Deep multimodal fusion for 3D mineral prospectivity modeling: Integration of geological models and simulation data via canonical-correlated joint fusion networks.

Hao Deng 0004 Central South University, School of Geosciences and Info-Physics, Changsha, China Beijing Normal University, State Key Laboratory of Remote Sensing Science, China https://orcid.org/0000-0001-9417-6629 Hao Deng Hao Deng 0001 Henan University, School of Physics and Electronics, Kaifeng, China Xi'an Jiaotong University, Department of nformation and communication engineering, China https://orcid.org/0000-0002-2444-2693 Hao Deng 0002 Tongji University, School of Software Engineering, Shanghai, China University of Electronic Science and Technology, Department of Physical Electronics, Chengdu, China https://orcid.org/0000-0002-4627-9110 Hao Deng 0003 University of Houston, Department of Electrical and Computer Engineering, TX, USA https://orcid.org/0000-0002-7193-7939 Hao Deng 0005 Chinese Academy of Sciences, CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen, China Chinese University of Hong Kong, Shenzhen Institutes of Advanced Technology Chines, China Hao Deng 0006 Macau University of Science and Technology, Faculty of Information Technology, China Hao Deng 0007 Peng Cheng Laboratory, Robotics Research Institute, Shenzhen, China Hao Deng 0008 https://orcid.org/0000-0002-5828-9981 Massachusetts General Hospital, Boston, MA, USA Hao Deng 0009 https://orcid.org/0009-0006-6236-0441 Université Paris-Saclay, Gif-sur-Yvette, France Hao Deng 0010 https://orcid.org/0000-0002-1656-229X Virginia Tech, Blacksburg, VA, USA Hao Deng 0011 https://orcid.org/0009-0002-6335-7405 Alibaba International Digital Commerce Group, Beijing, China Hao Deng 0012 https://orcid.org/0009-0006-9014-4295 Xiangtan University, Xiangtan, Hunan, China Hao Deng 0013 https://orcid.org/0009-0007-0542-0513 China University of Geosciences, Wuhan, Hubei, China Hao Deng 0014 https://orcid.org/0000-0003-3173-9062 Southwest University of Science and Technology, Mianyang, Sichuan, China Hao Deng 0015 https://orcid.org/0009-0000-6608-2721 Southwest Jiaotong University, Chengdu, Sichuan, China Hao Deng 0016 https://orcid.org/0000-0003-1919-7782 Southwest University, Chongqing, China Hao Deng 0017 https://orcid.org/0000-0003-3841-958X Huazhong Agricultural University, Wuhan, Hubei, China Hao Deng 0018 https://orcid.org/0009-0004-7651-7898 Xi'an Jiaotong University, Xi'an, China

Yang Zheng Hao Deng 0004 Jingjie Wu Shaofeng Xie Xinyue Li Yudong Chen Nan Li 0049 Keyan Xiao Norbert Pfeifer Xiancheng Mao Deep multimodal fusion for 3D mineral prospectivity modeling: Integration of geological models and simulation data via canonical-correlated joint fusion networks. 105618 2024 188 Comput. Geosci. https://doi.org/10.1016/j.cageo.2024.105618 db/journals/gandc/gandc188.html#ZhengDWXLCLXPM24

Shaoning Di Hao Deng 0004 Dong Chen 0009 Xiancheng Mao Yanhong Zou Lixin Wu Yu Guo Yangbin Lin Liqiang Zhang 0001 PECo: A Point-Edge Collaborative Framework for Global-Aware Urban Building Contouring From Unstructured Point Clouds. 1-19 2024 62 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2023.3342807 db/journals/tgrs/tgrs62.html#DiDCMZWGLZ24

Yang Zheng Hao Deng 0004 Jingjie Wu Ruisheng Wang Zhankun Liu Lixin Wu Xiancheng Mao Jian Chen Space-associated domain adaptation for three-dimensional mineral prospectivity modeling. 2885-2911 2023 December 16 Int. J. Digit. Earth 1 https://doi.org/10.1080/17538947.2023.2241432 db/journals/digearth/digearth16.html#ZhengDWWLWMC23

Hao Deng 0004 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. 105074 2022 161 Comput. Geosci. https://doi.org/10.1016/j.cageo.2022.105074 https://www.wikidata.org/entity/Q114952704 db/journals/gandc/gandc161.html#DengZCYXM22

Shuyan Yu Hao Deng 0004 Zhankun Liu Jin Chen Xiaotang Gu Jiaxin Li Keyan Xiao Xiancheng Mao Identifying multivariate geochemical anomalies via tensor dictionary learning over spatial-elemental dimensionalities. 105153 2022 165 Comput. Geosci. https://doi.org/10.1016/j.cageo.2022.105153 https://www.wikidata.org/entity/Q114202206 db/journals/gandc/gandc165.html#YuDLCGLXM22

Hao Deng 0004 Yang Zheng Jin Chen Shuyan Yu Keyan Xiao Xiancheng Mao Learning 3D Mineral Prospectivity from 3D Geological Models with Convolutional Neural Networks: Application to a Structure-controlled Hydrothermal Gold Deposit. 2021 abs/2109.00756 CoRR https://arxiv.org/abs/2109.00756 db/journals/corr/corr2109.html#abs-2109-00756

Yu Liu 0039 Qinyao Luo Hang Shen 0002 Sida Zhuang Chen Xu Yihe Dong Yukai Sun Shaochen Wang Hao Deng 0004 Social Media Big Data-Based Research on the Influencing Factors of Insomnia and Spatiotemporal Evolution. 41516-41529 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.2976881 db/journals/access/access8.html#LiuLSZXDSWD20

Yuebin Wang Liqiang Zhang 0001 Hao Deng 0004 Jiwen Lu Haiyang Huang 0001 Liang Zhang 0023 Jun Liu 0029 Hong Tang Xiaoyue Xing Learning a Discriminative Distance Metric With Label Consistency for Scene Classification. 4427-4440 2017 55 IEEE Trans. Geosci. Remote. Sens. 8 https://doi.org/10.1109/TGRS.2017.2692280 db/journals/tgrs/tgrs55.html#WangZDLHZLTX17

Xiancheng Mao Bin Zhang 0034 Hao Deng 0004 Yanhong Zou Jin Chen Three-dimensional morphological analysis method for geologic bodies and its parallel implementation. 11-22 2016 96 Comput. Geosci. https://doi.org/10.1016/j.cageo.2016.07.004 db/journals/gandc/gandc96.html#MaoZDZC16

Hao Deng 0004 Liqiang Zhang 0001 Xiancheng Mao Huamin Qu Interactive Urban Context-Aware Visualization via Multiple Disocclusion Operators. 1862-1874 2016 22 IEEE Trans. Vis. Comput. Graph. 7 https://doi.org/10.1109/TVCG.2015.2469661 http://doi.ieeecomputersociety.org/10.1109/TVCG.2015.2469661 https://www.wikidata.org/entity/Q39722589 db/journals/tvcg/tvcg22.html#DengZMQ16

Yuebin Wang Liqiang Zhang 0001 P. Takis Mathiopoulos Hao Deng 0004 A Gestalt rules and graph-cut-based simplification framework for urban building models. 247-258 2015 35 Int. J. Appl. Earth Obs. Geoinformation https://doi.org/10.1016/j.jag.2014.09.012 db/journals/aeog/aeog35.html#WangZMD15

Baoyi Zhang Xiaoli Li Xiancheng Mao Hao Deng 0004 Shangguo Zhou A predictive GIS model for mapping potential manganese mineralization in western Guangxi and southeastern Yunnan area, China. 1-9 2015 Geoinformatics https://doi.org/10.1109/GEOINFORMATICS.2015.7378652 https://www.wikidata.org/entity/Q59874990 conf/geoinformatics/2015 db/conf/geoinformatics/geoinformatics2015.html#ZhangLMDZ15

Dong Chen 0009 Liqiang Zhang 0001 Zhen Wang 0032 Hao Deng 0004 A mathematical morphology-based multi-level filter of LiDAR data for generating DTMs. 1-14 2013 56 Sci. China Inf. Sci. 10 https://doi.org/10.1007/s11432-012-4707-3 db/journals/chinaf/chinaf56.html#ChenZWD13

Hao Deng 0004 Liqiang Zhang 0001 Chunming Han Yingchao Ren Liang Zhang 0023 Jonathan Li 0001 Efficient occlusion-free visualization for navigation in mountainous areas. 389-397 2013 52 Comput. Geosci. https://doi.org/10.1016/j.cageo.2012.09.016 db/journals/gandc/gandc52.html#DengZHRZL13

Liqiang Zhang 0001 Hao Deng 0004 Dong Chen 0009 Zhen Wang 0032 A spatial cognition-based urban building clustering approach and its applications. 721-740 2013 27 Int. J. Geogr. Inf. Sci. 4 https://doi.org/10.1080/13658816.2012.700518 db/journals/gis/gis27.html#ZhangDCW13

Hao Deng 0004 Liqiang Zhang 0001 Jingtao Ma Zhizhong Kang Interactive panoramic map-like views for 3D mountain navigation. 1816-1824 2011 37 Comput. Geosci. 11 https://doi.org/10.1016/j.cageo.2011.04.002 db/journals/gandc/gandc37.html#DengZMK11

Dong Chen 0009 Jian Chen Jin Chen Yudong Chen Shaoning Di Yihe Dong Xiaotang Gu Yu Guo Chunming Han Haiyang Huang 0001 Zhizhong Kang Jiaxin Li Jonathan Li 0001 Nan Li 0049 Xiaoli Li Xinyue Li Yangbin Lin Jun Liu 0029 Yu Liu 0039 Zhankun Liu Jiwen Lu Qinyao Luo Jingtao Ma Xiancheng Mao P. Takis Mathiopoulos Norbert Pfeifer Huamin Qu Yingchao Ren Hang Shen 0002 Yukai Sun Hong Tang Ruisheng Wang Shaochen Wang Yuebin Wang Zhen Wang 0032 Jingjie Wu Lixin Wu Keyan Xiao Shaofeng Xie Xiaoyue Xing Chen Xu Shuyan Yu Baoyi Zhang Bin Zhang 0034 Liang Zhang 0023 Liqiang Zhang 0001 Yang Zheng Shangguo Zhou Sida Zhuang Yanhong Zou