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Details of the Faculty or Staff |
Name |
SHAN Xiaocai |
Title |
Associate Senior Engineer |
Highest Education |
Ph.D. |
Subject Categories |
Geophysics |
Phone |
- |
Zip Code |
100029 |
Fax |
010-62010846 |
Email |
shxc@mail.iggcas.ac.cn |
Office |
No.19 Beitucheng West Road, Chaoyang District, Beijing, 100029, China |
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Education and Appointments: |
Educational Experience: 2011.9 - 2015.6: University of Science and Technology of China, Geophysics, Bachelor's Degree 2015.9 - 2021.6: Institute of Geology and Geophysics, Chinese Academy of Sciences, Geophysics, PhD 2019.12 - 2021.3: Cranfield University, UK, Interdisciplinary, Joint Training Work Experience: 2021.7 - 2023.12: Institute of Geology and Geophysics, Chinese Academy of Sciences, Postdoctoral Fellow 2023.12 - Present: Institute of Geology and Geophysics, Chinese Academy of Sciences, Senior Engineer |
Research Interests: |
- Geoscience Large Model
- Generative Large Model of Oil and Gas
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Supported Projects: |
Host projects - Horizontal project: Inversion of well logging curves based on Transformer intelligent model.
Participate in projects - Key independent research topics of the Lithosphere: Research on carbon dioxide storage mechanism and site selection evaluation.
- National Natural Science Foundation of China special project: Research on comprehensive prediction of phase permeability curve based on deep learning.
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Publications: |
- Shan, X., Chen, Z., Fu, B., Zhang, W., Li, J., & Wu, K. (2023). Predicting TOC from Well Logs Based on Deep Spatial-Sequential Graph Convolutional Network. Geophysics, 88(3), 1-64.
- Shan, X., Cao, J., Huo, S., Chen, L., Sarrigiannis, P. G., & Zhao, Y. (2022). Spatial–temporal graph convolutional network for Alzheimer classification based on brain functional connectivity imaging of electroencephalogram. Human Brain Mapping.
- Shan, X., Huo, S., Yang, L., Cao, J., Zou, J., Chen, L., ... & Zhao, Y. (2021). A Revised Hilbert-Huang Transformation to Track Non-stationary Association of Electroencephalography Signals. IEEE Transactions on Neural Systems and Rehabilitation Engineering.
- Shan, X., Tian, F., Cheng, F., Yang, C., & Xin, W. (2019). Spectral Decomposition and a Waveform Cluster to Characterize Strongly Heterogeneous Paleokarst Reservoirs in the Tarim Basin, China. Water, 11(2), 256.
- Zhang, W., Shan, X.*, Fu, B., Zou, X., & Fu, L. Y. (2022). A deep encoder-decoder neural network model for total organic carbon content prediction from well logs. Journal of Asian Earth Sciences, 240, 105437.
- Yang, L., Shan, X., Lv, C., Brighton, J., & Zhao, Y. (2021). Learning spatio-temporal representations with a dual-stream 3D residual network for non-driving activity recognition. IEEE Transactions on Industrial Electronics.
- Lv, Y., Shan, X., Huo, S., Yang,C. 2020. Local SNR estimation of seismic data based on deep convolutional neural network. Chinese Journal of Geophysics (in Chinese), 63(1): 320-328, doi: 10.6038/cjg2020N0058
- Cao, J., Zhao, Y., Shan, X., Blackburn, D., Wei, J., Erkoyuncu, J. A., ... & Sarrigiannis, P. G. (2022). Ultra high-resolution time-frequency analysis of EEG to characterise brain functional connectivity with the application in Alzheimer's disease. Journal of Neural Engineering.
- Cao, J., Zhao, Y., Shan, X., Wei, H. L., Guo, Y., Chen, L., ... & Sarrigiannis, P. G. (2022). Brain functional and effective connectivity based on electroencephalography recordings: A review. Human Brain Mapping, 43(2), 860-879.
- Xin, W., Tian, F., Shan, X., Zhou, Y., Rong, H., & Yang, C. (2020). Application of Geologically Constrained Machine Learning Method in Characterizing Paleokarst Reservoirs of Tarim Basin, China. Water, 12(6), 1765.
- Marsot, M., Mei, J., Shan, X., Ye, L., Feng, P., Yan, X., ... & Zhao, Y. (2020). An adaptive pig face recognition approach using Convolutional Neural Networks. Computers and Electronics in Agriculture, 173, 105386.
- Cao, J., Grajcar, K., Shan, X., Zhao, Y., Zou, J., Chen, L., ... & Sarrigiannis, P. G. (2021). Using interictal seizure-free EEG data to recognise patients with epilepsy based on machine learning of brain functional connectivity. Biomedical Signal Processing and Control, 67, 102554.
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No. 19, Beitucheng Xilu, Chaoyang District, 100029, Beijing, P.R.China
Tel: 010-82998001 Fax: 010-62010846 Email: suoban@mail.iggcas.ac.cn |
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