袁時金,女,同濟大學軟體學院任教,教授,博士生導師,研究方向為機器學習、大數據分析、智慧大氣與智慧海洋、智慧城市與智慧系統。
基本介紹
- 中文名:袁時金
- 學位/學歷:博士
- 職業:教師
- 專業方向:機器學習、大數據分析、智慧大氣與智慧海洋、智慧城市與智慧系統
- 就職院校:同濟大學
主講課程,學術成果,科研項目,學術論文,會議論文,
主講課程
資料庫原理與套用(國家雙語教學示範課程、上海市重點課程、上海高校示範性全英語教學課程)
記憶體計算與記憶體資料庫
學術成果
科研項目
1.國家自然科學基金青年基金項目,41405097,智慧型算法求解CNOP性能最佳化及其套用,2015/01-2017/12,已結題,主持。
2.中央高校基本科研業務費學科交叉重大專項資金資助項目,基於深度神經網路的颱風路徑強度和降水精準預報研究,2019/08-2021/07,在研,參與。
3.國家重點基礎研究發展計畫(973計畫)課題,信息服務的運行支撐平台及在交通和醫療信息服務中的實證研究,2010/01-2014/12月,已結題,參與。
4. 國家高技術研究發展計畫(863計畫)項目,地球系統模式中的高效並行算法研究與並行耦合器研製專題,海氣耦合模式CNOP的高效並行算法及其最佳化,2011/07-2012/12,項目編號:2010AA012304,已結題,參與。
5. 中國科學院知識創新工程重要方向項目,條件非線性最優擾動方法在黑潮路徑變異可預報性研究中的套用專題,黑潮路徑變異的數值模擬與分析研究,2011/01-2013/12,項目編號:KZCX2-EW-201,已結題,參與。
6.中央高校基本科研業務費專項資金資助,高效求解GFDL CM模式CNOP系統及其在CP-El Niño事件可預報性中的初步套用,2017/08-2018/07,已結題,主持。
7. 2015年度同濟大學軟體工程學科專項資金資助, 多源氣象大數據異構分散式存儲與檢索技術研究,2015/01-2015/12,已結題,主持。
8. 2014年度同濟大學軟體工程學科建設專項資金資助,海氣大數據高效存取與計算關鍵技術研究及平台實現,2014/01-2014/12,已結題,主持。
9. 江蘇省信息化建設重點示範工程項目,太倉市智慧城市大數據智慧型分析系統研發,2015/01-2016/12,已結題,主持。
10. 江蘇省信息化建設重點示範工程項目,太倉市智慧城市IOC-KPI系統研發,2014/01-2015/12,已結題,主持。
學術論文
1. Bin MU , Juhui REN , Shijin YUAN , Rong-Hua ZHANG, Lei CHEN , and Chuan GAO,The Optimal Precursors for ENSO Events Depicted Using the Gradientdefinition-based Method in an Intermediate Coupled Model,ADVANCES IN ATMOSPHERIC SCIENCES, VOL. 36, DECEMBER 2019, 1–12.
2.Shijin Yuan#,Xiaodan Luo,Bin Mu*,Jing Li,Guokun Dai,Prediction of North Atlantic Oscillation Index with Convolutional LSTM Based on Ensemble Empirical Mode Decomposition,Atmosphere 2019, 10(5),.
3.YUAN Shijin#, ZHANG Huazhen, LI Mi, MU Bin*, CNOP-P-based parameter sensitivity for double-gyre variation in ROMS with simulated annealing algorithm. Journal of Oceanology and Limnology, 2019, 37 (3).
4.YUAN Shijin#, LI Mi, WANG Qiang, ZHANG Kun, ZHANG Huazhen, MU Bin*,Optimal precursors of double-gyre regime transitions with an adjoint-free method. Journal of Oceanology and Limnology, 2019, 37 (4).
5. Zhang Linlin, Mu Bin, Yuan Shijin, et al. A novel approach for solving CNOPs and its application in identifying sensitive regions of tropical cyclone adaptive observations. Nonlinear Processes in Geophysics, 2018, 25(3).
6. Mu Bin, Zhang Linlin, Yuan Shijin, et al. Intelligent Algorithms for Solving CNOP and Their Applications in ENSO Predictability and Tropical Cyclone Adaptive Observations. Journal of Tropical Meteorology, 2018, 25(1).
7. Zhang Linlin, Yuan Shijin, Mu Bin, et al. CNOP-based sensitive areas identification for tropical cyclone adaptive observations with PCAGA method. Asia-Pacific Journal of Atmospheric Sciences, 2017, 53(1).
8. Zhang Linlin, Mu Bin, Yuan Shijin. A Modified Direct Search Algorithm based on Kernel Density Estimator with Three Mapping Strategies for Solving Nonlinear Optimization. Journal of Computers. (2018,EI)
9. Mu Bin, Ren Juhui, Yuan Shijin*, Zhou feifan. Identifying Typhoon Targeted Observations Sensitive Areas Using the Gradient Definition Based Method, Asia-Pacific Journal of Atmospheric Sciences, 2018: 1-13.
10. Mu Bin, Ren Juhui, Yuan Shijin*. An efficient approach based on the gradient definition for solving conditional nonlinear optimal perturbation, Mathematical Problems in Engineering, 2017.
11.Mu Bin, Wen Shicheng, Yuan Shijin*, Li Hongyu. PPSO: PCA based particle swarm optimization for solving conditional nonlinear optimal perturbation. Computers & geosciences, 83 (2015).
12.Wen Shicheng,Yuan Shijin*, Li Hongyu, Mu Bin, Robust ensemble feature extraction for solving conditional nonlinear optimal perturbation, In ternational Journal of Computational Science and Engineering, 2015.01.01, 11(4).
13.Yuan Shijin#*, Wen Shicheng, Li Hongyu, Zhang Xinfeng, Liu Qin, An optimization framework for adjoint-based climate simulations: A case study of the Zebiak-Cane model, International Journal of High Performance Computing Applications, 2014.5, 28(2).
會議論文
1. B. Mu, J. Li, S. Yuan, X. Luo and G. Dai, "Parallel PCA-Based Bacterial Foraging Optimization Algorithm for Identifying Optimal Precursors of North Atlantic Oscillation," 2019 IEEE 21st International Conference on High Performance Computing and Communications; IEEE 17th International Conference on Smart City; IEEE 5th International Conference on Data Science and Systems (HPCC/SmartCity/DSS), Zhangjiajie, China, 2019, pp. 1171-1177. 中國張家界
2.Mu, B., Peng, C., Yuan, S., & Chen, L. (2019, July). ENSO Forecasting over Multiple Time Horizons Using ConvLSTM Network and Rolling Mechanism. In 2019 International Joint Conference on Neural Networks (IJCNN) ,IEEE. 匈牙利布達佩斯
3. Mu, B. , Li, J., Yuan, S., Luo, X., & Dai, G. (2019, July). NAO Index Prediction using LSTM and ConvLSTM Networks Coupled with Discrete Wavelet Transform. In 2019 International Joint Conference on Neural Networks (IJCNN) , IEEE. 匈牙利布達佩斯
4.Shijin Yuan,Yunyi Chen,Bin Mu , CACO-LD: Parallel Continuous Ant Colony Optimization with Linear Decrease Strategy for Solving CNOP, 24nd International Conference on Neural Information Processing, ICONIP 2017, Guangzhou, China, November, 2017. 中國廣州
5. Bin Mu, Junhui Zhao, Shijin Yuan, Jinghao Yan, Parallel Dynamic Search Fireworks Algorithm with Linearly Decreased Dimension Number Strategy for Solving Conditional Nonlinear Optimal Perturbation, 2017 International Joint Conference on Neural Networks (IJCNN),Anchorage, Alaska, USA,2017.5.14-2017.5.19. 美國阿拉斯加
6.Yuan Shijin*, Mi Li, Bin Mu, Jingpeng Wang, PCAFP for Solving CNOP in Double-Gyre Variation and its Parallelization on Clusters, 2016 IEEE 18th International Conference on High-Performance Computing and Communications, Sydney, Australia, 2016.12.12-2016.12.14. 澳大利亞悉尼
7.Ren Juhui, Yuan Shijin*, Mu Bin, Parallel modified artificial bee colony algorithm for solving conditional nonlinear optimal perturbation, 2016 IEEE 18th International Conference on High-Performance Computing and Communications, Sydney, Australia, 2016.12.12-2016.12.14. 澳大利亞悉尼
8.Yuan Shijin*, Qian Yiwen, Mu Bin, Paralleled continuous tabu search algorithm with sine maps and staged strategy for solving CNOP, 15th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2015, Zhangjiajie, China, 2015.11.18-2015.11.20. 中國張家界
9.Yuan Shijin*, Ji Feng, Yan Jinghao, Mu Bin, A Parallel Sensitive Area Selection-Based Particle Swarm Optimization Algorithm for Fast Solving CNOP, 22nd International Conference on Neural Information Processing (ICONIP), Istanbul, TURKEY, 2015.11.9-2015.11.12. 土耳其伊斯坦堡
10.Yuan Shijin*, Zhao Li, Mu Bin, Parallel Cooperative Co-evolution Based Particle Swarm Optimization Algorithm for Solving Conditional Nonlinear Optimal Perturbation, 22nd International Conference on Neural Information Processing (ICONIP), Istanbul, Turkey, 2015.11.9-2015.11.12. 土耳其伊斯坦堡
11.Yuan Shijin*, Yan Jinghao, Mu Bin, Li Hongyu, Parallel dynamic step size sphere-gap transferring algorithm for solving conditional nonlinear optimal perturbation, 17th IEEE International Conference on High Performance Computing and Communications, IEEE 7th International Symposium on Cyberspace Safety and Security and IEEE 12th International Conference on Embedded Software and Systems, HPCC-ICESS-CSS 2015, New York, USA , 2015.8.24-2015.8.26. 美國紐約
12. Wen, Shicheng,Yuan, Shijin*,Mu, Bin,Li, Hongyu,Robust PCA-based genetic algorithm for solving CNOP, 11th International Conference on Intelligent Computing, ICIC 2015,Fuzhou, China,2015.8.20-2015.8.23. 中國福州
13.Bin Mu,Linlin Zhang,Shijin Yuan*,Hongyu Li, PCAGA: Principal Component Analysis Based Genetic Algorithm for Solving Conditional Nonlinear Optimal Perturbation, 2015 International Joint Conference on Neural Networks (IJCNN),Killarney, Ireland,2015.7.12-2015.7.17. 愛爾蘭基拉尼
14.Wen, Shicheng,Yuan, Shijin,Mu, Bin,Li, Hongyu,Ren, Juhui, PCGD: Principal components-based great deluge method for solving CNOP, IEEE Congress on Evolutionary Computation, CEC 2015,Sendai, Japan,2015.5.25-2015.5.28. 日本仙台
15.Wen, Shicheng,Yuan, Shijin*,Mu, Bin,Li, Hongyu,Chen, Lei, SAEP: Simulated Annealing Based Ensemble Projecting Method for Solving Conditional Nonlinear Optimal Perturbation, 14th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP),Dalian, China,2014.8.24-2014.8.27. 中國大連
16.Mu, Bin,Wen, Shicheng,Yuan, Shijin*,Li, Hongyu, Orthogonal Neighborhood Preservation Projection Based Method for Solving CNOP, 10th International Conference on Intelligent Computing (ICIC),Taiyuan, China,2014.8.3-2014.8.6. 中國太原
17.Hongyu Li,Jie Bian,Shijin Yuan*,Parallel Optimization of the MM5 Adjoint Model, 15th IEEE International Conference on High Performance Computing and Communications, HPCC 2013 and 11th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, EUC 2013,Zhangjiajie, China,2013.11.13-2013.11.15. 中國張家界
18. Li, Hongyu,Zhou, Weiyu,Yuan, Shijin*,Wen, Shicheng, ACStack: Adaptive composite stack for adjoint models in code optimization, 15th IEEE International Conference on High Performance Computing and Communications, HPCC 2013 and 11th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, EUC 2013,Zhangjiajie, China,2013.11.13-2013.11.15. 中國張家界
19. Li, Hongyu#,Qin, Jiachuan,Yuan, Shijin*,Bian, Jie, Code parallel refactoring of the Zebiak-Cane model based on JASMIN, 2013 3rd International Conference on Computer Science and Network Technology, ICCSNT 2013,Dalian, China,2013.10.12-2013.10.13. 中國大連