Associate Professor
Supervisor of Doctorate Candidates
Supervisor of Master's Candidates
Date of Employment:2012-09-13
School/Department:School of Geosciences and Info-physics
Administrative Position:地理信息系教师
Education Level:PhD Graduate
Business Address:新校区地球科学大楼512室 / 校本部地学楼437室(研究生)
Sex:Male
Contact Information:haodeng[AT]csu.edu.cn
Degree:Doctoral degree
Status:Employed
Academic Titles:地理信息系副主任、有色金属成矿预测与地质环境监测教育部重点实验室副主任
Alma Mater:北京师范大学
Discipline:Geological Resources and Geological Engineering
Surveying and Mapping
邓浩，理学博士，副教授，博士生导师。主讲“GIS图形算法基础”、“C++计算机程序设计”、“人工智能方法地学应用”、“Algorithmic Foundation of GIS”等本科生、研究生和国际生课程。长期从事三维地理信息系统算法及相关应用研究，主持承担国家科技重大专项课题1项、国家自然科学基金项目3项、国家重点研发计划项目子课题2项，以及湖南省自然科学基金自然资源联合基金项目、中国博士后基金面上项目等。以第一或通讯作者发表SCI论文30余篇，其中重要成果发表于IEEE Transactions on Visualization and Computer Graphics、IEEE Transactions on Geosciences and Remote Sensing、Computers & Geosciences、Mathematical Geosciences、Tectonophysics、Science China-Earth Sciences等地学信息、应用地球物理权威期刊和计算机CCF A类顶级期刊。第一发明人获得国家发明专利授权10余项。作为第一副主编出版十三五规划教材1部、合作出版专著2部。曾获教育部科学技术进步一等奖、自然资源部科技进步一等奖、中国有色金属工业科学技术奖一等奖、测绘科技进步二等奖、中国地质学会年度十大科技进展等省部级科研奖励，以及湖南省优秀硕士学位论文导师、中南大学本科教学质量优秀奖（课堂教学）等教学奖励。通过软件设计师（高级程序员）国家计算机技术与软件专业资格认证（湖南省前十名，2006秋）。担任IEEE J-STARS, Sensors, Minerals等国际SCI期刊的专刊主编/编辑以及IEEE TVCG, IEEE TGRS, NRR, OGR等十余个国内外权威期刊的审稿人。现任地理信息系副主任、有色金属成矿预测与地质环境监测教育部重点实验室副主任、中国地质学会数学地质与地学信息专业委员会委员、中国金属学会冶金地质分会委员。
haodeng
csu.edu.cn
* 三维地理信息系统
* 地学数据机器学习
* 深部资源智能预测
* 环境过程模拟计算
* 地质资源与地质工程：国土资源信息工程方向/资源环境遥感方向（学术型硕士研究生、博士研究生(含直博生)）
* 测绘科学与技术：地图制图学与地理信息工程方向（学术型硕士研究生）
* 资源与环境：测绘工程/地质工程方向（专业型硕士研究生）
欢迎具有地理信息、遥感、测绘、地质、地球物理、计算机等相关专业背景，有志从事三维地理信息系统、资源环境大数据/机器学习/可视计算研究工作的同学加入！
课题组将重点：
* 培养灵活运用数学建模思维、信息学方法解决新问题的信心和能力，过硬的计算机编程、GIS等专业软件动手操作能力；
* 提供参与深地国家科技重大专项、国家重点研发项目、国家自然科学基金重点项目等国家级重点科研项目的研究机会，提供参与国家级战略工程的工作经验；
* 提供国内外前沿学术会议交流机会，引导拓展学术视野，激励展示学术成果。
[1] Juexuan Huang, Zhankun Liu, and Hao Deng (✉corresponding author). Identifying fluid pathways in hydrothermal deposits using hidden Markov models: Representation of fluid flow as exploration criteria. Geochemistry (2024): 126180.
[2] Hao Deng, Jiaxin Li, Jixian Huang, Yanhong Zou, Yu Liu, Yuxiang Chen, Yang Zheng, and Xiancheng Mao. Deng, H., Li, J., Huang, J., Zou, Y., Liu, Y., Chen, Y., ... & Mao, X. (2024). Dual domain decomposition method for high-resolution 3D simulation of groundwater flow and transport. Water, 16(13), 1864.
[3] Jixian Huang, Hao Deng (✉corresponding author), Xiancheng Mao, Shijun Wan, and Zhankun Liu. A global-local collaborative approach to quantifying spatial non-stationarity in three-dimensional mineral prospectivity modeling. Ore Geology Reviews (2024): 106069.
[4] Yang Zheng, Hao Deng (✉corresponding author), Jingjie Wu, Shaofeng Xie, Xinyue Li, Yudong Chen, Nan Li, Keyan Xiao, Norbert Pfeifer, and Xiancheng Mao. Deep multimodal fusion for 3D mineral prospectivity modeling: Integration of geological models and simulation data via canonical-correlated joint fusion networks. Computers & Geosciences 188 (2024): 105618.
[5] Yu, Shuyan, Hao Deng (✉corresponding author), Zhankun Liu, Jin Chen, Keyan Xiao, and Xiancheng Mao. Identification of geochemical anomalies using an end-to-end transformer. Natural Resources Research (2024): 1-22.
[6] Yanhong Zou, Muhammad Shahzad Yousaf, Fuqiang Yang, Hao Deng (✉corresponding author), and Yong He. Surrogate-based uncertainty analysis for groundwater contaminant transport in a Chromium residue site located in southern China. Water 16, no. 5 (2024): 638.
[7] Hao Deng, Juexuan Huang, Zhankun Liu, Longjiao Li, Xinyu Liu, Xi Wang, Jin Chen, Zequan Wu, and Xiancheng Mao. Hidden Markov model for spatial analysis of three-dimensional mineralization distribution: Insights into magma flow and mineral exploration targets in the Jinchuan Ni-Cu-(PGE) sulfide deposit, China. Applied Geochemistry 162 (2024): 105911.
[8] Shaoning Di, Hao Deng (✉corresponding author), Dong Chen, Xiancheng Mao, Yanhong Zou, Lixin Wu, Yu Guo, Yangbin Lin, and Liqiang Zhang. PECo: A point-edge collaborative framework for global-aware urban building contouring from unstructured point clouds. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62, 1-19
[9] Xiancheng Mao, Zhe Su, Hao Deng (✉corresponding author), Zhankun Liu, Longjiao Li, Yunqi Wang, Yongcai Wang and Lixin Wu. Three-dimensional mineral prospectivity modeling with geometric restoration: Application to the Jinchuan Ni–Cu–(PGE) sulfide deposit, Northwestern China. Natural Resources Research, 2023, pp.1-31.
[10] Juexuan Huang, Hao Deng (✉corresponding author), Jin Chen, Nan Li, Jinli Wang, Zhankun Liu, and Xiancheng Mao. Assessing geometrical uncertainties in geological interface models using Markov chain Monte Carlo sampling via abstract graph. Tectonophysics, 2023, 864: 230032.
[11] Yang Zheng, Hao Deng (✉corresponding author), Jingjie Wu, Ruisheng Wang, Zhankun Liu, Lixin Wu, Xiancheng Mao and Jin Chen. Space-associated domain adaptation for three-dimensional mineral prospectivity modeling. International Journal of Digital Earth, 2023, 16(1): 2885-2911.
[12] Xiancheng Mao, Jinli Wang, Hao Deng (✉corresponding author), Zhankun Liu, Jin Chen, Chuntan Wang and Jianxin Liu. Bayesian Decomposition Modelling: An Interpretable Nonlinear Approach for Mineral Prospectivity Mapping. Mathematical Geosciences, 2023, pp.1-46.
[13] Baoyi Zhang, Linze Du, Umair Khan, Yongqiang Tong, Lifang Wang, and Hao Deng (✉corresponding author). AdaHRBF v1.0: Gradient-Adaptive Hermite-Birkhoff Radial Basis Function Interpolants for Three-dimensional Stratigraphic Implicit Modeling [J]. Geoscientific Model Development, 2023, 16(13): 3651-3674.
[14] Hao Deng, Shengfang Zhou, Yong He, Zeduo Lan, Yanhong Zou, Xiancheng Mao. Efficient Calibration of Groundwater Contaminant Transport Models Using Bayesian Optimization. Toxics, 2023, 11(5), 438.
[15] Xiancheng Mao, Pin Liu, Hao Deng (✉corresponding author), Zhankun Liu, Longjiao Li, Yushan Wang, Qixing Ai, and Jianxin Liu. A Novel Approach to Three-Dimensional Inference and Modeling of Magma Conduits with Exploration Data: A Case Study from the Jinchuan Ni–Cu Sulfide Deposit, NW China. Natural Resources Research, 2023, Natural Resources Research, 2023, 32(3): 901-928.
[16] Juexuan Huang, Hao Deng (✉corresponding author), Xiancheng Mao, Guanghuan Chen, Shuyan Yu, and Zhankun Liu. 3D modeling of detachment faults in the Jiaodong gold province, Eastern China: A Bayesian inference perspective and its exploration implications. Ore Geology Reviews, 2023: 105307.
[17] Shuyan Yu, Hao Deng (✉corresponding author), Zhankun Liu, Jin Chen, Xiaotang Gu, Jiaxin Li, Keyan Xiao and Xiancheng Mao. Identifying multivariate geochemical anomalies via tensor dictionary learning over spatial-elemental dimensionalities. Computers & Geosciences. 165 (2022): 105153.
[18] Hao Deng, Yang Zheng, Jin Chen, Shuyan Yu, Keyan Xiao, Xiancheng Mao. Learning 3D mineral prospectivity from 3D geological models using convolutional neural networks: Application to a structure-controlled hydrothermal gold deposit. Computers & Geosciences, 2022, 161, 105074
[19] Hao Deng, Xiaofu Huang, Xiancheng Mao, Shuyan Yu, Jin Chen, Zhankun Liu, Yanhong Zou . Generalized Mathematical Morphological Method for 3D Shape Analysis of Geological Boundaries: Application in Identifying Mineralization-Associated Shape Features. Natural Resources Research, 2022, 31, 2103–2127
[20] Yanhong Zou (✉corresponding author), Yuting Chen, Hao Deng (✉corresponding author). Gradient Boosting Decision Tree for Lithology Identification with Well Logs: A Case Study of Zhaoxian Gold Deposit, Shandong Peninsula, China. Natural Resources Research, 2021, 30(5), 3197-3217.
[21] Jin Chen, Xiancheng Mao, Hao Deng (corresponding author), Zhankun Liu, Qi Wang. Three-dimensional modelling of alteration zones based on geochemical exploration data: An interpretable machine-learning approach via generalized additive models. Applied Geochemistry, 2020, 123, 104781.
[22] Fanyun Wang, Xiancheng Mao, Hao Deng (✉corresponding author), Baoyi Zhang. Manganese potential mapping in western Guangxi-southeastern Yunnan (China) via spatial analysis and modal-adaptive prospectivity modeling. Transactions of Nonferrous Metals Society of China, 30(4), 1058-1070.
[23] Xiancheng Mao, Ying Zhao, Hao Deng (✉corresponding author), Bin Zhang, Zhankun Liu, Jin Chen, Yanhong Zou, Jianqing Lai. Quantitative analysis of intrusive body morphology and its relationship with skarn mineralization—A case study of Fenghuangshan copper deposit, Tongling, Anhui, China, Transactions of Nonferrous Metals Society of China, 2018, 28(1): 151~162
[24] Zhankun Liu, Xiancheng Mao (✉corresponding author), Hao Deng (✉corresponding author), Bin Li, Shugen Zhang, Jianqing Lai, Richard C. Baylessc, Min Pan, Longjiao Li, Qinghua Shang. Hydrothermal processes at the Axi epithermal Au deposit, western Tianshan: Insights from geochemical effects of alteration, mineralization and trace elements in pyrite. Ore Geology Reviews, 102 (2018): 368-385.
[25] Xiancheng Mao, Bin Zhang, Hao Deng (✉corresponding author), Yanhong Zou, Jin Chen. Three-dimensional morphological analysis method for geologic bodies and its parallel implementation. Computers & Geosciences, 2016, 96:11-22.
[26] Xiancheng Mao, Jin Chen, Hao Deng (✉corresponding author), Yanhong Zou. 3D quantitative predictivity of concealed ore bodies in fenghuangshan copper deposit, Tongling district, China. Acta Geologica Sinica (English Edition), 2014, 88(2s): 454-456
[27] Hao Deng, Liqiang Zhang, Xiancheng Mao, Huamin Qu, Interactive urban context-aware visualization via multiple disocclusion operators, IEEE Transactions on Visualization and Computer Graphics, 2016, 22 (7): 1862-1874
[28] Hao Deng, Liqiang Zhang, Chunmin Han, Yingchao Ren, Liang Zhang, Jonathan Li, Efficient occlusion-free visualization for navigation in mountainous areas, Computers & Geosciences, 2013, 52, 389-397.
[29] Liqiang Zhang, Hao Deng, Dong Chen, Zhen Wang, A spatial cognition-based urban building clustering approach and its applications, International Journal of Geographical Information Science, 2013, 27 (4), 721-740.
[30] Hao Deng, Liqiang Zhang, Jintao Ma, Liang Zhang, Dong Chen, Automatic generation of 2.5D terrain models without occluding routes of interest, Photogrammetric Engineering and Remote Sensing, 2012, 78 (11), 1175-1185.
[31] Hao Deng, Liqiang Zhang, Jintao Ma, Zhizhong Kang, Interactive panoramic map-like views for 3D mountain navigation, 2011, Computers & Geosciences, 37 (1), 1816-1824.
[32] Hao Deng, Liqiang Zhang, Xiancheng Mao, Jintao Ma, Zhizhong Kang, Junhuan Peng, Xiaoping Rui, Liu Liu, Fast and dynamic generation of linear octrees for geological bodies under hardware acceleration, 2010, Science China Earth Sciences, 53 (1), 113-119
