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A Metamodeling Framework for Quantifying Health Damages of Power Grid Expansion Plans

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  • Mark D. Rodgers

    (Department of Supply Chain Management, Rutgers Business School, Newark, NJ 07102, USA)

  • David W. Coit

    (Department of Industrial & Systems Engineering, Rutgers University, Piscataway, NJ 07102, USA
    Department of Industrial Engineering, Tsinghua University, 30 Shuangqing Rd, Haidian District, Beijing 10084, China)

  • Frank A. Felder

    (Center for Energy, Economic & Environmental Policy, Rutgers University, New Brunswick, NJ 07102, USA)

  • Annmarie G. Carlton

    (Department of Chemistry, University of California-Irvine, Irvine, CA 92697, USA)

Abstract

In this paper, we present an analytical framework to establish a closed-form relationship between electricity generation expansion planning decisions and the resulting negative health externalities. Typical electricity generation expansion planning models determine the optimal technology–capacity–investment strategy that minimizes total investment costs as well as fixed and variable operation and maintenance costs. However, the relationship between these long-term planning decisions and the associated health externalities is highly stochastic and nonlinear, and it is computationally expensive to evaluate. Thus, we developed a closed-form metamodel by executing computer-based experiments of a generation expansion planning model, and we analyzed the resulting model outputs in a United States Environmental Protection Agency (EPA) screening tool that approximates the associated human health externalities. Procedural guidance to verify the accuracy and to select key metamodel parameters to enhance its prediction capability is presented. Specifically, the metamodel presented in this paper can predict the resulting health damages of long-term power grid expansion decisions, thus, enabling researchers and policy makers to quickly assess the health implications of power grid expansion decisions with a high degree of certainty.

Suggested Citation

  • Mark D. Rodgers & David W. Coit & Frank A. Felder & Annmarie G. Carlton, 2019. "A Metamodeling Framework for Quantifying Health Damages of Power Grid Expansion Plans," IJERPH, MDPI, vol. 16(10), pages 1-21, May.
  • Handle: RePEc:gam:jijerp:v:16:y:2019:i:10:p:1857-:d:234402
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    References listed on IDEAS

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    5. Burtraw, Dallas & Krupnick, Alan & Palmer, Karen & Paul, Anthony & Toman, Michael & Bloyd, Cary, 2003. "Ancillary benefits of reduced air pollution in the US from moderate greenhouse gas mitigation policies in the electricity sector," Journal of Environmental Economics and Management, Elsevier, vol. 45(3), pages 650-673, May.
    6. Rodgers, Mark & Coit, David & Felder, Frank & Carlton, Annmarie, 2019. "Assessing the effects of power grid expansion on human health externalities," Socio-Economic Planning Sciences, Elsevier, vol. 66(C), pages 92-104.
    7. Peng, Wei & Yang, Junnan & Lu, Xi & Mauzerall, Denise L., 2018. "Potential co-benefits of electrification for air quality, health, and CO2 mitigation in 2030 China," Applied Energy, Elsevier, vol. 218(C), pages 511-519.
    8. Rodgers, Mark D. & Coit, David W. & Felder, Frank A. & Carlton, Annmarie, 2018. "Generation expansion planning considering health and societal damages – A simulation-based optimization approach," Energy, Elsevier, vol. 164(C), pages 951-963.
    9. Huang, Lin & Hu, Jianlin & Chen, Mindong & Zhang, Hongliang, 2017. "Impacts of power generation on air quality in China—part I: An overview," Resources, Conservation & Recycling, Elsevier, vol. 121(C), pages 103-114.
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