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

  • Shiwei Yu*
  • , Yi ming Wei
  • *Corresponding author for this work
    • China University of Geosciences, Wuhan
    • Beijing Institute of Technology

    Research output: Contribution to journalArticlepeer-review

    Abstract

    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.

    Original languageEnglish
    Pages (from-to)521-529
    Number of pages9
    JournalEnergy Policy
    Volume42
    DOIs
    Publication statusPublished - Mar 2012

    UN SDGs

    This output contributes to the following UN Sustainable Development Goals (SDGs)

    1. SDG 8 - Decent Work and Economic Growth
      SDG 8 Decent Work and Economic Growth
    2. SDG 12 - Responsible Consumption and Production
      SDG 12 Responsible Consumption and Production

    Keywords

    • Coal production
    • Environmental pollution
    • GA-SD prediction model

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