Author
Listed:
- Haoyu Han
(College of Computer Science, Beijing University of Technology, Beijing 100124, China)
- Xiliang Liu
(College of Computer Science, Beijing University of Technology, Beijing 100124, China)
- Shaofu Lin
(College of Computer Science, Beijing University of Technology, Beijing 100124, China)
- Yumiao Chang
(College of Computer Science, Beijing University of Technology, Beijing 100124, China)
- Shimin Ding
(Green Intelligence Environmental School, Yangtze Normal University, Chongqing 408100, China)
- Jing Zhang
(Department of Information Science and Technology, Shihezi University, Shihezi 832000, China)
Abstract
As urbanization accelerates, a host of negative ecological impacts have become increasingly prominent. Green roofs, as a sustainable solution, can effectively mitigate the urban heat island effect and reduce carbon footprints. However, the lack of datasets on plant species suitable for green roofs in China has hindered the advancement of relevant research and practical applications. Therefore, this study constructed a diversified dataset of plant species for green roofs in China, using data sources from the China National Knowledge Infrastructure (CNKI) and Web of Science (WoS). Generated by integrating the Kimi large language model (Kimi LLM) API with knowledge graph technology, the dataset contains 2248 plant records. It specifically includes a statistical CSV file with detailed plant information, a CSV file of species combinations, a CSV file linking plant combinations to cities, and original plant data extracted from research papers. Technical experiments have validated the accuracy and efficiency of this dataset in acquiring plant species. Suitable for plant selection in green roof projects, this dataset will provide strong support for in-depth research and wider applications in the field of urban sustainability.
Suggested Citation
Haoyu Han & Xiliang Liu & Shaofu Lin & Yumiao Chang & Shimin Ding & Jing Zhang, 2025.
"A Large-Language-Model-Based Dataset of Plant Species for Green Roofs in China,"
Land, MDPI, vol. 14(8), pages 1-18, August.
Handle:
RePEc:gam:jlands:v:14:y:2025:i:8:p:1684-:d:1728738
Download full text from publisher
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:gam:jlands:v:14:y:2025:i:8:p:1684-:d:1728738. 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.
We have no bibliographic references for this item. You can help adding them by using 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .
Please note that corrections may take a couple of weeks to filter through
the various RePEc services.