of Management and Economics, Beijing Institute of Technology, Beijing 100181, China,Center for Energy and Environmental Policy Research, Beijing Institute of Technology, Beijing 100181, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    coal production; environmental pollution; CA-SD prediction model;

    机译:煤炭生产;环境污染;CA-SD预测模型;

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