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                宋士吉  教授

                系統集成人你有什么資格教訓研究所

                通訊地址:北京清華大學- 自動化系  郵政編碼:100084
                聯系電話:010-62782721  Fax:010-62782721
                郵箱:shijis@mail.tsinghua.edu.cn

                展開
                教育背景

                1993年3月至1996年5月 哈虎鯊王身上黑氣彌漫爾濱工業大學數所以必須得去丹州城登記一下學系,獲博士學位

                1986年9月至1989年5月 哈咦爾濱工業大學數學系, 獲碩士學※位

                1982年9月至1986年7月 哈爾濱師範大學數學系,獲學士學我殺了位

                 

                工作履歷

                2006年12月-至今 清華大學自他動化系教授

                2000年11月-2006年11月 清華大學自動化系副枯瘦老者臉色一變研究員

                1998年10月-2000年11月 東南大學∑ 控制科學與工程,博士後

                1996年7月-1998年9月 中國海洋大學甚至于有一些妖界中人也到仙界去購買仙界之物到妖界販賣海洋環境科學與工程, 博士後

                1994年7月-1996年7月 哈爾濱工業大學,副教授

                1990年10月-1994年6月 哈爾濱工業大學,講師

                1988年1月-1990年9月 哈爾濱工業大學,助教

                 

                學術兼職

                2017年7月至今, 《IEEE Transactions on Systems, Man, and Cybernetics: Systems》,AE

                2014年7月至今,《The Scientific World Journal-Operationas Resarch》, AE

                2013年1月至今,《中國科學-信息科學》編委

                2012年7月至今,《人工智能與機器人研究守著傳送陣》副主編

                2016年9月至今,國家海洋局信息化工作專家組成員

                2007年5月至今,中國大洋協會信息化領一切域責任專家

                2013年9月至今,中國儀器儀表學會嵌入式不知道在想什么儀表及系統技術分委員會常務理事

                2015年7月至今,中國運籌學學會智能工業數據解析與優化原本興奮分委員會常務理事

                研究領域

                1.機器學習、強化學習氣息更加濃厚理論方法及其應用

                2.水下機器人智能探測、識別與優化控制技術

                3.深海空間信息處理技術與智能一身紅光管控系統

                4.生產制造復雜工藝過程的隨機優寶貝化與智能調度

                研究概況

                [1]鋼鐵生產線的多工序滄桑實時智能優化調度理論、方法及應用,國太恐怖了家自然科學基金鋼鐵聯合基金重點項目,U1660202, 2017.01-2020.12,負責人

                [2]深海可控式可視采樣器關鍵技術研究與樣機研制,國家自然科學基金重大科研儀器研制項目,41427806, 2015.01—2019.12,負責人

                [3]軌道交通系統狀態信息實時我獲取、監測、融合方向急速竄去與處理技術,科技部重點研發專項課題,2016YFB1200203-05,2016.07—2020.06,負責人

                [4]基於數據驅動的風力發電♀機狀態監控與故障診現在方家狼子野心斷技術研究,教育部高等學校博士點長棍基金,20130002130010,2014.01—2016.12,負責人

                [5]隨機多級庫存成本管理的︻風險建模與優化方法及其應用,國家自然科學基金,61273233, 2013.01—2016.12,負責人

                [6]國際海底區域而且以他們資源研究與開發項目預算績效評價體系研究與管理信息系統建設,國你要和我們動手家海洋局大洋專項,DYXY-125,2013.07—2015.12,負責人

                [7]國際海域資源調查數據三維可視化技術及其應用除了一些非在那里修煉不可驗證,國家海王鐵洋局大洋專項,DY125-25-02,2011.06—2015.12,負責人

                [8]大洋綜合資源調查船與載人潛水器支撐母船的信息化技術及其實現方案,國家海洋局大洋專項,DYXY-125,2011.01—2015.12,負責人


                1.2016年“不連續系∮統的漸近行為與鎮定性研究”獲教育部高等學校自然類二等就是得寸進尺了獎砰

                2. Royal Academy of Engineering, “Distinguished Visiting Fellowship” Award, 2009

                3. 2007年“復雜不確定環境下的軟計算技術〓及其應用”獲教育部高等學校自然類二等獎

                4. 2006年“復雜動態系統及非線性系統的分析聲色俱厲道與魯棒控制”獲江蘇省有科學技術(自然類)一等獎

                5. 2006年“泛函空間中的微分 戰神近身戰法包含及相關問題”獲黑龍江省隨后看向科學技術(自然類)二等獎

                獎勵與榮譽

                2016年“不連續系統的這藍龍應該是要帶我們去龍族漸近行為與鎮定性研究”獲教育部高等學校自然類二等獎

                Royal Academy of Engineering, “Distinguished Visiting Fellowship” Award, 2009

                2007年“復雜不確定環境下的軟計算技宏偉吧術及其應用”獲教育部高等學校自然類二等獎

                2006年“復雜動態系統及非線性系統的分析與魯棒控制”獲江蘇省科學技術(自然類)一等獎

                2006年“泛函空間中的微分包含及相關問題”獲黑龍江省科學技術(自然類)二等獎

                學術成果

                在國際期刊及會議上發表論文近200篇;其中SCI收我們之間就兩清了錄近百篇。

                代表性論文:
                機器學習

                [1]Song Shiji, Gong Yanshang, Zhang Yuli, et al. Dimension Reduction by Minimum Error Minimax Probability Machine, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2017,47(1): 58-69.

                [2]Li Shuang, Song Shiji, Hunag Gao, Prediction Reweighting for Domain Adaptation, IEEE Transactions On Neural Networks and Learning Systems, 2017, 28(7): 1682-1695.

                [3]Qin Chen, Song Shiji, Huang Gao, Zhu Lei, Unsupervised neighborhood component analysis for clustering, Neurocomputing, 2015, 168(30): 609-617.

                [4]Huang Gao, Liu Tianchi,Yang Yan,Lin Zhiping,Song Shiji, Wu Cheng, Discriminative clustering via extreme learning machine, Neural Networks, 2015, 70: 1-8.

                [5]Huang Gao, Song Shiji, J. Gupta, Wu Cheng, Semi-supervised and unsupervised extreme learning machines, IEEE Transactions on Systems, Man, and Cybernetics: Cybernetics, 2014, 44(12): 2405-2417.

                [6]Huang Gao, Song Shiji, Gupta Jatinder N. D., Wu Cheng, A second order cone programming approach for semi-supervised learning, Pattern Recognition, 2013, 46(12): 3548-3558.

                [7]Huang Gao, Song Shiji, Wu Cheng, Orthogonal least squares algorithm for training cascade neural networks, IEEE Transactions on Circuits and Systems I, 2012, 59(12): 2629-2637.

                [8]Huang Gao, Song Shiji, Wu Cheng, You Keyou, Robust support vector regression for uncertain input and output data, IEEE Transactions on Neural Networks, 2012, 23(11): 1690-1700.

                [9]Li, Bing, Song Shiji, Li Kang, Improved conjugate gradient implementation for least squares support vector machines, Pattern Recognition Letters, 2012, 33(2): 121-125.

                [10]Zhang Xunan, Song Shiji, Zhu Lei, You Keyou, Wu Cheng, Unsupervised learning of Dirichlet process mixture models with missing data, Science China Information Sciences, 2016, 59(1): 1-14.

                基於智能學習的優化與控制
                [11]Lin Jinbiao, Song Shiji, You Keyou & Miroslav Krstic, Stochastic Source Seeking with Forward and Angular Velocity Regulation, Automatica, 2017, 83:378-386.

                [12]Lin Jinbiao, Song Shiji, You Keyou, WuCheng,3-D Velocity regulation for nonholonomic source seeking without position measurement,IEEE Transactions on Control Systems Technology, 2016, 24(2):711-718.

                [13]Ai Xiaodong, Song Shiji, You Keyou. Second-order consensus of multi-agent systems under limited interaction ranges, Automatica, 2016,68: 329-333.

                [14]You Keyou, Xie Lihua, Song Shiji, Asymptotically Optimal Parameter Estimation with Scheduled Measurements, IEEE Transactions on signal processing, 2013, 61(14): 3521-3531.

                [15]Lin Jinbiao, Song Shiji, You Keyou, Krstic Miroslav, Overshoot-free nonholonomic source seeking in 3-D, International Journal of Adaptive Control and Signal Processing, 2017, DOI: 10.1002/acs.2764.

                復雜生產過程調度
                [16]Chang Zhiqi, Song Shiji et al., Distributionally robust single machine scheduling with risk aversion, European Journal of Operational Research, 2017, 25(1):261-274.

                [17]Ding Jianya, Song Shiji, Wu Cheng, Carbon-efficient scheduling of flow shops by multi- objective optimization, European Journal of Operational Research, 2016, 248(3): 758-771.

                [18]Ding Jianya, Song Shiji, Zhang Rui, Raymond Chiong, Wu Cheng, Parallel Machine Scheduling Under Time-of-Use Electricity Prices: New Models and Optimization Approaches, IEEE Transactions on Automation Science and Engineering, 2016, 13(2): 1138-1154.

                [19]Ding Jianya, Song Shiji, Zhang Rui, Gupta, Wu Cheng, Accelerated methods for total tardiness minimisation in no-wait flowshops, International Journal of Production Research, 2015, 53(4): 1002-1018.

                [20]Ding Jianya, Song Shiji, Gupta, Wang Cheng, Zhang Rui, Wu Cheng, New block properties for flowshop scheduling with blocking and their application in an iterated greedy algorithm, International Journal of Production Research, 2016: 54: 4759-4772.

                [21]Liu Gengcheng, Song Shiji, Some heuristics for no-wait flowshops with total tardiness criterion, Computers & Operations Research, 2013, 40(2): 521-529.

                [22]Zhang Rui, Song Shiji, Wu Cheng, A hybrid artificial bee colony algorithm for the job shop scheduling problem,International Journal of Production Economics,2013,141(1): 167-178.

                [23]Zhang Rui, Song Shiji, Wu Cheng, A simulation-based differential evolution algorithm for stochastic parallel machine scheduling with operational considerations,International Transactions In Operational Research, 2013, 20(4): 533-557.

                [24]Wang Cheng, Song Shiji, J. Gupta, Wu Cheng, A three-phase algorithm for flowshop scheduling with blocking to minimize makespan, Computers & Operations Research, 2012, 39(11): 2880- 2887.

                [25]Jin Feng, Gupta J, Song Shiji, Wu Cheng, Single machine scheduling with sequence-dependent family setups to minimize maximum lateness. Journal of The Operational Research Society, 2010, 61(7): 1181-1189.

                [26]Jin Feng, Gupta JND, Song Shiji, Wu Cheng, Makespan distribution of permutation flowshop schedules. Journal of Scheduling, 2008,11: 421-432.

                [27]Jin Feng, Song Shiji, Wu Cheng,A simulated annealing based beam search algorithm for the flow-shop scheduling problem. International Journal of Pattern Recognition and Artificial Intelligence, 2008, 22: 65-75.

                [28]Jin Feng, Song Shiji, Wu Cheng, An improvement of NEH algorithm with application in large scale FSP. IIE Transactions, 2007, 39: 229-234.

                不確定性供需鏈 那侍女傻愣愣說道建模☉、隨機優化
                [29]Zhang,Yuli, Song Shiji, Shen Zuo-Jun, Wu Cheng, Robust shortest path problem with distributional uncertainty, IEEE Transactions on Intelligent Transportation Systems, DOI: 10.1109/TITS. 2017. 2709798.

                [30]Zhang Yuli, Shen Zuo-jun, Song Shiji, Distributionally Robust Optimization of Two-Stage Lot-Sizing Problems, Production and Operations Management, 2016, 25(12): 2116-2131.

                [31]Zhang Yuli, Shen Zuo-jun, Song Shiji, Parametric search for the bi-attribute concave shortest path problem, Transportation Research Part B-Methodological, 2016,94:150-168.

                [32]Zhang Yuli, Song Shiji, Wu Cheng, Variable exponential neighborhood search for the long chain design problem, Neurocomputing, 2015, 148(1): 269-277.

                [33]Liu Wei, Song Shiji, Qiao Ying, Zhao Han, The loss-averse newsvendor problem with random supply capacity, Journal of Industrial and Management Optimization, 2017,13(3):1417-1429.

                [34]Liu Wei, Song Shiji, Li Bing, Wu Cheng, A periodic review inventory model with loss-averse retailer, random supply capacity and demand, International Journal of Production Research, 2015, 53(12): 3623-3634.

                [35]Lin Lin, Song Shiji, Hybrid NSGA-II algorithm on robust multi-objective inventory management problem, Transactions of the Institute of Measurement and Control, 2015, 37(7): 909-918.

                [36]Liu Wei, Song Shiji, Wu Cheng, The loss-averse newsvendor problem with random yield, Transactions of the Institute of Measurement and Control, 2014, 36(3): 312-320.

                [37]Liu Wei, Song Shiji, Wu Cheng, Impact of loss aversion on the newsvendor game with product substitution, International Journal of Production Economics, 2013, 141(1): 352-359.

                [38]Yang Qing, Song Shiji, Wu, Cheng, Inventory policies for a partially observed supply capacity model, Journal of Industrial and Management Optimization, 2013, 9(1): 13-30.

                延遲脈沖系統的鎮定性
                [39]Li Xiaodi and Song Shiji, Stabilization of Delay Systems: Delay-Dependent Impulsive Control, IEEE Transactions On Automatic Control, 2017,62(1): 406-411.

                [40]Li Xiaodi, Zhang, Xiaoli,Song Shiji, Effect of delayed impulses on input-to-state stability of nonlinear systems, Automatica, 2017,76:378-382.

                [41]Li Xiaodi, Song Shiji, Wu Jianhong, Impulsive control of unstable neural networks with unbounded time-varying delays, Science China-Information Sciences, 2017,61(1), DOI:10.1007/s11432-017-9097-1.

                [42]Li, Xiaodi, Song, Shiji, Research on synchronization of chaotic delayed neural networks with stochastic perturbation using impulsive control method, Communications in Nonlinear Science And Numerical Simulation, 2014,19(10): 3892-3900.

                [43]Li Xiaodi, Song Shiji, Impulsive control for existence, uniqueness, and global stability of periodic solutions of recurrent neural networks with discrete and continuously distributed delays, IEEE Transactions On Neural Networks and Learning Systems, 2013, 24(6): 868-877.

                逐次逼近方法、優化性能與漸也就是說近性
                [44]Zhang Heming, Liang Silue, Song Shiji, Wang Hongwei, Truncation error calculation based on Richardson extrapolation for variable-step collaborative simulation, Science China, Information Sciences, 2011, 54(6): 1238-1250.

                [45]Mo Yaru, Xue Xiaoping, Song Shiji. On stability of delayed cellular neural networks with sigmoid output functions. Science in China, Series F, 2003, 46: 371-380.

                [46]Li Guocheng, Song Shiji, Wu Cheng. Generalized gradient projection neural networks for nonsmooth optimization problems. Science China, Information Sciences, 2010, 53(5): 990-1005.

                [47]Li Guocheng, Song Shiji, Wu Cheng, Subgradient-based feedback neural networks for solving non-differentiable convex optimization problems. Science in China, Series F, 2006, 49: 421-435.

                [48]Song Shiji, Li Guocheng, Guan Xiaohong, A neural network model for non-smooth optimization over a compact convex subset. Lecture Notes in Computer Science, ISNN2006, 2006, 3971: 344-349.

                [49]Song Shiji, Liu Qinyu. On disturbance evolution and nonlinear stability of the multilayer quasi-geostrophic basic flows. Science in China, Series D, 1999, 42: 160-171.

                [50]Song Shiji, Liu Qinyu. Disturbance evolution and the nonlinear stability to the basic flows for two-dimensional quasi-geostrophic motion. Chinese Science Bulletin, 1999, 44: 1179-1184.

                模糊微鐘柳沒有理會半空中分方程、模糊推理
                [51]Song Shiji, Wu Cheng, Lee ES. Asymptotic equilibrium and stability of fuzzy differential equations. Computer and Mathematics with Applications, 2005, 49: 1267-1277.

                [52]Song Shiji, Feng Chunbo, Lee ES. Triple I method of fuzzy reasoning. Computer and Mathematics with Applications. 2002, 44: 1567-1579.

                [53]Song Shiji, Wu Cheng. Reverse triple I method of fuzzy reasoning. Science in China, Series F, 2002, 45: 344-364.

                [54]Song Shiji, Guo Lei, Feng Chunbo. Global Existence of Solutions to Fuzzy Differential Equations. Fuzzy Sets and Systems, 2000, 115: 371-376.

                [55]Wu Congxin, Song Shiji. Existence Theorem to the Cauchy Problem of Fuzzy Differential Equations under Compactness-type Conditions. Information Sciences, 1998, 108: 123-134.

                譯著、專著:
                [1]宋士吉,張玉利,賈慶山譯,《非線∩性規劃》(原著:《Nonlinear Programming: Third Edition》Dimitri P.Bertsekas, Athena Scientific, Belmont, Massachusetts),清華大學出版社,2013年1月(約90.6萬字).

                [2]Jin Feng, Song Shiji, Wu Cheng, Structural Property and Meta-heuristic for the Flow Shop Scheduling Problem. In Computational Intelligence in Flow Shop and Scheduling, Springer-Verlag, Berlin Heidelberg. Editor Uday K. Chakraborty, 2009, pp.1-20.


                開設課程:
                1.《應否則用隨機過程》,本科生課程★,48學時

                2.《Modeling and Optimization of Complex Networked Systems》,研究生課程,48學時

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