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Household cooking in the context of carbon neutrality: A machine-learning-based review

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  • Jia, Jun-Jun
  • Zhu, Mengshu
  • Wei, Chu

Abstract

About 6.7% of global greenhouse gas emissions is caused by household cooking activities and thus it is of significance to identify research gaps between current studies and future directions in the context of carbon neutrality. To this end, the Latent Dirichlet Allocation topic model is used to review a total of 1440 household cooking studies from international journals written in English between 1983 and 2021. The textual mining technique helps to identify 20 topics in machine-learning sense, involving 8 research disciplines. In addition to energy field, household cooking is most relevant to disciplines of Multidisciplinary, Clinical Medicine, Chemistry, Economics and Business, and Geosciences. Energy ladder hypothesis and energy poverty are the most prevalent topics and asymmetric dependence relationships are unveiled among the 20 topics. Almost all cooking topics focus on health risk elimination and the transition to cleaner fuels while the target of carbon neutrality has not been adequately considered. The practical cooking fuel transition pathway, health co-benefits, impacts of the shift in cooking methods and practice on cultural diversity and human society driven by carbon neutrality constitute potential research directions. The machine-learning literature review research framework used in the study can be generalized in era of big data.

Suggested Citation

  • Jia, Jun-Jun & Zhu, Mengshu & Wei, Chu, 2022. "Household cooking in the context of carbon neutrality: A machine-learning-based review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    • Handle: RePEc:eee:rensus:v:168:y:2022:i:c:s1364032122007389
    DOI: 10.1016/j.rser.2022.112856
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    1. Bonan, Jacopo & Pareglio, Stefano & Tavoni, Massimo, 2017. "Access to modern energy: a review of barriers, drivers and impacts," Environment and Development Economics, Cambridge University Press, vol. 22(5), pages 491-516, October.
    2. Karen Glanz & Jessica J. Metcalfe & Sara C. Folta & Alison Brown & Barbara Fiese, 2021. "Diet and Health Benefits Associated with In-Home Eating and Sharing Meals at Home: A Systematic Review," IJERPH, MDPI, vol. 18(4), pages 1-19, February.
    3. van der Kroon, Bianca & Brouwer, Roy & van Beukering, Pieter J.H., 2013. "The energy ladder: Theoretical myth or empirical truth? Results from a meta-analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 20(C), pages 504-513.
    4. Liao, Chuan & Erbaugh, James T. & Kelly, Allison C. & Agrawal, Arun, 2021. "Clean energy transitions and human well-being outcomes in Lower and Middle Income Countries: A systematic review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 145(C).
    5. Mi, Lingyun & Gan, Xiaoli & Sun, Yuhuan & Lv, Tao & Qiao, Lijie & Xu, Ting, 2021. "Effects of monetary and nonmonetary interventions on energy conservation: A meta-analysis of experimental studies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 149(C).
    6. Muller, Christophe & Yan, Huijie, 2018. "Household fuel use in developing countries: Review of theory and evidence," Energy Economics, Elsevier, vol. 70(C), pages 429-439.
    7. Marc Jeuland & Subhrendu K. Pattanayak & Randall Bluffstone, 2015. "The Economics of Household Air Pollution," Annual Review of Resource Economics, Annual Reviews, vol. 7(1), pages 81-108, October.
    8. Grant Miller & A. Mushfiq Mobarak, 2013. "Gender Differences in Preferences, Intra-Household Externalities, and Low Demand for Improved Cookstoves," NBER Working Papers 18964, National Bureau of Economic Research, Inc.
    9. Rema Hanna & Paulina Oliva, 2015. "Moving Up the Energy Ladder: The Effect of an Increase in Economic Well-Being on the Fuel Consumption Choices of the Poor in India," American Economic Review, American Economic Association, vol. 105(5), pages 242-246, May.
    10. Xinye Zheng & Chu Wei (ed.), 2019. "Household Energy Consumption in China: 2016 Report," Springer Books, Springer, number 978-981-13-7523-1, January.
    11. Pohekar, S.D. & Kumar, Dinesh & Ramachandran, M., 2005. "Dissemination of cooking energy alternatives in India--a review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 9(4), pages 379-393, August.
    12. Jeuland, Marc & Fetter, T. Robert & Li, Yating & Pattanayak, Subhrendu K. & Usmani, Faraz & Bluffstone, Randall A. & Chávez, Carlos & Girardeau, Hannah & Hassen, Sied & Jagger, Pamela & Jaime, Mónica , 2021. "Is energy the golden thread? A systematic review of the impacts of modern and traditional energy use in low- and middle-income countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    13. Sturla F. Kvamsdal & Ivan Belik & Arnt Ove Hopland & Yuanhao Li, 2021. "A Machine Learning Analysis of the Recent Environmental and Resource Economics Literature," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 79(1), pages 93-115, May.
    14. Samuel Bowles & Wendy Carlin, 2020. "What Students Learn in Economics 101: Time for a Change," Journal of Economic Literature, American Economic Association, vol. 58(1), pages 176-214, March.
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