IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v168y2022ics1364032122007389.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032122007389
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.rser.2022.112856?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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).
    2. 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.
    3. 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.
    4. 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).
    5. 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).
    6. 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.
    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. 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.
    11. 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.
    12. 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.
    13. Xinye Zheng & Chu Wei (ed.), 2019. "Household Energy Consumption in China: 2016 Report," Springer Books, Springer, number 978-981-13-7523-1, December.
    14. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Susann Stritzke & Malcolm Bricknell & Matthew Leach & Samir Thapa & Yesmeen Khalifa & Ed Brown, 2023. "Impact Financing for Clean Cooking Energy Transitions: Reviews and Prospects," Energies, MDPI, vol. 16(16), pages 1-26, August.
    2. Yang, Aoxi & Wang, Yahui, 2023. "Transition of household cooking energy in China since the 1980s," Energy, Elsevier, vol. 270(C).
    3. Chishti, Muhammad Zubair & Xia, Xiqiang & Dogan, Eyup, 2024. "Understanding the effects of artificial intelligence on energy transition: The moderating role of Paris Agreement," Energy Economics, Elsevier, vol. 131(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Choumert-Nkolo, Johanna & Combes Motel, Pascale & Le Roux, Leonard, 2019. "Stacking up the ladder: A panel data analysis of Tanzanian household energy choices," World Development, Elsevier, vol. 115(C), pages 222-235.
    2. Gelo, Dambala & Kollamparambil, Umakrishnan & Jeuland, Marc, 2023. "The causal effect of income on household energy transition: Evidence from old age pension eligibility in South Africa," Energy Economics, Elsevier, vol. 119(C).
    3. Yokoo, Hide-Fumi & Arimura, Toshi H. & Chattopadhyay, Mriduchhanda & Katayama, Hajime, 2023. "Subjective risk belief function in the field: Evidence from cooking fuel choices and health in India," Journal of Development Economics, Elsevier, vol. 161(C).
    4. Choumert-Nkolo, Johanna & le Roux, Leonard, 2024. "Leaving the hearth you know: Internal migration and energy poverty," World Development, Elsevier, vol. 180(C).
    5. Bonan, Jacopo & Battiston, Pietro & Bleck, Jaimie & LeMay-Boucher, Philippe & Pareglio, Stefano & Sarr, Bassirou & Tavoni, Massimo, 2021. "Social interaction and technology adoption: Experimental evidence from improved cookstoves in Mali," World Development, Elsevier, vol. 144(C).
    6. Anil Shrestha & Makoto Kakinaka, 2022. "Remittance Inflows and Energy Transition of the Residential Sector in Developing Countries," Sustainability, MDPI, vol. 14(17), pages 1-19, August.
    7. Nawaz, Saima & Iqbal, Nasir, 2020. "The impact of unconditional cash transfer on fuel choices among ultra-poor in Pakistan: Quasi-experimental evidence from the Benazir Income Support Program," Energy Policy, Elsevier, vol. 142(C).
    8. Fentie, Amare & Hassen, Sied & Sebsibie, Samuel, 2023. "Climbing up the ladder: Households' fuel choice transition for lighting in Ethiopia," Energy Economics, Elsevier, vol. 128(C).
    9. Ai, Xian-Neng & Du, Yun-Fei & Li, Wei-Ming & Li, Hui & Liao, Hua, 2021. "The pattern of household energy transition," Energy, Elsevier, vol. 234(C).
    10. Klege, Rebecca A. & Amuakwa-Mensah, Franklin & Visser, Martine, 2022. "Tenancy and energy choices in Rwanda. A replication and extension study," World Development Perspectives, Elsevier, vol. 26(C).
    11. Lei, Mingyu & Cai, Wenjia & Liu, Wenling & Wang, Can, 2022. "The heterogeneity in energy consumption patterns and home appliance purchasing preferences across urban households in China," Energy, Elsevier, vol. 253(C).
    12. Richmond, Jennifer & Urpelainen, Johannes, 2019. "Electrification and appliance ownership over time: Evidence from rural India," Energy Policy, Elsevier, vol. 133(C).
    13. Gozgor, Giray & Paramati, Sudharshan Reddy, 2022. "Does energy diversification cause an economic slowdown? Evidence from a newly constructed energy diversification index," Energy Economics, Elsevier, vol. 109(C).
    14. Harrington, Elise & Athavankar, Ameya & Hsu, David, 2020. "Variation in rural household energy transitions for basic lighting in India," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    15. Kojo Sarfo Gyamfi & Elena Gaura & James Brusey & Alessandro Bezerra Trindade & Nandor Verba, 2020. "Understanding Household Fuel Choice Behaviour in the Amazonas State, Brazil: Effects of Validation and Feature Selection," Energies, MDPI, vol. 13(15), pages 1-21, July.
    16. Leonard Le Roux & Johanna Choumert-Nkolo, 2023. "Internal Migration and Energy Poverty," Working Papers 2023.01, FAERE - French Association of Environmental and Resource Economists.
    17. Khalid Waleed & Faisal Mehmood Mirza, 2023. "Examining fuel choice patterns through household energy transition index: an alternative to traditional energy ladder and stacking models," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 6449-6501, July.
    18. Girardeau, Hannah & Oberholzer, Alicia & Pattanayak, Subhrendu K., 2021. "The enabling environment for household solar adoption: A systematic review," World Development Perspectives, Elsevier, vol. 21(C).
    19. Wassie, Yibeltal T. & Rannestad, Meley M. & Adaramola, Muyiwa S., 2021. "Determinants of household energy choices in rural sub-Saharan Africa: An example from southern Ethiopia," Energy, Elsevier, vol. 221(C).
    20. Farzana Afridi & Sisir Debnath & Taryn Dinkelman & Komal Sareen, 2023. "Time for Clean Energy? Cleaner Fuels and Women’s Time in Home Production," The World Bank Economic Review, World Bank, vol. 37(2), pages 283-304.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:rensus:v:168:y:2022:i:c:s1364032122007389. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/600126/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.