IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v11y2024i1d10.1057_s41599-024-02765-4.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-024-02765-4
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1057/s41599-024-02765-4?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. 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. 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).
    3. 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.
    4. 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).
    5. 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).
    6. 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.
    7. 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.
    8. 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.
    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.
    Full references (including those not matched with items on IDEAS)

    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. Chen, Fujiang & She, Wuyue & Zeng, Feng & Gao, Meiben & Wen, Chao & Liu, Guoxin & Wu, Lixun & Wu, Yang & Zhang, Chi, 2024. "Resource depletion and conservation: Balancing demands on resources for green recovery and sustainability," Resources Policy, Elsevier, vol. 89(C).
    2. Wuxia Xue, 2024. "RETRACTED ARTICLE: The influence of environmental and social criteria in green finance decision-making: insights and trends," Economic Change and Restructuring, Springer, vol. 57(3), pages 1-21, June.
    3. Wei, Haoqiang & Yue, Guiling & Khan, Noor Ullah, 2024. "Uncovering the impact of Fintech, Natural Resources, Green Finance and Green Growth on Environment sustainability in BRICS: An MMQR analysis," Resources Policy, Elsevier, vol. 89(C).
    4. Rahmani, Amir & Aboojafari, Roohallah & Bonyadi Naeini, Ali & Mashayekh, Javad, 2024. "Adoption of digital innovation for resource efficiency and sustainability in the metal industry," Resources Policy, Elsevier, vol. 90(C).
    5. Zhang, Xuenan & Zhang, Jinxin & Wang, Hongling, 2024. "Resilient recovery strategies: Enhancing resiliency in natural resource markets for sustainable development," Resources Policy, Elsevier, vol. 90(C).
    6. Tina Wiegand & Martin Wynn, 2023. "Sustainability, the Circular Economy and Digitalisation in the German Textile and Clothing Industry," Sustainability, MDPI, vol. 15(11), pages 1-30, June.
    7. Yang, Xiaoming & Islam, Md. Monirul & Mentel, Grzegorz & Ahmad, Ashfaq & Vasa, László, 2024. "Synergistic dynamics unveiled: Interplay between rare earth prices, clean energy innovations, and tech companies' market resilience amidst the Covid-19 pandemic and Russia-Ukraine conflict," Resources Policy, Elsevier, vol. 89(C).
    8. Billah, Mabruk & Alam, Md Rafayet & Hoque, Mohammad Enamul, 2024. "Global uncertainty and the spillover of tail risk between green and Islamic markets: A time-frequency domain approach with portfolio implications," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 1416-1433.
    9. Marcel Nicola & Claudiu-Ionel Nicola, 2022. "Improvement of Linear and Nonlinear Control for PMSM Using Computational Intelligence and Reinforcement Learning," Mathematics, MDPI, vol. 10(24), pages 1-34, December.
    10. Lu, Xunfa & Huang, Nan & Mo, Jianlei & Ye, Zhitao, 2023. "Dynamics of the return and volatility connectedness among green finance markets during the COVID-19 pandemic," Energy Economics, Elsevier, vol. 125(C).
    11. Xiaorun Wang & Qiong Cao, 2024. "RETRACTED ARTICLE: Adopting environmental sustainability: the financial consequences of clean energy and technology acceptance in the energy transition," Economic Change and Restructuring, Springer, vol. 57(3), pages 1-16, June.
    12. Jiao, Jianling & Song, Jiangfeng & Ding, Tao, 2024. "The impact of synergistic development of renewable energy and digital economy on energy intensity: Evidence from 33 countries," Energy, Elsevier, vol. 295(C).
    13. Alvarado, Rafael & Murshed, Muntasir & Cifuentes-Faura, Javier & Işık, Cem & Razib Hossain, Mohammad & Tillaguango, Brayan, 2023. "Nexuses between rent of natural resources, economic complexity, and technological innovation: The roles of GDP, human capital and civil liberties," Resources Policy, Elsevier, vol. 85(PA).
    14. Lin, Boqiang & Xu, Chongchong, 2024. "Reaping green dividend: The effect of China's urban new energy transition strategy on green economic performance," Energy, Elsevier, vol. 286(C).
    15. Liang, Chao & Goodell, John W. & Li, Xiafei, 2024. "Impacts of carbon market and climate policy uncertainties on financial and economic stability: Evidence from connectedness network analysis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 92(C).
    16. Liu, Dayong, 2023. "Does green finance and natural resources agglomeration have potential for green economic growth? Evidence from Asian perspective," Resources Policy, Elsevier, vol. 84(C).
    17. Dong, Weiwei & Niu, XiaoQin & Nassani, Abdelmohsen A. & Naseem, Imran & Zaman, Khalid, 2024. "E-commerce mineral resource footprints: Investigating drivers for sustainable mining development," Resources Policy, Elsevier, vol. 89(C).
    18. Rui Dias & Paulo Alexandre & Nuno Teixeira & Mariana Chambino, 2023. "Clean Energy Stocks: Resilient Safe Havens in the Volatility of Dirty Cryptocurrencies," Energies, MDPI, vol. 16(13), pages 1-24, July.
    19. Pu, Ganlin & Wong, Wing-Keung & Du, Qiang & Al Shraah, Ata & Alromaihi, Abdullah & Muda, Iskandar, 2024. "Asymmetric impact of natural resources, fintech, and digital banking on climate change and environmental sustainability in BRICS countries," Resources Policy, Elsevier, vol. 91(C).
    20. Wei, Jiping & Zhou, Jing & Cheng, Zhangfan, 2023. "Role of E-marketing of mineral products in achieving sustainability," Resources Policy, Elsevier, vol. 86(PA).

    More about this item

    Statistics

    Access and download statistics

    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:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-02765-4. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: https://www.nature.com/ .

    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.