代小亮 博士研究生
空间显式集成学习、空间嵌入表示方法与应用
daixl@hainanu.edu.cn

教育经历

2017.09至2021.06,成都理工大学,遥感科学与技术,工学学士

2021.09至2026.06,中国科学院地理科学与资源研究所,地图学与地理信息系统,理学博士

工作经历

2026.06至今,伟德国际,伟德国际bv1946,博士后

代表性学术成果

共发表学术论文10余篇,其中第一作者3篇。

学术论文:

1.Xiaoliang Dai, Kai Sun, Weirong Li, Yunqiang Zhu, Fangyu Ding, Peng Pan, Yichen Yang, Shu Wang. Explainable GeoAI reveals spatially varying and nonlinear associations of PM2. 5 pollution with driving factors in Chinese cities from 2015 to 2022[J]. International Journal of Digital Earth, 2026, 19(1): 2620872.

2.Xiaoliang Dai,Yunqiang Zhu,Kai Sun ,Qiang Zou ,Shen Zhao ,Weirong Li ,Lei Hu,Shu Wang. Examining the spatially varying relationships between landslide susceptibility and conditioning factors using a geographical random forest approach: A case study in Liangshan, China[J]. Remote Sensing, 2023, 15(6): 1513.

3. Liantao Niu, Xiaoxu Jia, Xiaoliang Dai, Lei Gao, Laiming Huang, Xiaorong Wei, Xiaofan Yang, Ming’an Shao. Geospatial heterogeneity-informed machine learning for mapping soil hydraulic properties across China’s drylands[J]. Geoderma, 2025, 464: 117622.

4. Yichen Yang, Qiang Wang, Xiaoliang Dai, Shu Wang, Shifeng Fang, Yunqiang Zhu. Evaluating the accessibility and equity of basic educational facilities in China during the poverty alleviation and elimination campaign (2015–2021)[J]. Geography and Sustainability, 2026: 100422.

5.Weirong Li, Kai Sun, Shu Wang, Yunqiang Zhu, Xiaoliang Dai,Lei Hu. DePNR: A DeBERTa‐based deep learning model with complete position embedding for place name recognition from geographical literature[J]. Transactions in GIS, 2024, 28(5): 993-1020.

6.Qiang Wang, Zhihang Yu, Shu Wang, Yunqiang Zhu, Xiaoliang Dai, Zhiqiang Zou, Weiming Huang, Christophe Claramunt. Unveiling optimal SDG pathways: an innovative automated recommendation approach integrating graph pruning, intent graph, and attention mechanism[J]. International Journal of Digital Earth, 2025, 18(1): 2513048.

7.Li W, Sun K, Zhu Y, Ding F, Hu L, Dai X, Song J, Yang J, Qian L, & Wang S. GeoTPE: A neural network model for geographical topic phrases extraction from literature based on BERT enhanced with relative position embedding[J]. Expert Systems with Applications, 2024, 235: 121077.

8.Jin Chen , Shu Wang , Yunqiang Zhu , Fuzhou Duan, Xiaoliang Dai. EKUM: An Accurate Method for Updating Knowledge Graphs in Earth System Science for Novel Thematic Terms[J]. IEEE Transactions on Geoscience and Remote Sensing, 2025, 63: 1-12.

9.代小亮, 诸云强, 杨杰, 孙凯, 李吉东, 宋佳. 地理空间数据相似度计算方法研究与实现[J]. 全球变化数据学报(中英文), 2022, 6 (04): 501-512+666-677.

10.诸云强, 代小亮, 杨杰, 王曙, 孙凯, 邱芹军, 李威蓉, 祁彦民, 胡蕾, 闾海荣, 王新兵, 周成虎. 地球科学知识图谱一站式共享服务系统[J]. 高校地质学报, 2023, 29 (03): 325-336.