
姓名
王智灏
个人简介
南京大学空间地球科学研究院助理教授,特聘研究员。
本科毕业于北京林业大学地理信息系统专业(2012-2016),硕士毕业于中国科学院遥感与数字地球研究所(2016-2019),博士毕业于德国耶拿弗里德里希·席勒大学(2019-2023),曾在美国加州大学戴维斯分校从事博士后研究工作(2023-2025)。
现任:
European Laboratory for Learning and Intelligent Systems实验室研究人员
Remote Sensing 专题编辑
担任课程
地球信息技术专题(研)
研究领域
XAI,自然灾害评估,地貌特征分析
学术成果
代表性论文
Wang, Zhihao; Pasternack, Gregory Brian; Jin, Yufang; Rampini, Costanza; Alexander, Serena; Kumar, Nikhil; Perales, K. Martin; Lim, Christopher; Moreno, Stephanie; Storesund, Rune; Lacan, Igor. Bridging natural and artificial: Stream reach classification for mixed watersheds[J]. GSA Bulletin, 2026, online ahead of print. DOI: 10.1130/B38776.1.
Wang, Zhihao; Pasternack, Gregory Brian; Jin, Yufang; Rampini, Costanza; Alexander, Serena; Kumar, Nikhil; Storesund, Rune; Perales, K. Martin; Lim, Christopher; Moreno, Stephanie; Lacan, Igor. Machine learning-guided field site selection for river classification[J]. International Journal of Applied Earth Observation and Geoinformation, 2025, 142: 104742. DOI: 10.1016/j.jag.2025.104742.
Wang, Zhihao; Brenning, Alexander. Unsupervised active–transfer learning for automated landslide mapping[J]. Computers & Geosciences, 2023, 181: 105457. DOI: 10.1016/j.cageo.2023.105457.
Wang, Zhihao; Goetz, Jason; Brenning, Alexander. Transfer learning for landslide susceptibility modeling using domain adaptation and case-based reasoning[J]. Geoscientific Model Development, 2022, 15: 8765–8784. DOI: 10.5194/gmd-15-8765-2022.
Wang, Zhihao; Brenning, Alexander. Active-Learning Approaches for Landslide Mapping Using Support Vector Machines[J]. Remote Sensing, 2021, 13(13): 2588. DOI: 10.3390/rs13132588.
Miao, Jing; Wang, Zhihao; Liang, Chenbin; Yan, Dong; Wang, Zhichao. Evaluating Machine Learning and Statistical Prediction Techniques in Margin Sampling Active Learning for Rapid Landslide Mapping[J]. Geomatics, 2025, 5(4): 74. DOI: 10.3390/geomatics5040074. (通讯作者)
Miao, Jing; Wang, Zhihao; Ma, Tianshu; Wang, Zhichao; Gao, Guoming. Data Biases in Geohazard AI: Investigating Landslide Class Distribution Effects on Active Learning and Self-Optimizing[J]. Remote Sensing, 2025, 17(13): 2211. DOI: 10.3390/rs17132211.(通讯作者)
Kumar, Nikhil; Pasternack, Gregory Brian; Jin, Yufang; Alexander, Serena; Wang, Zhihao; Rampini, Costanza; Storesund, Rune; Lim, Chris; Moreno, Stephanie; Lacan, Igor. Socio-Economic Risk of Rising Compound Precipitation-Wind Extremes in San Francisco Bay Area[J]. International Journal of Climatology, 2025, 45(15): e70120. DOI: 10.1002/joc.70120.
苗晶;李小英;王红梅;王雅鹏;朱松岩;王智灏. GF-5 AIUS 水汽廓线反演算法研究[J]. 遥感学报,2021,25(6):1201–1215. DOI: 10.11834/jrs.20218343.
Wang, Zhichao; Lu, Xin; An, Feng; Zhou, Lijun; Wang, Xiangjun; Wang, Zhihao; Zhang, Huaiqing; Yun, Ting. Integrating Real Tree Skeleton Reconstruction Based on Partial Computational Virtual Measurement (CVM) with Actual Forest Scenario Rendering: A Solid Step Forward for the Realization of the Digital Twins of Trees and Forests[J]. Remote Sensing, 2022, 14(23): 6041. DOI: 10.3390/rs14236041.
王智灏; 刘亚岚; 任玉环; 李娅. 一种简化脉冲耦合神经网络的高分辨率农村公路影像分割方法[J]. 遥感信息, 2019, 34(1): 117–122.
李娅; 刘亚岚; 任玉环; 王智灏; 曲畅. 城市功能区语义信息挖掘与遥感分类[J]. 中国科学院大学学报, 2019, 36(1): 56–63.
Wang, Zhihao; Liu, Yalan; Ren, Yuhuan; Ma, Haojie. Object-Level Double Constrained Method for Land Cover Change Detection[J]. Sensors, 2019, 19(1): 79. DOI: 10.3390/s19010079.
主要项目
美国加州大学, 应用研究项目, “Resilient and Equitable Urban Stream Corridors” (2023—2025)
德国耶拿大学, 应用研究项目,”Rapid Landslide Hazard Assessment Using Artificial Intelligence” (2019-2023)