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· 祝贺课题组2021级硕士何杭获得校优秀毕业生和四川省优秀毕业生
· 祝贺课题组2020级本科陈羽馨保送南京大学
· 祝贺课题组2020级本科朱思博保送中国石油大学（华东）
· 祝贺课题组2021级硕士侯立以第一作者身份在英文SCI杂志Geoenergy Science and Engineering（二区）发表论文（链接）
· 祝贺课题组2021级硕士何杭以第一作者身份在英文SCI杂志Journal of Earth Science（二区）发表论文（链接）
· 祝贺课题组2021级硕士李雪霜以第一作者身份在中文核心期刊《第四纪研究》(T1)发表论文（链接）
· 祝贺课题组2023级博士刘钰源以第一作者身份在中文核心期刊《第四纪研究》(T1)发表论文（链接）
Welcome to Ma Lab
（硕士、博士、博士后）
我们课题组经费充足
请尽情施展你的抱负
虚位以待～非你莫属
马超：教授、博导
machao@cdut.edu.cn
团队网站
个人简介：
马超，国家高层次海外人才、省级创新团队负责人、四川省特聘专家、珠峰A类人才。长期从事地质学和计算机科学的交叉研究，主要研究领域为 1. 沉积和古气候；2. 地质大数据；3. 人工智能。在Nature等国际一流期刊发表英文SCI论文50余篇，其中第一作者/通讯16篇。担任自然资源部重点实验室深时地理环境重建与应用重点实验室学术委员兼秘书。
学习工作经历：
| 2008年 |
中国地质大学（北京） |
地质学 学士 |
| 2016年 |
University of Wisconsin-Madison |
地质学 博士 |
| 2017-2019年 |
University of Utah |
地质学 博士后 |
| 2019-2020年 |
University of Idaho |
计算机 博士后 |
| 2021年-至今 |
成都理工大学 |
教授 |
深度参与深时数字地球大科学计划（Deep-time Digital Earth, DDE）。该计划是地球科学和信息科学、计算机、大数据的交叉研究。合作者来自中科院、清华、南大、上海交大、浙大、地质大学（北京、武汉）、南京信息工程大学的地球科学和计算机专家。欢迎对此感兴趣的学生报考我的地质学、地质工程、数学地质和计算机专业的硕士/博士，欢迎对课题组感兴趣的同学提前联系来看看，差旅由课题组承担。
招生（硕士、博士、博士后）：
| 方向 |
野外要求 |
数据分析要求 |
实验要求 |
编程能力 |
适合背景 |
报考专业/学院 |
攻读学历 |
沉积地质学、 旋回地层学、 古气候学 |
可选 |
可选 |
可选 |
可选 |
地质 大气 |
070900 地质学（沉积院、地科院）：
----------
085703 地质工程（沉积院）：
|
硕/博 |
| 地质大数据 |
无 |
中 |
无 |
中 |
地质 地信 地物 数学 计算机 数据科学 统计 |
070900 地质学（沉积院）：
----------
085703 地质工程（沉积院）：
----------
|
硕/博 |
人工智能 |
无 |
高 |
无 |
高 |
计算机 |
计算机与网络安全学院： 081200 计算机科学与技术 085404 计算机技术 085405 软件工程 085410 人工智能 085411 大数据技术与工程 |
硕 |
最新职位：
1. 地质数据分析助理（Data Assistant）：
2. 博士后：
我可以通过以下两种方式招博士后合作者，能力强者可以兼任两个。
成都理工大学：
地质大数据或智能岩相古地理，或相关方向
要求：有大数据经验的博士。其他要求和待遇见学校公告(如打开报错请刷新打开的网页)。
工资：15-30万/年。
其他政策：博士后享受成都市子女择校政策
DDE研究中心（苏州）：
地质大数据或相关方向
要求：见DDE网站
工资：53000美元/年。
新闻：
1.『成理青年说』： Follow Your Heart，彼方尚有荣光在
2. 0.96亿年前温室气候下与恐龙共舞的百年到千年气候波动
3. 科学美国人-60秒科学
开发软件：
1.空间同位素统计分析软件包：assignR (https://CRAN.R-project.org/package=assignR，截止2021年2月累计下载～9000次)
2.时空分析软件STWR (https://github.com/quexiang/STWR)
3.深时知识图谱工具DeepTimeKB (https://github.com/xgmachina/DeepTimeKB)
讲授课程
短期课程：第七届全国沉积学大会短期课程：旋回地层学（组织者和讲师）
研究生课程：《地质大数据分析与应用》《地学大数据研究与实例》
邀请报告：
2050博物馆讲座（2022）
ICBDA2022 (2022)
第一届地球能源与大数据学术研讨会 (2021)
地学大数据及地学空间建模 (2021)
GIS Day at University of Idaho (2020)
Goldschmidt Geochemistry Conference (2020)
Arizona State University, School of Geographical Sciences and Urban Planning (2019)
GIS Day at University of Idaho (2019)
天津大学，表层地球系统科学研究院（2018）
中国地质大学（武汉），地球科学学院（2018）
Goldschmidt Geochemistry Conference (2018)
中国科技大学，地球和空间科学学院（2018）
南京大学，地球科学与工程学院（2018）
西北大学，地质系（2018）
GSA Annual Meeting (2017)
中山大学，地球科学与工程学院（2017）
中国地质大学（武汉），地球科学学院（2017）
George Mason University，大气海洋和地球科学系（2016）
项目：
1. 海外高层次人才项目，2021年-至今，在研，主持
2. 中国国家自然基金，面上项目，2022-2025，在研，主持
3. 国家自然科学基金委员会基础科学中心项目：大陆演化与季风系统演变，2019-2023，在研，专题负责
4. 油气藏地质及开发工程国家重点实验室人才培育课题，2022-2025，在研，主持
5. 中国国家自然基金地球科学部原创探索计划项目两项：
6. 美国国家自然基金，OAC1835717，Elements: Software: HDR: A knowledge base of deep time to facilitate automated workflows in studying the co-evolution of the geosphere and biosphere，2019-02至现在, 59.7万美元，在研，参与。
7. 地球科学信息联盟基金，FUNding Friday Projects，Deep Time Climate Data，2019-07至2019-12，5000美元，完成，主持。
8. 美国国家自然基金，EF-1241286，Inter-University Training for Continental-Scale Ecology: Bridging Scales and Systems with Isotopes，2017-02至2019-01，434万美元，完成，参与。
9. 美国国家自然基金，DBI-1565128，Origin Inference from Geospatial Isotope Networks，2017-02至2019-01，150万美元，完成，参与。
10. 中国科学院前沿科学重点研究项目，新近纪东亚季风的轨道周期变化及其全球意义,2016-08至现在，250万，在研，参与。
11. 美国国家自然基金，EAR1337454，Collaborative Research: Investigating the biotic and paleoclimatic consequences of dust in the Late Paleozoic，2016-08至2017-01，6.7万美元，完成，参与。
12. 美国国家自然基金，EAR1151438，Deciphering the Beat of a Timeless Rhythm - The Future of Astrochronology，2012.09-2016.06，57.6万美元，结题，参与。
13. 美国国家自然基金，EAR0959108，Collaborative Research: Integrating Radioisotopic and Astronomical Time Scales for the Cretaceous，2010-09至2012-08，42万美元，结题，参与。
14. 中国国家科技部，973计划课题，2006CB701406，白垩纪重大地质事件与温室气候变化综合研究，2008-08至2010-08，1100万元，结题，参与。
学术兼职：
1. 编委：Palaeogeography Palaeoclimatology Palaeoecology (2017-2022)
2. 客座编辑：
DDE Geosciences Knowledge System and Ontology，Geoscience Frontiers
Advances in geoscience ontologies and knowledge systems，Journal of Earth Sciences
“固体地球科学知识本体、知识图谱及其应用”， 高校地质学报
3.审稿人:
Science Advances｜Geology｜Earth and Planetary Science Letters｜Global and Planetary Change｜Geoscience Frontiers｜Precambrian Research｜GSA Bulletin｜Ore Geology Reviews｜Computers and Geosciences｜Climate of Past｜Paleoceanography and Paleoclimatology｜Palaeogeography Palaeoclimatology Palaeoecology｜Journal of Palaeogeography｜Applied Geochemistry｜Cretaceous Research｜Journal of Asian Earth Sciences｜Advances in Space Research｜Applied Computing & Geosciences｜Minerals
4.会议召集人:
- 第七届全国沉积学大会：数据驱动下的沉积研究 ，2022，成都，中国
- 第七届全国沉积学大会：地时中国（沉积岩精确定年），2022，成都，中国
- IN013 - Big Data and Data Mining in Deep Time, AGU 2019, San Francisco, CA, USA.
- PP009 - Cyclostratigraphy and Astronomical Forcing of Past Climates, AGU 2019, San Francisco, CA, USA.
- Oral and poster sessions for T47. Recent Developments in Cyclostratigraphy, GSA 2017, Seattle, USA.
- Oral and poster sessions for PP42B: Cyclostratigraphy and Astronomical Forcing of Past Climates I, II, AGU 2017, New Orleans, USA.
- 2019 First Deep Time Data Science Mini-Workshop, Moscow, ID, USA.
发表论文(Google Scholar:https://goo.gl/WxzEsD)：
[49] Zheng, D., Zhong, H., Camps-Valls, G., Cao, Z., Ma, X., Mills, B., Hu, X., Hou, M. and Ma, C., 2024. Explainable deep learning for automatic rock classification. Computers & Geosciences, 184, p.105511.
[48] Hou, L., Ma, C.*, Tang, W., Zhou, Y., Ye, S., Chen, X., Zhang, X., Yu, C., Chen, A., Zheng, D. and Cao, Z., 2024. DDViT: Advancing lithology identification on FMI image logs through a dual modal transformer model with less information drop. Geoenergy Science and Engineering, p.212662.
[47] Lin, Z., Deng, C., ... Ma, C.,... 2023. GeoGalactica: A Scientific Large Language Model in Geoscience. arXiv preprint arXiv:2401.00434.
[46] 刘钰源, 唐闻强, 周羽漩, 王晨浩, 马超, 2023. 白垩纪大洋缺氧事件 2 (OAE 2) 期间的百年到千年周期. 第四纪研究, 43(6), pp.1584-1596.
[45] 李雪霜, 张坦, 马超, 2023. 白垩纪大洋缺氧事件 2 (OAE 2) 的天文年代学对比研究. 第四纪研究, 43(6), 1597-1613.
[44] Hu, X., Xu, Y., Ma, X., Zhu, Y., Ma, C., Li, C., Lü, H., Wang, X., Zhou, C. and Wang, C., 2023. Knowledge System, Ontology, and Knowledge Graph of the Deep-Time Digital Earth (DDE): Progress and Perspective. Journal of Earth Science, 34(5), pp.1323-1327.
[43] Jin, S., Liu, S., Wei, X., Ma, C., Chen, Y., Hao, J., Ni, K. and Zhou, D., 2023. Astronomically forced cycles in Lower Carboniferous Luzhai Formation shales, Guizhong Depression, South China. Marine and Petroleum Geology, 156, p.106427.
[42] Tang, W., Zhang, D., Zhou, Y., Liu, Y., Wu, K., Zhang, P., Han, Q., Li, F. and Ma, C., 2023. Astronomical forcing in the coal-bearing Middle Jurassic Dameigou Formation, Qaidam Basin, northwestern China. Ore Geology Reviews, p.105663.
[41] Hu, X., Ma, X., Ma, C. and Lv, H., 2023. The geoscience knowledge system, ontology and knowledge graph for data-driven discovery: Preface. Geoscience Frontiers, 14, p.101592.
[40] Ma, P., Ma, C., Yang, S. and Fernandez, A.R., 2023. East Asian summer monsoon evolution recorded by the middle Miocene pelagic reddish clay, South China Sea. Global and Planetary Change, 222, p.104072.
[40] Ma, Y., Fan, M., Li, M., Ogg, J.G., Zhang, C., Feng, J., Zhou, C., Liu, X., Lu, Y., Liu, H., Eldrett, J.S., and Ma, C.*, 2023. East Asian lake hydrology modulated by global sea-level variations in the Eocene warmhouse. Earth and Planetary Science Letters, 602, p.117925.
[39] Zhou, C., Feng, J., Huang, T. and Ma, C.*, 2023, January. Matching application of logging data based on DTW and its improved algorithm. In International Conference on Statistics, Data Science, and Computational Intelligence (CSDSCI 2022) (Vol. 12510, pp. 364-372). SPIE.
[38] Rodríguez-López, J.P., Wu, C., Vishnivetskaya, T.A., Murton, J.B., Tang, W. and Ma, C., 2022. Permafrost in the Cretaceous supergreenhouse. Nature Communications, 13(1), p.7946.
[37] Liu, X., Zhang, Y., Han, K., Batenburg, S.J., Guo, H., Ma, C., Yao, H., Fan, H., Wu, Q. and Chen, X., 2022. Chemo-and cyclostratigraphic records of the Albian from the Tethyan Himalaya of southern Tibet, China. Global and Planetary Change, 218, p.103955.
[36] 田军, 吴怀春, 黄春菊, 李明松, 马超, 汪品先, 2022. 从40万年长偏心率周期看米兰科维奇理论. 地球科学, 47(10): 3543-3568. doi: 10.3799/dqkx.2022.248
[35] Zheng, D., Wu, S., Ma, C.*, Xiang, L., Hou, L., Chen, A. and Hou, M., 2022. Zircon classification from cathodoluminescence images using deep learning. Geoscience Frontiers, 13(6), p.101436.
[34] Ma, C., Kale, A.S., Zhang, J. and Ma, X., 2022. A knowledge graph and service for regional geologic time standards. Geoscience Frontiers, p.101453.
[33] Ma, C., Morrison, S.M., Muscente A.D., Wang, C., Ma, X., 2022. Incorporate temporal topology in a deep-time knowledge base to facilitate data-driven discovery in geoscience. Geoscience Data Journal, DOI: 10.1002/gdj3.171.
[32] Zheng, D., Hou, M., Chen, A., Zhong, H., Qi, Z., Ren, Q., You, J., Wang, H. and Ma, C.*, 2022. Application of machine learning in the identification of fluvial-lacustrine lithofacies from well logs: A case study from Sichuan Basin, China. Journal of Petroleum Science and Engineering, p.110610.
[31] Ma, C., Hinnov, L.A., Eldrett, J.S., Meyers, S.R., Bergman, S.C., Minisini, D., Lutz, B., 2022. Centennial to millennial variability of greenhouse climate across the mid-Cenomanian event. Geology, doi: https://doi.org/10.1130/G48734.1
[30] Jin, S., Liu, S., Li, Z., Chen, A., Ma C., 2022 "Astrochronology of a middle Eocene lacustrine sequence and sedimentary noise modeling of lake-level changes in Dongying Depression, Bohai Bay Basin." Palaeogeography, Palaeoclimatology, Palaeoecology, p.110740.
[29] Ao, H., Rohling, E. J., Zhang, R., Roberts, A. P., Holbourn, A. E., Ladant, J. B., ...Ma, C., ... & An, Z., 2021. Global warming-induced Asian hydrological climate transition across the Miocene–Pliocene boundary. Nature Communications, 12(1), 1-13.
[28] Huang, H., Gao, Y., Ma, C., Niu, L., Dong, T., Tian, X., Cheng, H., Hei, C., Tao, H. and Wang, C., 2021. Astronomical constraints on the development of alkaline lake during the Carboniferous-Permian Period in North Pangea. Global and Planetary Change, p.103681.
[27] Huang, H., Gao, Y., Ma, C., Jones, M. M., Zeeden, C., Ibarra, D. E., ... & Wang, C., 2021. Organic carbon burial is paced by a~ 173-ka obliquity cycle in the middle to high latitudes. Science Advances, 7(28), eabf9489.
[26] Que, X.,Ma, C.*, Ma, X. and Chen, Q., 2021. Parallel computing for Fast Spatiotemporal Weighted Regression.Computers & Geosciences, p.104723.
[25] Wang, C., Hazen, R.M., Cheng, Q., Stephenson, M.H., Zhou, C., Fox, P., Shen, S.Z., Oberhänsli, R., Hou, Z., Ma, X., Feng, Z., Fan, J.,Ma, C., H, X., Luo, B., Wang, J., 2021. The Deep-time Digital Earth program: data-driven discovery in geosciences.National Science Review.
[24] Que, X., Ma, X.,Ma, C.*and Chen, Q.,2020. A spatiotemporal weighted regression model (STWR v1. 0) for analyzing local nonstationarity in space and time.Geoscientific Model Development, 13(12), pp.6149-6164.
[23] Ma, C., Vander Zanden, H.B., Wunder, M.B. and Bowen, G.J., 2020. assignR: An R package for isotope‐based geographic assignment.Methods in Ecology and Evolution. https://doi.org/10.1111/2041-210X.13426
[22] Ma, C., Meyers, S.R., Hinnov, L.A., Eldrett, J.S., Bergman, S.C. and Minisini, D., 2020. A method to decipher the time distribution in astronomically forced sedimentary couplets.Marine and Petroleum Geology, p.104399.
[21] Ma, C., Li, M., 2020. Astronomical time scale of the Turonian constrained by multiple paleoclimate proxies,Geoscience Frontiers, https://doi.org/10.1016/j.gsf.2020.01.013
[20] Ma, X.,Ma, C.and Wang, C., 2020. A new structure for representing and tracking version information in a deep time knowledge graph.Computers & Geosciences, p.104620. https://doi.org/10.1016/j.cageo.2020.104620
[19] Yang, H., Huang, Y., Ma, C.*, Zhang, Z. and Wang, C., 2020. Recognition of Milankovitch cycles in XRF core-scanning records of the Late Cretaceous Nenjiang Formation from the Songliao Basin (northeastern China) and their paleoclimate implications. Journal of Asian Earth Sciences, 194, p.104183.
[18] Ma, C,Meyers R.S., Sageman B.B., 2019, Testing Late Cretaceous astronomical solutions in a 15 million year astrochronologic record from North America.Earth Planet. Sci. Lett. 513, 1–11.
[17] Ma, C,Meyers R.S., Sageman B.B., 2017, Theory of chaotic orbital variations confirmed by Cretaceous geological evidence,Nature.DOI: 10.1038/nature21402
[16] Matthias Sinnesael, David De Vleeschouwer, Christian Zeeden, Sietske J. Batenburg, Da Silva Anne-Christine, Niels J. de Winter, Jaume Dinarès-Turell, Anna Joy Drury, Gabriele Gambacorta, Frits Hilgen, Linda Hinnov, Alexander J.L. Hudson, David B. Kemp, Margriet Lantink, Jiri Laurin, Mingsong Li, Diederik Liebrand,Chao Ma, Stephen Meyers, Johannes Monkenbusch, Sandro Montanari, Theresa Nohl, Heiko Pälike, Damien Pas, Micha Ruhl, Nicolas Thibault, Maximilian Vahlenkamp, Luis Valero, Sébastien Wouters, Huaichun Wu, Philippe Claeys. 2019. The Cyclostratigraphy Intercomparison Project (CIP): consistency, merits and pitfalls.Earth-Science Reviews, p.102965.
[15] Zhang, C., Jiang, S., Liu, D.D., Chakrabarti, R., Zeng, J.H., Santosh, M., Luo, Q., Spencer, C.J.,Ma, C., Liu, L.F. and Kong, X.Y., 2019. A novel model for silicon recycling in the lithosphere: Evidence from the Central Asian Orogenic Belt.Gondwana Research,76, pp.115-122.
[14] Ma, C, Meyers, R.S., Sageman, B.B., Jicha B., Singer, B., 2014, Testing the Astronomical Time Scale for Oceanic Anoxic Event 2, and its Extension into Cenomanian Strata of the Western Interior Basin.GSA Bulletin. doi:10.1130/B30922.1
[13] Carvajal, C.P., Soreghan, G.S., Isaacson, P.E.,Ma, C., Hamilton, M.A., Hinnov, L.A. and Dulin, S.A., 2018. Atmospheric dust from the Pennsylvanian Copacabana Formation (Bolivia): A high-resolution record of paleoclimate and volcanism from northwestern Gondwana.Gondwana Research. 58, 105-121.
[12] Ma, P., Wang, C., Meng, J.,Ma, C., Zhao, X., Li, Y. and Wang, M., 2017. Late Oligocene-early Miocene evolution of the Lunpola Basin, central Tibetan Plateau, evidences from successive lacustrine records.Gondwana Research, 48, pp.224-236.
[11] 文一雄, 马鹏飞, 马超, 孟俊, 李亚林, 胡滨, 刘中绒, 2016. 青藏高原新生代伦坡拉盆地丁青湖组测井剖面凝灰岩标志层的识别. 中国矿业, 25(6), pp.148-153.
[10] Eldrett, J.S.,Ma, C., Bergman, S.C., Ozkan, A., Minisini, D., Lutz, B., Jackett, S.J., Macaulay, C., Kelly, A.E., 2015. Origin of limestone–marlstone cycles: astronomic forcing of organic-rich sedimentary rocks from the Cenomanian to early Coniacian of the Cretaceous Western Interior Seaway, USA.Earth Planet. Sci. Lett.423, 98–113.
[9] Eldrett, J.S.,Ma, C., Bergman, S.C., Lutz B., Gregory, J., Dodsworth, P., Phipps M., Hardas P., Minisini, D., Ozkan, A., Ramezani, J., Bowring, S.A., Kamo, S.L., Ferguson, K., Macaulay, C., Kelly, A.E.,2015, An astronomically calibrated stratigraphy of the Cenomanian, Turonian and earliest Coniacian from the Cretaceous Western Interior Seaway, USA: Implications for global chronostratigraphy. Cretaceous Research, v. 56, p.316-344.
[8] Chen, X., Wang, C., Wu, H., Kuhnt, W., Jia, J., Holbourn, A., Zhang, L. and Ma, C., 2015. Orbitally forced sea-level changes in the upper Turonian–lower Coniacian of the Tethyan Himalaya, southern Tibet.Cretaceous Research, 56, pp.691-701.
[7] Chen X., Wang C., Kuhnt W., Holbourn A., Huang Y.,Ma,C., 2011,Lithofacies, microfacies and depositional environments of Upper Cretaceous Oceanic Red Beds (Chuangde Formation) in southern Tibet.Sedimentary Geology, 235(2011) 100-110.
[6] Li, Y., Wang, C., Zhao, X., Yin, A., and Ma, C., 2012. Cenozoic thrust system, basin evolution, and uplift of the Tanggula Range in the Tuotuohe region, central Tibet.Gondwana Research, 22, pp.482-492.
[5] Li, Y., Wang, C.,Ma, C., Xu, G. and Zhao, X., 2011, Balanced cross-section and crustal shortening analysis in the Tanggula-Tuotuohe Area, Northern Tibet.Journal of Earth Science, 22(1).
[4] Li, Y., Wang, C., Xu, G., Zhao, X.,Ma, C., 2010, Crustal Shortening in the Tanggula-Tuotuohe Area, Northern Tibet, in Leech, M.L., and others, eds., Proceedings for the 25th Himalaya-Karakoram-Tibet Workshop: U.S. Geological Survey, OpenFile Report 2010-1099, 2 p.
[3] Li Y., Wang C., Li Y.,Ma, C., Wang L., Peng S., 2010, The Cretaceous tectonic event in the Qiangtang Basin and its implications for hydrocarbon accumulation.Petroleum Science, 7: 466-471.
[2] 李林, 周锡强, 黄永建, 马超, 2009. 色度学方法的深时研究: 以藏南贡扎剖面白垩系赛诺曼/土仑阶为例. 地学前缘, 16(5), 153.
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