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Exploring low-carbon and sustainable urban transformation design using ChatGPT and artificial bee colony algorithm

Author

Listed:
  • Shuhui Yu

    (Guangzhou Huashang College
    City University of Macau)

  • Ya Yang

    (Anhui Jianzhu University)

  • Jiamin Li

    (University of Westminster)

  • Keyu Guo

    (Wuhan University)

  • Zeyu Wang

    (Guangzhou University)

  • Yuwei Liu

    (China University of Geosciences)

Abstract

The aim of this study is to provide effective solutions to promote the transition of resource-based cities to low carbon and sustainable development. Firstly, this study investigates the background of low-carbon transformation of resource-based cities. Secondly, it introduces the application method of Chat Generative Pre-trained Transformer (ChatGPT) in detail. Finally, this study proposes a comprehensive application of ChatGPT and artificial bee colony (ABC) algorithm. The results show that the average energy utilization efficiency improvement index of the group using ChatGPT is 0.11. The average energy efficiency improvement index of the group using ABC algorithm is 0.02 higher than that of the control group. The integrated application of ChatGPT and ABC algorithm can further improve the low-carbon transformation effect of resource-based cities and achieve the goal of green development.

Suggested Citation

  • Shuhui Yu & Ya Yang & Jiamin Li & Keyu Guo & Zeyu Wang & Yuwei Liu, 2024. "Exploring low-carbon and sustainable urban transformation design using ChatGPT and artificial bee colony algorithm," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
  • Handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-02765-4
    DOI: 10.1057/s41599-024-02765-4
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    1. Chang, Lei & Taghizadeh-Hesary, Farhad & Mohsin, Muhammad, 2023. "Role of artificial intelligence on green economic development: Joint determinates of natural resources and green total factor productivity," Resources Policy, Elsevier, vol. 82(C).
    2. María Andreína Moros-Ochoa & Gilmer Yovani Castro-Nieto & Anderson Quintero-Español & Carolina Llorente-Portillo, 2022. "Forecasting Biocapacity and Ecological Footprint at a Worldwide Level to 2030 Using Neural Networks," Sustainability, MDPI, vol. 14(17), pages 1-14, August.
    3. Rao, Amar & Talan, Amogh & Abbas, Shujaat & Dev, Dhairya & Taghizadeh-Hesary, Farhad, 2023. "The role of natural resources in the management of environmental sustainability: Machine learning approach," Resources Policy, Elsevier, vol. 82(C).
    4. Ma, Mengjuan & Zhu, Xiao & Liu, Meishan & Huang, Xiaodong, 2023. "Combining the role of green finance and environmental sustainability on green economic growth: Evidence from G-20 economies," Renewable Energy, Elsevier, vol. 207(C), pages 128-136.
    5. Sara Alonso-Muñoz & Rocío González-Sánchez & Cristina Siligardi & Fernando E. García-Muiña, 2021. "New Circular Networks in Resilient Supply Chains: An External Capital Perspective," Sustainability, MDPI, vol. 13(11), pages 1-18, May.
    6. Bei, Jinlan & Wang, Chunyu, 2023. "Renewable energy resources and sustainable development goals: Evidence based on green finance, clean energy and environmentally friendly investment," Resources Policy, Elsevier, vol. 80(C).
    7. Tarek A. Boghdady & Yasmin E. Kotb & Abdullah Aljumah & Mahmoud M. Sayed, 2022. "Comparative Study of Optimal PV Array Configurations and MPPT under Partial Shading with Fast Dynamical Change of Hybrid Load," Sustainability, MDPI, vol. 14(5), pages 1-17, March.
    8. Hu, Hui & Xiong, Shuaizhou & Wang, Zeyu & Wang, Zishuo & Zhou, Xiang, 2023. "Green financial regulation and shale gas resources management," Resources Policy, Elsevier, vol. 85(PB).
    9. Yong Chen & Zhengjie Wu & Wenchao Yi & Bingjia Wang & Jianhua Yao & Zhi Pei & Jiaoliao Chen, 2022. "Bibliometric Method for Manufacturing Servitization: A Review and Future Research Directions," Sustainability, MDPI, vol. 14(14), pages 1-26, July.
    10. Lorente, Daniel Balsalobre & Mohammed, Kamel Si & Cifuentes-Faura, Javier & Shahzad, Umer, 2023. "Dynamic connectedness among climate change index, green financial assets and renewable energy markets: Novel evidence from sustainable development perspective," Renewable Energy, Elsevier, vol. 204(C), pages 94-105.
    11. Md Ashikur Rahman & Rajalingam Sokkalingam & Mahmod Othman & Kallol Biswas & Lazim Abdullah & Evizal Abdul Kadir, 2021. "Nature-Inspired Metaheuristic Techniques for Combinatorial Optimization Problems: Overview and Recent Advances," Mathematics, MDPI, vol. 9(20), pages 1-32, October.
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