夏旻，南京信息工程大學副教授，碩士生導師，從事機器學習與大數據分析，複雜系統建模，認知信息處理方面的研究。
基本介紹
- 中文名：夏旻
- 職務：南京信息工程大學副教授
- 從事事業：機器學習與大數據分析
- 出生時間：1983年10月
個人簡介,主要研究方向,教育工作經歷,出版論文,承擔的項目,
個人簡介
夏旻，博士，南京信息工程大學江蘇省大數據分析技術重點實驗室副教授，碩士生導師，男，1983年10月生，2005年7月獲得山東大學信息與計算科學專業學士學位，同年被免試推薦為東華大學碩博連讀研究生。2009年11月畢業於東華大學控制理論與控制工程專業，獲工學博士學位。2008年8月至2010年4月在香港理工大學作為助理研究員從事機器學習，複雜系統建模方面的研究工作。2014年入選江蘇省“六大人才高峰”高層次人才培養計畫。主持和參加國家級和省部級項目多項。在國內外雜誌及會議發表論文30多篇，其中第一作者SCI論文10篇，論文被引超200次。 擔任多個IEEE 彙刊等國外期刊的審稿人，並擔任多個國際期刊專輯編輯。
主要研究方向
1、機器學習與大數據分析
2、複雜系統建模
3、認知信息處理
教育工作經歷
2001/09–2005/06，山東大學，自動化系，學士
2005/09–2006/08，東華大學，自動化系，碩士
2006/09–2009/11，東華大學，自動化系，博士
2008.08-2010.04 香港理工大學 助理研究員
2010.04-2013.03 南京信息工程大學 講師
2012/03–2012/09，中國氣象科學研究院，訪問學者
2013.04-至今 南京信息工程大學 副教授
出版論文
[1] Min Xia, Weitao Lu, Jun Yang; Biao Zhu; Ying Ma, Wen Yao, Zichen Zheng, A hybrid method based on extreme learning machine and k nearest neighbor for cloud classification of ground based visible cloud image, neurocomputing，DOI：10.1016/j.neucom.2015.02.022.
[2] Min Xia, Liguo Weng, Zhijie Wang, Sequence Memory based on Coherent Spin-interaction Neural Networks, Neural Computation,2014 Dec;26(12):2944-61.
[3] Min Xia, Liguo Weng, Zhijie Wang, Jian’an Fang, Sequence memory based on an oscillatory neural network, Science China, Vol. 57 072203:1–072203:12,2014.
[4] Min Xia, W.K. Wong, A seasonal discrete grey forecasting model for fashion retailing, Knowledge-Based Systems, 57, pp. 119-126, 2014.
[5] Min Xia, Liguo Weng, Zhijie Wang, Jian’an Fang, Sequence memory based on an oscillatory neural network, Science China, Vol. 57 072203:1–072203:12,2014.
[6] Min Xia, Liguo Weng, Zhijie Wang, Sequence Memory based on Coherent Spin-interaction Neural Networks, Neural Computation, 2014.
[7] Liguo Weng, Min Xia， Kai Hu and Zhuhan Qiao .A Memory/Immunology – based Control Approach with Applications to Multiple Spacecraft Formation Flying.International Journal of Advanced Robotic Systems.2012.
[8] Liguo Weng, Min Xia, Wei Wang & Qingshan Liu. Crew exploration vehicle (CEV) attitude control using a neural–immunology/memory network.International Journal of Systems Science.2013.
[9] Liguo Weng, Min Xia. Micro Aerial Vehicle (MAV) Flapping Motion Control Using an Immune Network with Different Immune Factors, Journal of Advanced Robotic Systems.2013.
[10] Liguo Weng, Qingshan Liu, Min Xia, Y.D. Song.Immune Network-based Swarm Intelligence and its Application to Unmanned Aerial Vehicle (UAV) Swarm Coordination.Neurocomputing.2012.
[11] LiguoWeng, Min Xia, Kai Hu,1and Zhuhan Qiao, A Memory/Immunology-Based Control Approach with Applications to Multiple Spacecraft Formation Flying, Mathematical Problems in Engineering, 2013. doi:10.1155/2013/456410.
[12] Kai Hu, Aiguo Song, Min Xia, XiaoLing Ye, and YanYan Dou, An Adaptive Filtering Algorithm Based on Genetic Algorithm Backpropagation Network, Mathematical Problems in Engineering, doi:10.1155/2013/573941, 2013.
[13] Wei Wang, Hao Ma,Min Xia, LiguoWeng, and Xuefei Ye, Attitude and Altitude Controller Design for Quad-Rotor Type MAVs, Mathematical Problems in Engineering,2013. doi:10.1155/2013/587098. (In press) (SCI)
[14] Min Xia, Yingchao Zhang, Liguo Weng, Xiaoling Ye, Fashion retailing forecasting based on extreme learning machine with adaptive metrics of inputs, Knowledge-Based Systems 36 (2012) 253–259.
[15] Min Xia, Zhijie Wang, Jian’an Fang, Temporal association based on dynamic depression synapses and chaotic neurons, Neurocomputing, 74 (2011) 3242–3247.
[16] Min Xia, Liguo Weng, Xiaoling Ye, Sequence Memory based on Ordered Pattern Interrelation, Advanced science letters, Volume 5,Number 2, February 2012 , pp. 547-551(5).
[17] Min Xia, Jian’an Fang, Yang Tang, Efficient multi-sequence memory with controllable steady-state period and high sequence storage capacity, Neural Computing and Applications， vol20，p17-24,2011.
[18] Min Xia, Jian’an Fang, Yang Tang, Zhijie Wang, Dynamic depression control of chaotic neural networks for associative memory, Neurocomputing, 73 (2010) 776–783 .
[19] 夏旻，翁理國，張穎超, 基於神經元協同激勵的穩定時間可控情景記憶, 系統仿真學報，vol.23, No.10,2011.
[20] W.K.Wong, Min Xia, and W.C. Chu, Adaptive neural network model for time-series forecasting, European Journal of Operational research 207 (2010) 807–816.
[21] Min Xia, Jian’an Fang, Feng Pan, En’jian Bai ， Robust sequence memory in sparsely-connected networks with controllable steady-state period, Neurocomputing 72 (2009) 3123–3130.
[22] Yang Tang, Jian-an Fang, Min Xia, Xiaojing Gu, Synchronization of Takagi–Sugeno fuzzy stochastic discrete-time complex networks with mixed time-varying delays, Applied Mathematical Modelling, vol.34, issue 4, pp843-855,2010.
[23] Chen Yan, Min Xia, Zhijie Wang, Associative memory with anti-spurious-state based on the nonlinear function constitution, Journal of system simulation, 2009, Vol.21, No.4,pp1040-1046.
[24] Yang Tang, Jian-an Fang, Min Xia, Dongmei Yu, delay-distribution dependent stability of stochastic discrete-time neural networks with randomly mixed time-varying delays, Neurocomputing 72 (2009) 3830–3838.
[25] Yang Tang, Runhe Qiu, Jian-an Fang, Qingying Miao, Min Xia, Adaptive lag synchronization in unknown stochastic chaotic neural networks with discrete and distributed time-varying delays, Physics Letters A 372 (2008) 4425-4433.
[26] 翁理國，夏旻, 張凱，喬著漢，基於免疫學的錯誤識別分類系統, 系統仿真學報，vol.23, No.10,2011.
[27] Min Xia, Yang Tang, Jian’an Fang, Performance of Associative Memory Using Partially-connected Networks, Proceedings of 2008 3rd International Conference on Intelligent System and Knowledge Engineering, Vol.1: 867-872 2008.
[28] Min Xia, Jian’an Fang, Yang Tang, Multi-sequence Memory with Controllable Steady-state Period, Proceedings of 2009 International Conference on Intelligent Computation Technology and Automation, 2009,vol.1, pp814-819.
[29] Min Xia, ZhijieWang, Jian’an Fang, Sequence Memory with Dynamic Synapses and Chaotic Neurons. Advances in Cognitive Neurodynamics, Springer, 2008, pp219-223.
[30] Jian’an Fang, Min Xia, Yang Tang, Multi-sequence memory with dynamic synapses and controllable steady-state period, Proceedings of 2009 IEEE International Conference on Intelligent Computing and Intelligent Systems.
[31] Yang Tang, Jian’an Fang, Min Xia, Synchronization of Takagi-Sugeno fuzzy stochastic complex networks with mixed delays，Proceedings of 2009 International Conference on Intelligent Computation Technology and Automation, 2009, vol.2, pp 810-13.
[32] Feng Pan, Min Xia, En'jian Bai, A new hybrid model for time-series prediction, Proceedings of 2009 8th IEEE International Conference on Cognitive Informatics, pp281-6.
[33] Min Xia, Yingchao Zhang1b, Xiaoling Ye，Efficient associative memory based on a nonlinear function constitution and dynamic synapses, Advanced Materials Research Vols. 225-226 (2011) pp 479-482.
[34] Min Xia, Liguo Weng, Xiaoling Ye, A neural network based on ordered pattern interrelation for episodic memory, Processing of The 3rd International Conference on Information Science and Engineering, 2011.
[35] Liguo Weng, Wei Wang, Min Xia and David Y. Song, Smooth Variable Structure Control for the Flapping Motion of Micro Aerial Vehicles (MAVs), Processing of The 7rd International conference on intelligenct Unmanned Systems, Japan, 2011.
承擔的項目
1、國家自然科學基金，基於突觸可塑性的情景記憶機理研究，主持，2011-2014
2、江蘇省“六大人才高峰”高層次人才培養計畫，主持，2014
