基本信息Personal Information
教授博士生导师
硕士生导师
主要任职：无
性别：男
毕业院校：东北大学
学位：博士
在职信息：在职
所在单位：控制科学与工程学院
学科：应用数学 控制理论与控制工程
办公地点：创新园大厦A0620
联系方式：电话: (+86-411) ** (home) (+86-411) ** (Office)传真: (+86-411) **手机: (+86-411) **
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个人简介Personal Profile
1982-1986，东北师范大学，数学系，理学学士1986-1989，吉林大学，数学系，理学硕士
1999-2003，东北大学信息工程学院，控制理论与工程，工学博士
1989-1992，大连海事大学 (助教)
1992-1993，大连海事大学 (讲师)
1993-1998，大连海事大学 (副教授)
1998-至今，大连海事大学 (教授)
2001-至今，辽宁省骨干青年教师
2002-2004，大连海事大学，应用数学学科带头人
2003.5-2003.12，加拿大阿尔伯塔大学，电气与计算机工程系，高级访问学者
2004.5-2004.12，澳大利亚柯廷大学，计算机系，客座研究员
2004-至今，辽宁省百千万，百层次
2005-至今，大连理工大学，电信学院，教授，博士生导师
2005.7-至今，澳大利亚柯廷大学，计算机系，客座教授
2007.5-2007.10，澳大利亚柯廷大学，计算机系，研究员
2008.9-2008.12，加拿大阿尔伯塔大学，电气与计算机工程系，客座教授
2008-2009，大连理工大学，自动化系，主任
2009-2016，大连理工大学，电子与信息工程学院，副院长
2009.12，香港理工大学，计算机系，客座教授
2010.5-2010.8，澳大利亚柯廷大学，计算机系，客座研究员
2011.9-2011.12，加拿大阿尔伯塔大学，电气与计算机工程系，客座教授
2013.5-2013.8，加拿大阿尔伯塔大学，电气与计算机工程系，客座教授
2013.8，香港理工大学，计算机系，客座教授
教育经历Education Background
工作经历Work Experience
1999.92003.2
东北大学
控制理论与工程
博士
1986.61989.6
吉林大学
数学
硕士
1982.91986.6
东北师范大学
数学
学士
2005.4至今
大连理工大学
教授
2004.52004.12
澳大利亚Curtin大学
客座研究员
1998.8至今
大连海事大学
教授
1993.81998.8
大连海事大学
副教授
2003.52003.12
加拿大阿尔伯塔大学
高级访问学者
1992.81993.8
大连海事大学
讲师
1989.61992.8
大连海事大学
助教
研究方向Research Focus
社会兼职Social Affiliations
从事知识发现与表示，数据挖掘，知识工程，AFS理论，系统辨识，模糊控制，模糊集与系统，人工智能，机器学习，模式识别与故障诊断，时间序列分析，随机过程，金融数学等领域研究。
基本信息Personal Information
教授博士生导师
硕士生导师
主要任职：无
性别：男
毕业院校：东北大学
学位：博士
在职信息：在职
所在单位：控制科学与工程学院
学科：应用数学 控制理论与控制工程
办公地点：创新园大厦A0620
联系方式：电话: (+86-411) ** (home) (+86-411) ** (Office)传真: (+86-411) **手机: (+86-411) **
电子邮箱：
扫描关注
同专业博导同专业硕导个人学术主页
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论文成果
期刊论文
2019-2020
1.Xiaodong Liu,Wenjuan Jia, Wanquan Liu and Witold Pedrycz, AFSSE: An Interpretable Classifier with Axiomatic Fuzzy Set and Semantic Entropy, IEEE Transactions on Fuzzy Systems (2019).2.Wenjuan Jia, Yingjie Deng, Chenyang Xin, Xiaodong Liu and Witold Pedrycz, A classification algorithm with Linear Discriminant Analysis and Axiomatic Fuzzy Sets, Mathematical Foundations of Computing 2.1 (2019): 73-81.
3.Wei Lu, Wei Zhou, Dan Shan, Liyong Zhang, Jianhua Yang and Xiaodong Liu, The linguistic modeling of interval-valued time series: A perspective of granular computing, Information Sciences 478 (2019): 476-498.
4.Wei Lu, Guoliang Feng, Xiaodong Liu, Witold Pedrycz, Liyong Zhang, and Jianhua Yang, Fast and Effective Learning for Fuzzy Cognitive Maps: A Method Based on Solving Constrained Convex Optimization Problems, IEEE Transactions on Fuzzy Systems (2019).
5.Wei Lu, Dan Shan, Witold Pedrycz, Liyong Zhang, and Jianhua Yang, Xiaodong Liu, Granular Fuzzy Modeling for Multidimensional Numeric Data: A Layered Approach Based on Hyperbox, IEEE Transactions on Fuzzy Systems 27.4 (2018): 775-789.
6.Yashuang Mu, Xiaodong Liu, Lidong Wang and Aamer Bilal Asghar, A parallel tree node splitting criterion for fuzzy decision trees, Concurrency and Computation: Practice and Experience 31.17 (2019): e5268.
7.Hongyue Guo, Lidong Wang, Xiaodong Liu, Dynamic time alignment kernel-based fuzzy clustering of non-equal length vector time series, International Journal of Machine Learning and Cybernetics, 10(2019):3167-3179.
8.Hongyue Guo, Witold Pedrycz, Xiaodong Liu, Fuzzy time series forecasting based on axiomatic fuzzy set theory, Neural Computing and Applications, 31(2019): 3921–3932.
2017-2018
1.Yashuang Mu, Xiaodong Liu, Zhihao Yang, Xiaolin Liu, A fast rank mutual information based decision tree and its implementation via Map-Reduce, Concurrency and Computation: Practice and Experience, 30(10)20182.Yashuang Mu, Xiaodong Liu, Lidong Wang,A Pearson's correlation coefficient based decision tree and its parallel implementation, Information Sciences, 435(2018):40-58.
3.Hongyue Guo, Witold Pedrycz, Xiaodong Liu, Hidden Markov Models-Based Approaches to Long-term Prediction for Granular Time Series, IEEE Transactions on Fuzzy Systems, 26(2018): 2807 - 2817.
4.Xiaodong Duan, Yuangang Wang, Witold Pedrycz, Xiaodong Liu, Cunrui Wang and Zedong Li, AFSNN: a Classification Algorithm Using Axiomatic Fuzzy Sets and Neural Networks,IEEE Transections on Fuzzy Systems, 26(5) (2018): 3151-3163.
5.Yuangang Wang, Xiaodong Liu, Xiaodong Duan, Cunrui Wang, Zedong Li, A spectral clustering method with semantic interpretation based on axiomatic fuzzy set theory,Applied Soft Computing,64(2018):59-74.
6.GuolinHu, Xiaodong Liu, Likui Wang and Hongxing Li, An extended approach to controller design of continuous-time Takagi-Sugeno fuzzy model, Journal of Intelligent & Fuzzy Systems 34.4 (2018): 2235-2246.
7.GuolinHu, Xiaodong Liu, Likui Wang and Hongxing Li,Further study on local analysis of continuous-time TS fuzzy models with bounded disturbances, IET Control Theory & Applications 13.3 (2018): 403-410.
8.Juxiang Zhou, Xiaodong Liu, Tian-weiXu,Jianhou Gan and Wan-quanLiu,A new fusion approach for content based image retrieval with color histogram and local directional pattern, International Journal of Machine Learning and Cybernetics 9.4 (2018): 677-689.
9.Juxiang Zhou, Xiaodong Liu, and Jianhou Gan, Exploiting Best Practice of Deep CNNs Features for National Costume Image Retrieval, International Journal of Performability Engineering 14.4 (2018).
2016-2017
1.Yashuang Mu, Xiaodong Liu, Zhihao Yang, Xiaolin Liu, A Parallel C4.5 Decision Tree Algorithm Based on Map-Reduce, Concurrency and Computation: Practice and Experience, 29(8)(2017) Article umber e4015.
2.Juxiang Zhou, Xiaodong Liu, Tianwei Xu, Jianhou Gan, Wanquan Liu, A new fusion approach for content based image retrieval with color histogram and local directional pattern, International Journal of Machine Learning and Cybernetics, accepted 2016.
3.Zhubin Sun, Xiaodong Liu, Lizhu Wang, A Hybrid Segmentation Method for Multivariate Time Series Based on the Dynamic Factor Model, Stochastic Environmental Research & Risk Assessment, 31(6)(2017)1291-1304
4.Aamer Bilal Asghar, Xiaodong Liu, Estimation of Wind Turbine Power Coefficient by Adaptive Neuro-fuzzy Methodology, Neurocomputing, 238(2017):227-233
5.Guolin Hu, Xiaodong Liu, Hongxing Li, Relaxed stability and stabilization conditions for continuous-time Takagi-Sugeno fuzzy systems using multiple-parameterized approach, IET Control Theory & Applications, 11(6)( 2017):774-780
2015-2016
1.Hongyue Guo,Xiaodong Liu,Dynamic programming-based optimization for segmentation and clustering of hydrometeorological time series,Stochastic Environmental Research & Risk Assessment,2016 accepted.2.Yuangang Wang, Xiaodong Duan,Xiaodong Liu,Cunrui Wang, Zedong Li,Semantic description method for face features of larger Chinese ethnic groups based on improved WM method,accepted 2016,Neurocomputing.
3.Hongyue Guo,Xiaodong Liu,Multivariate time series prediction using a hybridization of VARMA models and Bayesian networks,Journal of Applied Statistics,2016 accepted.
4.Liyong Zhang, Wei Lu,Xiaodong Liu,Witold Pedrycz, Chongquan Zhong, Lu Wang,A global clustering approach using hybrid optimization for incomplete data based on interval reconstruction of missing value,International Journal of Intelligent Systems,31(4)(2016): 297-313.
5. Liyong Zhang, Wei Lu,Xiaodong Liu,Witold Pedrycz, Chongquan Zhong,Fuzzy C-Means clustering of incomplete data based on probabilistic information granules of missing values,Knowledge-Based Systems,Online.
6.Xin Wang, Witold Pedrycz, Adam Gacek,Xiaodong Liu,From numeric data to information granules,A design through clustering and the principle of justifiable granularity,Knowledge-Based Systems,101(2016): 100-113.
2014-2015
1.Xianchang Wang,Xiaodong Liu,Witold Pedrycz,Fuzzy Rule based Decision Trees,Pattern Recognition,48(1)(2015): 50-59.
2. Hongyue Guo,Xiaodong Liu,Lixin Song,Dynamic programming approach for segmentation of multivariate time series,Stochastic Environmental Research & Risk Assessment,29(1)(2015): 265-273.
3. Xiaodong Liu,Xianchang Wang, Witold Pedryczc,Fuzzy Clustering with Semantic Interpretation,Applied Soft Computing,26(2015): 21-30.
4. Weina Wang,Xiaodong Liu,Fuzzy forecasting based on automatic clustering and axiomatic fuzzy set classification,Information Sciences,294(2015): 78-94.
5. Wei Lu, Liyong Zhang,Xiaodong Liu,Jianhua Yang,A Human-Computer Cooperation Fuzzy c-Means Clustering with Interval-Valued Weights,International Journal of Intelligent Systems,30(2)(2015): 81-98.
6. Angelo Dan Menga Ebonzo, Jing Lu and Xiaodong Liu,Ranking alternative strategies by SWOT analysis in the framework of the axiomatic fuzzy set theory and the ER approach,Journal of Intelligent and Fuzzy Systems,28(4)(2015): 1775-1784.
7. Weina Wang,Xiaodong Liu,Witold Pedrycz,Time series long-term forecasting model based on information granules and fuzzy clustering,International Scientific Journal Engineering Applications of Artificial Intelligence,41(2015): 17-24.
8. Wei Lu, Xueyan Chen, Witold Pedryczc,Xiaodong Liu,Jianhua Yang,Using interval information granules to improve forecasting in fuzzy time series,International Journal of Approximate Reasoning,57(2015): 1-18.
9. Huisheng Zhang, Yanli Tang,Xiaodong Liu,Batch gradient training method with smoothing regularization for l(0) feedforward neural networks,Neural Computing & Applications,26(2)(2015): 383-390.
10. Huisheng Zhang, Ying Zhang, Dongpo Xu,Xiaodong Liu,Deterministic convergence of chaos injection-based gradient method for training feedforward neural networks,Cognitive Neurodynamics, DOI: 10.1007/s11571-014-9323-z, 2015.
11. Hong Yang, Huanhuan Lu,Xiaodong Liu,Observer-based tracking control for a class of switched fuzzy systems with fast switching controller, Transactions of the Institute of Measurement and Control, 37(2)(2015): 230-241.
2013-2014
1. Yongyun Shao,Xiaodong Liu,Xin Sun, Qingling Zhang,A delay decomposition approach toH ∞admissibility for discrete-time singular delay systems, Information Sciences,279(2014): 893-905.
2. Wei Lu, Witold Pedrycz, Xiaodong Liu,Jianhua Yang, Peng Li,The Modeling of Time Series Based on Fuzzy Information Granules, Expert Systems with Applications, 41(8)(2014): 3799-3808.
3. Lizhu Wang, Xiaodong Liu, Witold Pedrycz, Yongyun Shao,Determination of temporal information granules to improve forecasting in fuzzy time series, Expert Systems with Applications,41(6)(2014): 3134-3142.
4. Witold Pedrycz, Wei Lu, Xiaodong Liu, Wei Wang, and Lizhu Wang,Human- Centric Analysis and Interpretation of Time Series: A Perspective of Granular Computing, Soft Computing, 18(2014): 2397-2411.
5. Huisheng Zhang, Xiaodong Liu, Dongpo Xu, Convergence analysis of fully complex backpropagation algorithm based on Wirtinger calculus, Cognitive Neurodynamics, 8(3)(2014): 261-266.
6. Liyong Zhang, Witold Pedrycz, Wei Lu, Xiaodong Liu, Li Zhang, An interval weighed fuzzy c-means clustering by genetically guided alternating optimization, Expert Systems with Applications, 41(13)(2014): 5960-5971.
7. Lu Wei, Yang Jianhua and Liu Xiaodong, Numerical Prediction of Time Series Based on FCMs with Information Granules, International Journal of Computers Communications and Control, 9(3)(2014): 313-324.
8. Xianchang Wang, Xiaodong Liu, Witold Pedrycz, A rapid fuzzy rule clustering method based on granular computing, Applied Soft Computing, 24(2014): 534-542.
9. Wei Lu, Jianhua Yang, Xiaodong Liu,Witold Pedrycz, The Modeling and Prediction of Time Series Based on Synergy of High order Fuzzy Cognitive Maps and Fuzzy C-Means Clustering, Knowledge-Based Systems, 70(2014): 242-255.
10. Xiaojun Tian, Xiaodong Liu, Lidong Wang, An improved PROMETHEE II method based on Axiomatic Fuzzy Sets, Neural Computing and Applications, 25(7-8)(2014): 1675-1683.
11. Yi Li, Xiaodong Liu, ZJ Gao, Shadow determination and compensation for face recognition,International Journal of Machine Learning and Cybernetics 5(4)(2014):599-605.
2012-2013
1. Lili Tao,Xiaodong Liu,Yan Chen,Online banking performance evaluation using data envelopment analysis and axiomatic fuzzy set clustering,International Journal of Methodology Quality & Quantity, 47(2)(2013): 1259-1273.
2. Lizhu Wang,Xiaodong Liu,Witold Pedrycz,Effective intervals determined by information granules to improve forecasting in fuzzy time series,Expert Systems with Applications,40(14)(2013): 5673-5679.
3. Xiaodong Liu, Xinghua Feng, Witold Pedrycz,Extraction of Fuzzy Rules from Fuzzy Decision Trees: An Axiomatic Fuzzy Sets (AFS ) Approach,Data & Knowledge Engineering, 84(2013): 1-25.
4. Angelo Dan Menga Ebonzo,Xiaodong Liu,The Use of Axiomatic Fuzzy Set Theory in AHP and TOPSIS methodology to Determine Strategies Priorities by SWOT analysis,International Journal of Methodology Quality & Quantity, 47(5)(2013): 2671-2685.
5. Likui Wang,Xiaodong Liu,H ∞filtering design for 2-D discrete-time linear systems with polytopic uncertainty,Circuits Systems and Signal Processing, 32(1)(2013): 333-345.
6. Huaguang Zhang,Feisheng Yang, Xiaodong Liu, Qingling Zhang,Stability Analysis for Neural Networks With Time-Varying Delay Based on Quadratic Convex Combination,IEEE Trans. Neural Netw. Learning Syst. 24(4)(2013): 513-521.
7. Likui Wang, Xiaodong Liu, Local analysis of continuous-time Takagi-Sugeno fuzzy system with disturbances bounded by magnitude or energy: A Lagrange multiplier method, Information Sciences 248(2013): 89-102.
8. Wangren Qiu,Xiaodong Liu, Hailin Li,High-Order Fuzzy Time Series Model Based on Generalized Fuzzy Logical Relationship,Mathematical Problems in Engineering,(2013): 1-11.
9. Hong Yang, Huanhuan Lü,Xiaodong Liu,Observer-Based Robust Control of Uncertain Switched Fuzzy Systems with Combined Switching Controller, (2013): 1-13.
10. Mingliang Xue, Wanquan Liu, Xiaodong Liu,A novel weighted fuzzy LDA for face recognition using the genetic algorithm,Neural Computing and Applications,22(7-8)(2013): 1531-1541.
11. Feisheng Yang, Huaguang Zhang, Bin Jiang and Xiaodong Liu,Adaptive reconfigurable control of systems with time-varying delay against unknown actuator faults,International Journal of Adaptive Control and Signal Processing, 28(2014): 1206–1226.
12. Lishi Zhang,Xiaodong Liu,A novel membership function in AFS structures,ICIC Express Letters,7(10)(2013): 2887-92.
2011-2012
1. Nini Wang,Xiaodong Liu and Jianchuan Yin,Improved Gath-Geva clustering for fuzzy segmentation of hydrometeorological time series,Stochastic Environmental Research & Risk Assessment, 26(1)(2012): 139-155.
2. Xin Wang,Xiaodong Liu, Witold Pedrycz,Mining Axiomatic Fuzzy Set Association Rules for Classification Problems,European Journal of Operational Research, 218(1)(2012): 202-210.
3. 邱望仁,刘晓东,基于证据理论的模糊时间序列预测模型,控制与决策,27(1)(2012): 99-103.
4. Lidong Wang, Yan Ren, Xiaodong Liu, The Development of Near Set in the Framework of Axiomatic Fuzzy Sets, Fundamenta Informaticae, 118(2012): 291–304.
5. Lidong Wang, Xiaodong Liu and Wangren Qiu, Nearness Approximation Space Based on Axiomatic Fuzzy Sets, International Journal of Approximate Reasoning, 53(2) (2012): 200-211.
6. Yan Ren, Xiaodong Liu and Wanquan Liu, DBCAMM: A Novel Density based Clustering Algorithm via Using the Mahalanobis Metric, Applied Soft Computing,12(5)(2012): 1542-1554.
7. Ye Li, Xiaodong Liu, Yan Chen,Supplier selection using Axiomatic Fuzzy Set and TOPSIS Methodology in supply chain management, Fuzzy Optimization and Decision Making, 11(2012): 147–176.
8. Lili Tao, Yan Chen,Xiaodong Liu, and Xin Wang, An integrated multiple criteria decision making model applying axiomatic fuzzy set theory, Applied Mathematical Modeling, 36(2012): 5046-5058.
9. Chong Lu, Xiaodong Liu and Wanquan Liu, Face Recognition Based Two Dimensional Locality Preserving Projection in Frequency Domain, Neurocomputing,98(2012): 135-142.
10. Wangren Qiu, Xiaodong Liu, Forecasting Shanghai Composite Index Based on Fuzzy Time Series and Improved C-fuzzy Decision Trees, Expert Systems with Applications, 39(9)(2012): 7680-7689.
11. Ye Li, Xiaodong Liu, Yan Chen,Supplier Evaluation and Selection Using Axiomatic Fuzzy Set and DEA Methodology in Supply Chain Management,International Journal of Fuzzy Systems, 14(2)(2012): 215-225.
12. Yongyun Shao,Xiaodong Liu,Xin Sun,Zhan Su, A New Admissibility Condition of Discrete-Time Singular Systems with Time-Varying Delays, International Journal of Automation and Computing, 9(5)(2012): 480-486.
13. Hong Yang, Le Zhang and Xiaodong Liu, Robust Tracking Control for Switched Fuzzy Systems with Fast Switching Controller, Mathematical Problems in Engineering(2012).
2010-2011
1. Lidong Wang,Xiaodong Liu,The Homomorphism Maps between Variable Threshold Concept Lattice and AFS Algebras,Applied Mathematics & Information Sciences,5(1)(2011): 98-111.
2. Likui Wang, Xiaodong Liu, Parameter-varying state feedback control for discrete-time polytopic systems, International Journal of Systems Science, 42(6)(2011): 997-1005.
3. Chong Lu, Wanquan Liu, Xiaodong Liu, Senjian An, An Innovative Weighted 2DLDA Approach for Face Recognition, Journal of Signal Processing Systems for Signal Image and Video Technology, 65(2011): 81–87.
4. Yan Ren, Xiaodong Liu, Jiannong Cao, A Parsimony Fuzzy Rule-based Classifier using Axiomatic Fuzzy Set Theory and Support Vector Machines, Information Sciences, 181(2011): 5180-5193.
5. Ye Li, Xiaodong Liu, Yan Chen, Selection of Logistic Center Location Using Axiomatic Fuzzy Set and Topsis Methodology in Logistics Management, Expert Systems with Applications, 38(2011): 7901-7908.
6. Wangren Qiu, Xiaodong Liu, AGeneralizedMethodforForecastingBasedonFuzzyTimeSeries, Expert Systems with Applications, 38 (2011): 10446-10453.
7. Likui Wang, Xiaodong Liu, Gain Scheduled State Feedback Control for Discrete-Time-Varying Polytopic Systems Subject to Input Saturation, Circuits, Systems, and Signal Processing, 30(6)(2011): 1165-1182.
8. Angelo Dan Menga Ebonzo, Xiaodong Liu, An Approach to the Reduce Problem using Axiomatic Fuzzy sets theory, ICIC Express Letters, 5(12)(2011): 4495-4502.
2009-2010
1. Xiaodong Liu,Yanli Zhang,Numerical Dynamic Modeling and Data Driven Control via Lest Square Techniques and Hebbian Learning Algorithm, International Journal of Numerical Analysis and Modeling, 7(1)(2010): 66-85.
2. Xiaodong Liu, Yan Ren, Novel Artificial Intelligent Techniques via AFS Theory: Feature Selection, Concept Categorization and Characteristic Description, Applied Soft Computing, 10(2010): 793-805.
3. Likui Wang and Xiaodong Liu, Robust H∞ Fuzzy Control for Discrete-time Nonlinear Systems, International Journal of Control, Automation, and Systems, 8(1)(2010): 118-126.
4. Lidong Wang, Xiaodong Liu, Jannong Cao, A New Algebra Structure on Formal Concept Analysis,Information Sciences, 180(2010): 4865-4876.
5. Li Li, Xiaodong Liu, Stability analysis for T-S fuzzy systems with interval time-varying delays and nonlinear perturbations, International Journal of Robust and Nonlinear Control, 20(14)(2010): 1622-1636.
6. Likui Wang, Xiaodong Liu, Stabilization for discrete-time fuzzy systems with Takagi-Sugeno's models: reduce the complexity, Science China, 58(12)(2010): 2506-2513.
7. Likui Wang, Xiaodong Liu, Robust H-infinity Fuzzy Output Feedback Control for Uncertain Discrete-time Nonlinear Systems, International Journal of Fuzzy Systems, 58(12)(2010): 218-226.
8. Wangren Qiu, Xiaodong Liu, Lidong Wang,Forecasting in Time Series Based on Generalized Fuzzy Logical Relationship, ICIC Express Letters, 4(5)(2010): 1431-1439.
2008-2009
1. Li Li, Xiaodong Liu,New Approach on Robust Stability for Uncertain T-S Fuzzy Systems with State and Input Delays,Chaos, Solitons and Fractals, 40(2009): 2329-2339.
2. Xiaodong Liu, Witold Pedrycz, Tianyou Chai, Mingli Song, The Development of Fuzzy Rough Sets with the Use of Structures and Algebras of Axiomatic Fuzzy Sets, IEEE Transactions on Knowledge and Data Engineering, 21(3)(2009): 443-462.
3. Likui Wang, Xiaodong Liu, New Relaxed Stabilization Conditions for Fuzzy Control Systems, International Journal of Innovative Computing, Information and Control,5(5)(2009): 1451-1460.
4. Likui Wang, Xiaodong Liu, New Relaxed Stabilization H ∞ Control Conditions for Fuzzy Control Systems, Asian Journal of Control, 2009(11)(6): 700-706.
5. Li Li, Xiaodong Liu, New results on delay-dependent robust stability criteria of uncertain fuzzy systems with state and input delays, Information Sciences, 179(2009): 1134-1148.
6. Xuelian Xu, Xiaodong Liu and Yan Cheng,Applications of Axiomatic Fuzzy Set Clustering Method on Management Strategic, European Journal of Operational Research, 198(2009): 297-304.
7.Li Li, Xiaodong Liu, New Approaches on H ∞ Control of T-S Fuzzy Systems with Interval Time-varying Delay, Fuzzy Sets and Systems, 160(2009): 1669–1688.
8. Yang Hong, Ximing Sun, Xiaodong Liu, Stabilization and Switched Control for a Class of Switched Fuzzy Systems, International Journal of Innovative Computing, Information and Control,5(10A)(2009):3099-3108.
2007-2008
1. Liu Xiaodong,Liu Wanquan, The Framework of AFS Fuzzy Classifiers,Journal of Industrial and Management Optimization, 4(3)(2008): 581-609.
2. Liu Xiaodong, Liu Wanquan, Li Li, Tong Shaocheng, Zhang qingling, An Alternative Approach to H ∞Control for Fuzzy Systems,Asian Journal of Control, 10(4)(2008): 405-419.
3. Li Li, Yu Fajun, Liu Xiaodong, Feedback Control of Fractional Nonlinear Differential Algebraic Systems with Hamiltonian Function Method,Applied Mathematics and Computation, 197(2008): 904-913.
4. Likui Wang, Xiaodong Liu, Comments on Further studies on LMI-based relaxed stabilization conditions for nonlinear systems in Takagi-Sugeno's form, Automatica, 44(2008): 2992-2993.
5. Lidong Wang, Xiaodong Liu, A new model of evaluating concept similarity, Knowledge-Based Systems, 21(2008): 842-846.
6. Lidong Wang and Xiaodong Liu, Concept Analysis via Rough Set and AFS Algebra, Information Sciences, 178(2008): 4125-4137.
7. Xiaodong Liu, Zhang Y L, Ren Yan, Dynamic System Description and Control Based on Data, International Journal of Information and Systems Sciences, 4(3)(2008): 335-347.
8. Nini Wang, Xiaodong Liu, Jianchuan Yin, A Hybrid Model of Partial Least Squares and RBF Neural Networks for System Identification, Lecture Notes on Computer Science, 5263(2008): 204-211.
9. Nini Wang, Xiaodong Liu, Jianchuan Yin, An On-Line Learning Radial Basis Function Network and Its Application, Lecture Notes on Computer Science, 5263(2008): 196-203.
10. Nini Wang, Xiaodong Liu and Jianchuan Yin, Constructing radial basis function networks based on partial least squares modeling method, Journal of Computational Information Systems, 4(5)(2008): 2063-2068.
11. Nini Wang, Xiaodong Liu andJianchuan Yin, A sequential orthogonal model selection algorithm for rbf networks and its application, Journal of Computational Information Systems, 4(5)(2008): 2069-2074.
2006-2007
1. Xiaodong Liu and Witold Pedrycz, The Development of Fuzzy Decision Trees in the Framework of Axiomatic Fuzzy Set Logic, Applied Soft Computing, 7(2007): 325-342.[90].Xiaodong Liu, Chai T Y, Wang W, Liu W Q, Approaches to the Representations and Logic Operations of Fuzzy Concepts in the Framework of Axiomatic Fuzzy Set Theory I, Information Sciences, 177(2007): 1007-1026.
2. Xiaodong Liu, Wang W, Chai T Y, Liu W Q, Approaches to the Representations and Logic Operations of Fuzzy Concepts in the Framework of Axiomatic Fuzzy Set Theory II, Information Sciences, 177(2007): 1027-1045.
3. Ding R, Xiaodong Liu, Chen Yan, The Fuzzy Clustering Algorithm based on AFS Topology, Lecture Notes on Computer Science, LNAI 4223, (2006):89-98.
4. Zhang L S, Xiaodong Liu,Concept Lattice and AFS Algebra, Lecture Notes on Computer Science, LNAI 4223, (2006):290-299.
5. Xiaodong Liu, Chai T Y, Wang W, AFS Fuzzy Logic Systems and Its Applications to Model and Control, International Journal of Information and Systems Sciences, 2(3)(2006): 285-305.
6. Ren Y, Song M L, Xiaodong Liu, New approaches to the fuzzy clustering via AFS theory, International Journal of Information and Systems Sciences, 3(2)(2007): 307-325.
7. Xiaodong Liu, The Development of AFS Theory Under Probability Theory, International Journal of Information and Systems Sciences, 3(2)(2007): 326-348.
8. Xiaodong Liu, Zhang L S, Zou J, Zhu K J and Zhang Q L, The Structures of EI Algebras Generated by Information Attributes, Int. J. Intelligent Systems Technologies and Applications, 3(3/4)(2007): 341-355.
9. Wang X C, Ding Rui, Xiaodong Liu, New approach to the fuzzy Classification via AFS theory, International Journal of Information and Systems Sciences, 3(4)(2007): 581-593.
10. Feng X H, Xu X L, Xiaodong Liu, Fuzzy Rule Extraction From Fuzzy Decision Tree, Advances in Information and Systems Sciences, 2(2007): 168-178.
11. Jing Liu, Xiaodong Liu, Sining Zheng, Yanping Liu, Positive Steady State of a Food Chain System with Diffusion, Discrete and Continuous Dynamical Systems, vol.2007, No. Special, (2007):667-676.
2004-2005
1. Xiaodong Liu, AFS Theory and Its Applications, IEEE Systems, Man and Cybernetics, Society eNewsletter, 13(2005).2. Xiaodong Liu, Wang W, Chai T Y, The Fuzzy Clustering Analysis Based on AFS Theory, IEEE Transactions on Systems, Man and Cybernetics Part B, 35(5)(2005): 1013-1027.
3. Xiaodong Liu, Liu WQ, Zhang QL,H ∞Dynamic Feedback Control for Fuzzy Systems,Dynamics of Continuous, Discrete and Impulsive Systems, Series B : Applications and Algorithms, 2(2005): 866-873.
4. Xiaodong Liu, Liu W Q, Credit Rating Analysis with AFS Fuzzy Logic, Lecture Notes in Computer Science, 2005, LNCS, 3612: 1198-1204.
5. Xiaodong Liu, Zhang Q L, Tong S C, Fuzzy Identification of Systems Based on AFS Fuzzy Logic, Dynamics of Continuous, Discrete And Impulsive Systems, Series B, 12b(2005): 90-102.
6. Tong S C, Xiaodong Liu, Decentralized Fuzzy Control for Discrete-time Nonlinear Large-scale Systems with Parametric Uncertainties, Dynamics of Continuous, Discrete and Impulsive Systems, Series B, 12b(2005): 17-31.
7. Xiaodong Liu, Zhang Q L, New Approaches to H∞ for T-S Fuzzy Descriptor Systems via LMI, Dynamics of Continuous, Discrete and Impulsive Systems, Series B: Applications and Algorithms, 11(2004): 153-164.
8. Xiaodong Liu, Zhang Q. L, The Fuzzy Cognitive Maps Based on AFS Fuzzy Logic, Dynamics of Continuous, Discrete and Impulsive Systems, Series A: Mathematical Analysis, 11(5-6)(2004): 787-796.
9. Xiaodong Liu, Zhang Q. L, Fuzzy H∞ Controller Designs via LMI, Control Theory and Applications, (in Chinese), 21(1)(2004): 120-124.
2002-2003
1. Xiaodong Liu, Zhang Q L, New approaches to H ∞controller designs based on fuzzy observers for T-S fuzzy systems via LMI, Automatica, 39(9)(2003): 1571-1582.2. Xiaodong Liu, Zhang Q L, New Approaches to Relaxed Quadratic Stability Conditions and State FeedbackH ∞ Control Designs for T-S Fuzzy Systems, IEEE Transactions on Fuzzy Systems, 11(6)(2003): 830-839.
3. Xiaodong Liu Zhang Qingling, H ∞Controller Designs Based on Observer for T-S Fuzzy Systems, ACTA Automatica Sinica (Regular Paper), 29(1)(2003): 45-53.
4. Li A., Xiaodong Liu, A Universal Program About Database Pagination with the Application of JSP Technology, Microcomputer Development, (in Chinese) 12(4)(2003): 53-54.
5. Xiaodong Liu, Zhang Q. L., Wang Y., H ∞Control for T-S Fuzzy Systems Based on LMI, (in Chinese), Control and Decision, 17(6)(2002): 923-927.
6. Xiaodong Liu, Zhang Q. L., Output FeedbackH ∞Control Designs for T-S Fuzzy Systems Based on LMI, (in Chinese), Control and Decision, 17(2002): 143-746.
7 . Xiaodong Liu, Zhang Q. L., Wang Y., Approaches to Quadratic Stability of T-S Fuzzy control Systems, J. of Northeastern University, (in Chinese), 23(6)(2002): 531-534.
8. Xiaodong Liu, Zhang Q. L., Wang Y., H ∞Control for T-S Fuzzy Descriptor Systems, J. of Northeastern University, (in Chinese), 23(5)(2002): 428-431.
9. Xiaodong Liu, Zhang Q. L., The EI algebra Representations of Fuzzy Concept, Fuzzy Systems and Mathematics, (in Chinese), 16(2)(2002): 27-35.
10. Xiaodong Liu, Zhang Q. L., Zhu K. J., The Fuzzy Clustering Analysis Based on AFS Fuzzy logic, Fuzzy Systems and Mathematics, (in Chinese), 16(1)(2002): 38-48.
11. Xiaodong Liu, Zhang Q. L., Wang Y., AFS Fuzzy Logic System and Its Applications to Fuzzy Information Processing, J. of Northeastern University, (in Chinese), 23(4)(2002): 321-324.
1998-1999
1. Xiaodong Liu,A New Fuzzy Model of Pattern Recognition and Hitch Diagnosis of Complex Systems,Fuzzy Sets and Systems, 104(1999): 289-296.2. Xiaodong Liu, The Fuzzy Theory Based on AFS Structure, EI Algebra and EII Algebra,Fuzzy Sets and Systems, 95(1998): 179-188.
3. Xiaodong liu, The Fuzzy Theory Based on AFS Algebras and AFS Structures, Journal of Mathematical Analysis and Applications, 217(1998): 479-489.
4. Xiaodong Liu, The Topology on AFS Algebras and AFS Structures,Journal of Mathematical Analysis and Applications, 217(1998): 459-478.
1994-1995
1. Xiaodong liu, A New Mathematical Axiomatic System of Fuzzy Sets and Systems, Int. J. of Fuzzy Mathematics, 3(1995): 559-560.2. Xiaodong liu, Two Algebraic Structures of AFS, Structure, Int. J. of Fuzzy Mathematics, 3(1995): 561-562.
3. Xiaodong liu, The Solution of Fuzzy Equations, Int. J. of Fuzzy Mathematics, 2(1994): 327-333.
4. Xiaodong Liu, The Structure of Fuzzy Matrices, Int. Journal of Fuzzy Mathematics, 2(1994): 311-325.
1990
1. Xiaodong liu, Derivations and Commutativity of Rings, ACTA MATHEMATCA SINICA, 33(1990): 528-536.2. Xiaodong Liu, The Primary Classes for Ring and the Structure of Rings, Acta Scientiarum Naturalium Universitatis Jilinensis, (in Chinese), 4(1990): 21-27.
会议论文
[1].Liu X D, Pedrycz W and Zhang Q L, Axiomatic fuzzy Sets logic, Fuzzy Systems,The 12th IEEE International Conference on, vol.1, 2003: 55-60.
[2].Liu X. D., Zhang Q. L, H ∞ output feedback control designs of fuzzy dynamic systems via LMI, IEEE Conference on Decision and Control, 2002: 2153-2158.
[3].Liu X. D., Zhang Q. L., H ∞ control designs based on observer for fuzzy dynamic systems: LMI approaches, 41th IEEE Conference on Decision and Control, 2002: 2151-2152.
[4].Liu X D, Wang Y and Liu W, The Decomposition Algorithm of AFS Structure and Its Applications to Failure Diagnosis, Proc. IEEE Conference on Robotics, Automation and Mechatronics, 2004, December, 1-3, pp.729-733, Singapore.
[5].Xin Wang Liu X D, The Base of finite EI Algebra, 3th IEEE International Conference on Machine Learning and Cybernetics, pp.2005-2009, 2004, Shanghai.
[6].Liu X D, X. Zhou, X. Wang, The Fuzzy Inference Rule Extraction and Attribute Reduction Based on AFS Theory and Closeness degrees, IEEE International Conference on Machine Learning and Cybernetics, pp.2005-2009, 2004, Shanghai.
[7].Liu X. D., Zhang Q. L., H ∞control for T-S fuzzy systems: LMI Approach, Pro.of American Control Conference, Anchorage, AK, May 8-10, 2002, pp.987-988.
[8]. Liu X. D, Zhang Q. L., The Fuzzy Information Systems Based on AFS Theory, Proceedings of 2001 International Conference on Management Science and Engineering, August 18-20, vol.1, 2001: 326-329.
[9].Liu X. D., Zhang Q. L., The EI algebra Representations of fuzzy concepts, The 4th World Congress on Intelligent Control and Automation, 2002.
[10].Liu X. D., Zhang Q. L., Yang G. H., H ∞Control for T-S Fuzzy Descriptor Systems: LMI Approaches, Proceedings of 4th Asian Control Conference, September 25-27, 2002, Singapore.
[11].Wang Y., Zhang Q. L., Liu X. D., Robustness design of uncertain discrete-time fuzzy descriptor systems with guaranteed admissibility, Proceedings of American Control Conference, Anchorage, AK, May 8-10, 2002, pp.1699-1705.
[12].Zhao Z. H., Zhang Q. L., Liu X. D., H ∞control and parametric controllers for descriptor, Pro.of American Control Conference, Anchorage, AK, May 8-10, 2002.
[13].Wang Y., Zhang Q. L., Liu X. D., Stability analysis and design of fuzzy control systems based on interval, The 4th World Congress on Intelligent Control and Automation, 2002.
[14].Liu X. D., Wang F. W, Wei H., The Data Mining Based on AFS Theory, Proceedings of 2002 International Conference on Management Science and Engineering, 2002.
[15].Liu X. D., Zhang Q. L., The Fuzzy Information Systems Based on AFS Theory, Proceedings of 2001 International Conference on Management Science and Engineering, August 18-20, vol.1, 2001, pp.326-329.
[16].Wang X., Liu X. D., The Design of Database Query Based on AFS Fuzzy Algorithm, Proceedings of 2001 International Conference on Management Science and Engineering, 2002.
[17].Liu X D, Zhu Kejiu and Huang Hongzhong, The representations of fuzzy concepts based on the fuzzy matrix theory and AFS theory, IEEE International Symposium on Intelligent Control, October 5-8, 2003, Texas USA. pp.1006-1011, Houston, Texas USA.
[18].Xiaoguang Yang, Xiaodong Liu, Qingling Zhang, Peiyong Liu,A New Approaches to H ∞ control Design for T-S Fuzzy systems with Time-delay System, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China. vol.1, pp.71-74.
[19].Lishi Zhang, Yi Su, Xiaodong Liu, AFS Structures and Concept Lattices, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China. vol.3, pp.2541-2545.
[20].Xiaodong Liu, Lishi zhang, Approaches to Concept Lattice Via AFS Theory, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, vol.3, pp.2561-2565.
[21].Lishi Zhang, Xiaodong Liu, Concept Lattice and its Topological Structure, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, vol.4, pp.2633-2636.
[22].Rui Ding, Xiaodong Liu, The Fuzzy Clustering Analysis Based on AFS Structure and the Topology of *EI Algebra, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China, vol.4, pp.3168-3172.
[23].Li,Li, Yingpeng Tao,Xiaodong Liu,New Improvement Approaches to H ∞ controller Designs Based On Fuzzy observers for T-S Fuzzy systems with Time-Varying Delay, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China, vol,5, pp.3782-3786.
[24].Xianchang Wang, Yan Ren,Xiaodong Liu,Fuzzy Clustering Approaches Based On AFS Fuzzy Logic II,Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China, vol.5, pp.4199-4203.
[25].Yan Ren, Xianchang Wang, Xiaodong Liu,Fuzzy Clustering Approaches Based On AFS Fuzzy Logic I,Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China. vol.5, pp.4244-4248.
[26].Xiaodong Liu, Yibing Wang, Wanquan Liu, The decomposition algorithm of AFS structure and its applications to failure diagnosis, 2004 IEEE Conference on Robotics, Automation and Mechatronics, 2004 IEEE Conference on Robotics, Automation and Mechatronics, 2004,pp.729-733.
[27].Yang H, Dai X L, Xiaodong Liu,Stability Analysis of a Class of Discrete Switched Fuzzy Systems, Third International Conference on Innovative Computing, Information and Control, 2008, 6.
[28].Yang H, Xiaodong Liu, Zhang L, Robust Controller Design for Switched Fuzzy Systems, 2008 Chinese Control and Decision Conference, 2008, 7, pp.3352-3356.
[29].Lidong Wang, Xiaodong Liu, and Xiaojuan Tian, A Generalization of Near Set Model, The Sixth International Conference on Rough Sets and Knowledge Technology, Banff, Canada, October 9-12, 2011,Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, vol.6954 LNAI, pp. 553-558, 2011, Rough Sets and Knowledge Technology - 6th International Conference, RSKT 2011, ProceedingsDatabase: Compendex
[30].Xin Wang, Xiaodong Liu, Xinghua Feng and Comelis Hoede, A Novel Approach to Concepts via Knowledge Graph Theory and AFS Theory, International Conference on Intelligent Control and Information Processing, August 13-15, 2010 - Dalian, China, pp.87-92.
[31].Xianchang Wang, Xiaodong Liu, and Lishi Zhang, The Improved Fuzzy Clustering Algorithm Based on AFS Theory and Its Applications to Wisconsin Breast Cancer Data, International Conference on Intelligent Control and Information Processing, August 13-15, 2010 - Dalian, China, pp.374-378.
[32].Le Zhang, Xiaodong Liu, and Hong Yang,Robust reliable control for a class of uncertain switched fuzzy systems based on observers switching, International Conference on Intelligent Control and Information Processing, August 13-15,2010 - Dalian, China, pp.207-212.
[33].Hong Yang, Xiaodong Liu,and Le Zhang,Exponential Stability of a Class of Switched Fuzzy Delay Systems, International Conference on Intelligent Control and Information Processing, August 13-15, 2010 - Dalian, China, pp.479-484.
[34].Yanli Zhang, Xiaodong Liu and Xueying Wang, A Novel Weighted Fuzzy Clustering Analysis Based On AFS Theory, Source: Proceedings - 2009 9th International Conference on Hybrid Intelligent Systems, HIS 2009, vol. 3, pp.346-350, 2009.
[35].Hong Yang, Xiaodong Liu, Le Zhang,Robust Control for a Class of Uncertain Time-delay Switched Fuzzy Systems, Source: 2009 Chinese Control and Decision Conference, CCDC 2009, pp.4558-4563, 2009, 2009 Chinese Control and Decision Conference, CCDC 2009.
[36].Hong Yang, Xiaodong Liu, Le Zhang,Relaxed Stability and Stabilization Conditions for a Class of Switched Fuzzy Discrete Systems, Source: 2009 Chinese Control and Decision Conference, CCDC 2009, pp.1027-1032, 2009, 2009 Chinese Control and Decision Conference, CCDC 2009.
[37].Xiaojuan Tian, Jing Li, Xiaodong Liu, Axiomatic Fuzzy set theory and its applications, Advances in Information and Systems Sciences, 2009(3)(3-4): 934-945.
[38].Xin Wang, Cornells Hoede and Xiaodong Liu,Classification of Meetings and Their Participants, Advances in Information and Systems Sciences, 2009(3)(3-4): 1080-1091.
[39].Xin Wang, Cornells Hoede and Xiaodong Liu, Classification of Motions in a Plane, Advances in Information and Systems Sciences, 2009(3)(3-4): 1092-1108.
研究领域
Engaged in the study of behavior recognition, AFS theory, system identification, control theory and engineering, knowledge discovery and representation, behavior recognition, pattern recognition, fault diagnosis, matrix theory, mathematical logic, algebra and other fields.
论文成果 More>>
Deng, Yingjie,Liu, Xiaodong,Xin, Chenyang,Jia, Wenjuan.An interpretable classifier with linear discriminant analysis based on AFS theory[A],2019,2019-July:7583-7588
Guo, Hongyue,Wang, Lidong,Liu, Xiaodong.Dynamic time alignment kernel-based fuzzy clustering of non-equal length vector time series[J],INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,2019,10(11):3167-3179
Mu, Yashuang,Liu, Xiaodong,Wang, Lidong,Asghar, Aamer Bilal.A parallel tree node splitting criterion for fuzzy decision trees[J],CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,2019,31(17)
Zhou, Juxiang,Liu, Xiaodong,Gan, Jianhou.Exploiting best practice of deep CNNs features for national costume image retrieval[J],International Journal of Performability Engineering,2018,14(4):621-630
Xin, Chenyang,Liu, Xiaodong,Deng, Yingjie,Lang, Qi.An optimization algorithm based on text clustering for warehouse storage location allocation[A],2019
Guo, Hongyue,Pedrycz, Witold,Liu, Xiaodong.Fuzzy time series forecasting based on axiomatic fuzzy set theory[J],NEURAL COMPUTING & APPLICATIONS,2019,31(8):3921-3932
专利
暂无内容
著作成果
Axiomatic Fuzzy Set Theory and Its Applications
科研项目 More>>
基于公理模糊集和粒计算的多元动态数据的知识发现与语义表示, 国家自然科学基金项目, 2016/08/17, 进行
基于模糊认知图和AFS模糊逻辑的数据挖掘技术, 省、市、自治区科技项目, 2006/01/01-2008/12/31, 完成
基于公理模糊集和模糊认知图的模糊多元时间序列分析与预测, 主管部门科技项目, 2011/12/08-2015/05/31, 完成
基于动态数据和模糊认知图的复杂不确定系统建模、分析与控制, 国家自然科学基金项目, 2011/09/25, 完成
基于公理模糊集理论的模糊机器学习, 国家自然科学基金项目, 2008/09/25-2011/12/31, 完成
基于数据与知识的制造过程能质流协同运行优化理论与关键技术, 国家自然科学基金项目, 2018/08/16, 进行
基本信息Personal Information
教授博士生导师
硕士生导师
主要任职：无
性别：男
毕业院校：东北大学
学位：博士
在职信息：在职
所在单位：控制科学与工程学院
学科：应用数学 控制理论与控制工程
办公地点：创新园大厦A0620
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2019-2020
1.Xiaodong Liu,Wenjuan Jia, Wanquan Liu and Witold Pedrycz, AFSSE: An Interpretable Classifier with Axiomatic Fuzzy Set and Semantic Entropy, IEEE Transactions on Fuzzy Systems (2019).2.Wenjuan Jia, Yingjie Deng, Chenyang Xin, Xiaodong Liu and Witold Pedrycz, A classification algorithm with Linear Discriminant Analysis and Axiomatic Fuzzy Sets, Mathematical Foundations of Computing 2.1 (2019): 73-81.
3.Wei Lu, Wei Zhou, Dan Shan, Liyong Zhang, Jianhua Yang and Xiaodong Liu, The linguistic modeling of interval-valued time series: A perspective of granular computing, Information Sciences 478 (2019): 476-498.
4.Wei Lu, Guoliang Feng, Xiaodong Liu, Witold Pedrycz, Liyong Zhang, and Jianhua Yang, Fast and Effective Learning for Fuzzy Cognitive Maps: A Method Based on Solving Constrained Convex Optimization Problems, IEEE Transactions on Fuzzy Systems (2019).
5.Wei Lu, Dan Shan, Witold Pedrycz, Liyong Zhang, and Jianhua Yang, Xiaodong Liu, Granular Fuzzy Modeling for Multidimensional Numeric Data: A Layered Approach Based on Hyperbox, IEEE Transactions on Fuzzy Systems 27.4 (2018): 775-789.
6.Yashuang Mu, Xiaodong Liu, Lidong Wang and Aamer Bilal Asghar, A parallel tree node splitting criterion for fuzzy decision trees, Concurrency and Computation: Practice and Experience 31.17 (2019): e5268.
7.Hongyue Guo, Lidong Wang, Xiaodong Liu, Dynamic time alignment kernel-based fuzzy clustering of non-equal length vector time series, International Journal of Machine Learning and Cybernetics, 10(2019):3167-3179.
8.Hongyue Guo, Witold Pedrycz, Xiaodong Liu, Fuzzy time series forecasting based on axiomatic fuzzy set theory, Neural Computing and Applications, 31(2019): 3921–3932.
2017-2018
1.Yashuang Mu, Xiaodong Liu, Zhihao Yang, Xiaolin Liu, A fast rank mutual information based decision tree and its implementation via Map-Reduce, Concurrency and Computation: Practice and Experience, 30(10)20182.Yashuang Mu, Xiaodong Liu, Lidong Wang,A Pearson's correlation coefficient based decision tree and its parallel implementation, Information Sciences, 435(2018):40-58.
3.Hongyue Guo, Witold Pedrycz, Xiaodong Liu, Hidden Markov Models-Based Approaches to Long-term Prediction for Granular Time Series, IEEE Transactions on Fuzzy Systems, 26(2018): 2807 - 2817.
4.Xiaodong Duan, Yuangang Wang, Witold Pedrycz, Xiaodong Liu, Cunrui Wang and Zedong Li, AFSNN: a Classification Algorithm Using Axiomatic Fuzzy Sets and Neural Networks,IEEE Transections on Fuzzy Systems, 26(5) (2018): 3151-3163.
5.Yuangang Wang, Xiaodong Liu, Xiaodong Duan, Cunrui Wang, Zedong Li, A spectral clustering method with semantic interpretation based on axiomatic fuzzy set theory,Applied Soft Computing,64(2018):59-74.
6.GuolinHu, Xiaodong Liu, Likui Wang and Hongxing Li, An extended approach to controller design of continuous-time Takagi-Sugeno fuzzy model, Journal of Intelligent & Fuzzy Systems 34.4 (2018): 2235-2246.
7.GuolinHu, Xiaodong Liu, Likui Wang and Hongxing Li,Further study on local analysis of continuous-time TS fuzzy models with bounded disturbances, IET Control Theory & Applications 13.3 (2018): 403-410.
8.Juxiang Zhou, Xiaodong Liu, Tian-weiXu,Jianhou Gan and Wan-quanLiu,A new fusion approach for content based image retrieval with color histogram and local directional pattern, International Journal of Machine Learning and Cybernetics 9.4 (2018): 677-689.
9.Juxiang Zhou, Xiaodong Liu, and Jianhou Gan, Exploiting Best Practice of Deep CNNs Features for National Costume Image Retrieval, International Journal of Performability Engineering 14.4 (2018).
2016-2017
1.Yashuang Mu, Xiaodong Liu, Zhihao Yang, Xiaolin Liu, A Parallel C4.5 Decision Tree Algorithm Based on Map-Reduce, Concurrency and Computation: Practice and Experience, 29(8)(2017) Article umber e4015.
2.Juxiang Zhou, Xiaodong Liu, Tianwei Xu, Jianhou Gan, Wanquan Liu, A new fusion approach for content based image retrieval with color histogram and local directional pattern, International Journal of Machine Learning and Cybernetics, accepted 2016.
3.Zhubin Sun, Xiaodong Liu, Lizhu Wang, A Hybrid Segmentation Method for Multivariate Time Series Based on the Dynamic Factor Model, Stochastic Environmental Research & Risk Assessment, 31(6)(2017)1291-1304
4.Aamer Bilal Asghar, Xiaodong Liu, Estimation of Wind Turbine Power Coefficient by Adaptive Neuro-fuzzy Methodology, Neurocomputing, 238(2017):227-233
5.Guolin Hu, Xiaodong Liu, Hongxing Li, Relaxed stability and stabilization conditions for continuous-time Takagi-Sugeno fuzzy systems using multiple-parameterized approach, IET Control Theory & Applications, 11(6)( 2017):774-780
2015-2016
1.Hongyue Guo,Xiaodong Liu,Dynamic programming-based optimization for segmentation and clustering of hydrometeorological time series,Stochastic Environmental Research & Risk Assessment,2016 accepted.2.Yuangang Wang, Xiaodong Duan,Xiaodong Liu,Cunrui Wang, Zedong Li,Semantic description method for face features of larger Chinese ethnic groups based on improved WM method,accepted 2016,Neurocomputing.
3.Hongyue Guo,Xiaodong Liu,Multivariate time series prediction using a hybridization of VARMA models and Bayesian networks,Journal of Applied Statistics,2016 accepted.
4.Liyong Zhang, Wei Lu,Xiaodong Liu,Witold Pedrycz, Chongquan Zhong, Lu Wang,A global clustering approach using hybrid optimization for incomplete data based on interval reconstruction of missing value,International Journal of Intelligent Systems,31(4)(2016): 297-313.
5. Liyong Zhang, Wei Lu,Xiaodong Liu,Witold Pedrycz, Chongquan Zhong,Fuzzy C-Means clustering of incomplete data based on probabilistic information granules of missing values,Knowledge-Based Systems,Online.
6.Xin Wang, Witold Pedrycz, Adam Gacek,Xiaodong Liu,From numeric data to information granules,A design through clustering and the principle of justifiable granularity,Knowledge-Based Systems,101(2016): 100-113.
2014-2015
1.Xianchang Wang,Xiaodong Liu,Witold Pedrycz,Fuzzy Rule based Decision Trees,Pattern Recognition,48(1)(2015): 50-59.
2. Hongyue Guo,Xiaodong Liu,Lixin Song,Dynamic programming approach for segmentation of multivariate time series,Stochastic Environmental Research & Risk Assessment,29(1)(2015): 265-273.
3. Xiaodong Liu,Xianchang Wang, Witold Pedryczc,Fuzzy Clustering with Semantic Interpretation,Applied Soft Computing,26(2015): 21-30.
4. Weina Wang,Xiaodong Liu,Fuzzy forecasting based on automatic clustering and axiomatic fuzzy set classification,Information Sciences,294(2015): 78-94.
5. Wei Lu, Liyong Zhang,Xiaodong Liu,Jianhua Yang,A Human-Computer Cooperation Fuzzy c-Means Clustering with Interval-Valued Weights,International Journal of Intelligent Systems,30(2)(2015): 81-98.
6. Angelo Dan Menga Ebonzo, Jing Lu and Xiaodong Liu,Ranking alternative strategies by SWOT analysis in the framework of the axiomatic fuzzy set theory and the ER approach,Journal of Intelligent and Fuzzy Systems,28(4)(2015): 1775-1784.
7. Weina Wang,Xiaodong Liu,Witold Pedrycz,Time series long-term forecasting model based on information granules and fuzzy clustering,International Scientific Journal Engineering Applications of Artificial Intelligence,41(2015): 17-24.
8. Wei Lu, Xueyan Chen, Witold Pedryczc,Xiaodong Liu,Jianhua Yang,Using interval information granules to improve forecasting in fuzzy time series,International Journal of Approximate Reasoning,57(2015): 1-18.
9. Huisheng Zhang, Yanli Tang,Xiaodong Liu,Batch gradient training method with smoothing regularization for l(0) feedforward neural networks,Neural Computing & Applications,26(2)(2015): 383-390.
10. Huisheng Zhang, Ying Zhang, Dongpo Xu,Xiaodong Liu,Deterministic convergence of chaos injection-based gradient method for training feedforward neural networks,Cognitive Neurodynamics, DOI: 10.1007/s11571-014-9323-z, 2015.
11. Hong Yang, Huanhuan Lu,Xiaodong Liu,Observer-based tracking control for a class of switched fuzzy systems with fast switching controller, Transactions of the Institute of Measurement and Control, 37(2)(2015): 230-241.
2013-2014
1. Yongyun Shao,Xiaodong Liu,Xin Sun, Qingling Zhang,A delay decomposition approach toH ∞admissibility for discrete-time singular delay systems, Information Sciences,279(2014): 893-905.
2. Wei Lu, Witold Pedrycz, Xiaodong Liu,Jianhua Yang, Peng Li,The Modeling of Time Series Based on Fuzzy Information Granules, Expert Systems with Applications, 41(8)(2014): 3799-3808.
3. Lizhu Wang, Xiaodong Liu, Witold Pedrycz, Yongyun Shao,Determination of temporal information granules to improve forecasting in fuzzy time series, Expert Systems with Applications,41(6)(2014): 3134-3142.
4. Witold Pedrycz, Wei Lu, Xiaodong Liu, Wei Wang, and Lizhu Wang,Human- Centric Analysis and Interpretation of Time Series: A Perspective of Granular Computing, Soft Computing, 18(2014): 2397-2411.
5. Huisheng Zhang, Xiaodong Liu, Dongpo Xu, Convergence analysis of fully complex backpropagation algorithm based on Wirtinger calculus, Cognitive Neurodynamics, 8(3)(2014): 261-266.
6. Liyong Zhang, Witold Pedrycz, Wei Lu, Xiaodong Liu, Li Zhang, An interval weighed fuzzy c-means clustering by genetically guided alternating optimization, Expert Systems with Applications, 41(13)(2014): 5960-5971.
7. Lu Wei, Yang Jianhua and Liu Xiaodong, Numerical Prediction of Time Series Based on FCMs with Information Granules, International Journal of Computers Communications and Control, 9(3)(2014): 313-324.
8. Xianchang Wang, Xiaodong Liu, Witold Pedrycz, A rapid fuzzy rule clustering method based on granular computing, Applied Soft Computing, 24(2014): 534-542.
9. Wei Lu, Jianhua Yang, Xiaodong Liu,Witold Pedrycz, The Modeling and Prediction of Time Series Based on Synergy of High order Fuzzy Cognitive Maps and Fuzzy C-Means Clustering, Knowledge-Based Systems, 70(2014): 242-255.
10. Xiaojun Tian, Xiaodong Liu, Lidong Wang, An improved PROMETHEE II method based on Axiomatic Fuzzy Sets, Neural Computing and Applications, 25(7-8)(2014): 1675-1683.
11. Yi Li, Xiaodong Liu, ZJ Gao, Shadow determination and compensation for face recognition,International Journal of Machine Learning and Cybernetics 5(4)(2014):599-605.
2012-2013
1. Lili Tao,Xiaodong Liu,Yan Chen,Online banking performance evaluation using data envelopment analysis and axiomatic fuzzy set clustering,International Journal of Methodology Quality & Quantity, 47(2)(2013): 1259-1273.
2. Lizhu Wang,Xiaodong Liu,Witold Pedrycz,Effective intervals determined by information granules to improve forecasting in fuzzy time series,Expert Systems with Applications,40(14)(2013): 5673-5679.
3. Xiaodong Liu, Xinghua Feng, Witold Pedrycz,Extraction of Fuzzy Rules from Fuzzy Decision Trees: An Axiomatic Fuzzy Sets (AFS ) Approach,Data & Knowledge Engineering, 84(2013): 1-25.
4. Angelo Dan Menga Ebonzo,Xiaodong Liu,The Use of Axiomatic Fuzzy Set Theory in AHP and TOPSIS methodology to Determine Strategies Priorities by SWOT analysis,International Journal of Methodology Quality & Quantity, 47(5)(2013): 2671-2685.
5. Likui Wang,Xiaodong Liu,H ∞filtering design for 2-D discrete-time linear systems with polytopic uncertainty,Circuits Systems and Signal Processing, 32(1)(2013): 333-345.
6. Huaguang Zhang,Feisheng Yang, Xiaodong Liu, Qingling Zhang,Stability Analysis for Neural Networks With Time-Varying Delay Based on Quadratic Convex Combination,IEEE Trans. Neural Netw. Learning Syst. 24(4)(2013): 513-521.
7. Likui Wang, Xiaodong Liu, Local analysis of continuous-time Takagi-Sugeno fuzzy system with disturbances bounded by magnitude or energy: A Lagrange multiplier method, Information Sciences 248(2013): 89-102.
8. Wangren Qiu,Xiaodong Liu, Hailin Li,High-Order Fuzzy Time Series Model Based on Generalized Fuzzy Logical Relationship,Mathematical Problems in Engineering,(2013): 1-11.
9. Hong Yang, Huanhuan Lü,Xiaodong Liu,Observer-Based Robust Control of Uncertain Switched Fuzzy Systems with Combined Switching Controller, (2013): 1-13.
10. Mingliang Xue, Wanquan Liu, Xiaodong Liu,A novel weighted fuzzy LDA for face recognition using the genetic algorithm,Neural Computing and Applications,22(7-8)(2013): 1531-1541.
11. Feisheng Yang, Huaguang Zhang, Bin Jiang and Xiaodong Liu,Adaptive reconfigurable control of systems with time-varying delay against unknown actuator faults,International Journal of Adaptive Control and Signal Processing, 28(2014): 1206–1226.
12. Lishi Zhang,Xiaodong Liu,A novel membership function in AFS structures,ICIC Express Letters,7(10)(2013): 2887-92.
2011-2012
1. Nini Wang,Xiaodong Liu and Jianchuan Yin,Improved Gath-Geva clustering for fuzzy segmentation of hydrometeorological time series,Stochastic Environmental Research & Risk Assessment, 26(1)(2012): 139-155.
2. Xin Wang,Xiaodong Liu, Witold Pedrycz,Mining Axiomatic Fuzzy Set Association Rules for Classification Problems,European Journal of Operational Research, 218(1)(2012): 202-210.
3. 邱望仁,刘晓东,基于证据理论的模糊时间序列预测模型,控制与决策,27(1)(2012): 99-103.
4. Lidong Wang, Yan Ren, Xiaodong Liu, The Development of Near Set in the Framework of Axiomatic Fuzzy Sets, Fundamenta Informaticae, 118(2012): 291–304.
5. Lidong Wang, Xiaodong Liu and Wangren Qiu, Nearness Approximation Space Based on Axiomatic Fuzzy Sets, International Journal of Approximate Reasoning, 53(2) (2012): 200-211.
6. Yan Ren, Xiaodong Liu and Wanquan Liu, DBCAMM: A Novel Density based Clustering Algorithm via Using the Mahalanobis Metric, Applied Soft Computing,12(5)(2012): 1542-1554.
7. Ye Li, Xiaodong Liu, Yan Chen,Supplier selection using Axiomatic Fuzzy Set and TOPSIS Methodology in supply chain management, Fuzzy Optimization and Decision Making, 11(2012): 147–176.
8. Lili Tao, Yan Chen,Xiaodong Liu, and Xin Wang, An integrated multiple criteria decision making model applying axiomatic fuzzy set theory, Applied Mathematical Modeling, 36(2012): 5046-5058.
9. Chong Lu, Xiaodong Liu and Wanquan Liu, Face Recognition Based Two Dimensional Locality Preserving Projection in Frequency Domain, Neurocomputing,98(2012): 135-142.
10. Wangren Qiu, Xiaodong Liu, Forecasting Shanghai Composite Index Based on Fuzzy Time Series and Improved C-fuzzy Decision Trees, Expert Systems with Applications, 39(9)(2012): 7680-7689.
11. Ye Li, Xiaodong Liu, Yan Chen,Supplier Evaluation and Selection Using Axiomatic Fuzzy Set and DEA Methodology in Supply Chain Management,International Journal of Fuzzy Systems, 14(2)(2012): 215-225.
12. Yongyun Shao,Xiaodong Liu,Xin Sun,Zhan Su, A New Admissibility Condition of Discrete-Time Singular Systems with Time-Varying Delays, International Journal of Automation and Computing, 9(5)(2012): 480-486.
13. Hong Yang, Le Zhang and Xiaodong Liu, Robust Tracking Control for Switched Fuzzy Systems with Fast Switching Controller, Mathematical Problems in Engineering(2012).
2010-2011
1. Lidong Wang,Xiaodong Liu,The Homomorphism Maps between Variable Threshold Concept Lattice and AFS Algebras,Applied Mathematics & Information Sciences,5(1)(2011): 98-111.
2. Likui Wang, Xiaodong Liu, Parameter-varying state feedback control for discrete-time polytopic systems, International Journal of Systems Science, 42(6)(2011): 997-1005.
3. Chong Lu, Wanquan Liu, Xiaodong Liu, Senjian An, An Innovative Weighted 2DLDA Approach for Face Recognition, Journal of Signal Processing Systems for Signal Image and Video Technology, 65(2011): 81–87.
4. Yan Ren, Xiaodong Liu, Jiannong Cao, A Parsimony Fuzzy Rule-based Classifier using Axiomatic Fuzzy Set Theory and Support Vector Machines, Information Sciences, 181(2011): 5180-5193.
5. Ye Li, Xiaodong Liu, Yan Chen, Selection of Logistic Center Location Using Axiomatic Fuzzy Set and Topsis Methodology in Logistics Management, Expert Systems with Applications, 38(2011): 7901-7908.
6. Wangren Qiu, Xiaodong Liu, AGeneralizedMethodforForecastingBasedonFuzzyTimeSeries, Expert Systems with Applications, 38 (2011): 10446-10453.
7. Likui Wang, Xiaodong Liu, Gain Scheduled State Feedback Control for Discrete-Time-Varying Polytopic Systems Subject to Input Saturation, Circuits, Systems, and Signal Processing, 30(6)(2011): 1165-1182.
8. Angelo Dan Menga Ebonzo, Xiaodong Liu, An Approach to the Reduce Problem using Axiomatic Fuzzy sets theory, ICIC Express Letters, 5(12)(2011): 4495-4502.
2009-2010
1. Xiaodong Liu,Yanli Zhang,Numerical Dynamic Modeling and Data Driven Control via Lest Square Techniques and Hebbian Learning Algorithm, International Journal of Numerical Analysis and Modeling, 7(1)(2010): 66-85.
2. Xiaodong Liu, Yan Ren, Novel Artificial Intelligent Techniques via AFS Theory: Feature Selection, Concept Categorization and Characteristic Description, Applied Soft Computing, 10(2010): 793-805.
3. Likui Wang and Xiaodong Liu, Robust H∞ Fuzzy Control for Discrete-time Nonlinear Systems, International Journal of Control, Automation, and Systems, 8(1)(2010): 118-126.
4. Lidong Wang, Xiaodong Liu, Jannong Cao, A New Algebra Structure on Formal Concept Analysis,Information Sciences, 180(2010): 4865-4876.
5. Li Li, Xiaodong Liu, Stability analysis for T-S fuzzy systems with interval time-varying delays and nonlinear perturbations, International Journal of Robust and Nonlinear Control, 20(14)(2010): 1622-1636.
6. Likui Wang, Xiaodong Liu, Stabilization for discrete-time fuzzy systems with Takagi-Sugeno's models: reduce the complexity, Science China, 58(12)(2010): 2506-2513.
7. Likui Wang, Xiaodong Liu, Robust H-infinity Fuzzy Output Feedback Control for Uncertain Discrete-time Nonlinear Systems, International Journal of Fuzzy Systems, 58(12)(2010): 218-226.
8. Wangren Qiu, Xiaodong Liu, Lidong Wang,Forecasting in Time Series Based on Generalized Fuzzy Logical Relationship, ICIC Express Letters, 4(5)(2010): 1431-1439.
2008-2009
1. Li Li, Xiaodong Liu,New Approach on Robust Stability for Uncertain T-S Fuzzy Systems with State and Input Delays,Chaos, Solitons and Fractals, 40(2009): 2329-2339.
2. Xiaodong Liu, Witold Pedrycz, Tianyou Chai, Mingli Song, The Development of Fuzzy Rough Sets with the Use of Structures and Algebras of Axiomatic Fuzzy Sets, IEEE Transactions on Knowledge and Data Engineering, 21(3)(2009): 443-462.
3. Likui Wang, Xiaodong Liu, New Relaxed Stabilization Conditions for Fuzzy Control Systems, International Journal of Innovative Computing, Information and Control,5(5)(2009): 1451-1460.
4. Likui Wang, Xiaodong Liu, New Relaxed Stabilization H ∞ Control Conditions for Fuzzy Control Systems, Asian Journal of Control, 2009(11)(6): 700-706.
5. Li Li, Xiaodong Liu, New results on delay-dependent robust stability criteria of uncertain fuzzy systems with state and input delays, Information Sciences, 179(2009): 1134-1148.
6. Xuelian Xu, Xiaodong Liu and Yan Cheng,Applications of Axiomatic Fuzzy Set Clustering Method on Management Strategic, European Journal of Operational Research, 198(2009): 297-304.
7.Li Li, Xiaodong Liu, New Approaches on H ∞ Control of T-S Fuzzy Systems with Interval Time-varying Delay, Fuzzy Sets and Systems, 160(2009): 1669–1688.
8. Yang Hong, Ximing Sun, Xiaodong Liu, Stabilization and Switched Control for a Class of Switched Fuzzy Systems, International Journal of Innovative Computing, Information and Control,5(10A)(2009):3099-3108.
2007-2008
1. Liu Xiaodong,Liu Wanquan, The Framework of AFS Fuzzy Classifiers,Journal of Industrial and Management Optimization, 4(3)(2008): 581-609.
2. Liu Xiaodong, Liu Wanquan, Li Li, Tong Shaocheng, Zhang qingling, An Alternative Approach to H ∞Control for Fuzzy Systems,Asian Journal of Control, 10(4)(2008): 405-419.
3. Li Li, Yu Fajun, Liu Xiaodong, Feedback Control of Fractional Nonlinear Differential Algebraic Systems with Hamiltonian Function Method,Applied Mathematics and Computation, 197(2008): 904-913.
4. Likui Wang, Xiaodong Liu, Comments on Further studies on LMI-based relaxed stabilization conditions for nonlinear systems in Takagi-Sugeno's form, Automatica, 44(2008): 2992-2993.
5. Lidong Wang, Xiaodong Liu, A new model of evaluating concept similarity, Knowledge-Based Systems, 21(2008): 842-846.
6. Lidong Wang and Xiaodong Liu, Concept Analysis via Rough Set and AFS Algebra, Information Sciences, 178(2008): 4125-4137.
7. Xiaodong Liu, Zhang Y L, Ren Yan, Dynamic System Description and Control Based on Data, International Journal of Information and Systems Sciences, 4(3)(2008): 335-347.
8. Nini Wang, Xiaodong Liu, Jianchuan Yin, A Hybrid Model of Partial Least Squares and RBF Neural Networks for System Identification, Lecture Notes on Computer Science, 5263(2008): 204-211.
9. Nini Wang, Xiaodong Liu, Jianchuan Yin, An On-Line Learning Radial Basis Function Network and Its Application, Lecture Notes on Computer Science, 5263(2008): 196-203.
10. Nini Wang, Xiaodong Liu and Jianchuan Yin, Constructing radial basis function networks based on partial least squares modeling method, Journal of Computational Information Systems, 4(5)(2008): 2063-2068.
11. Nini Wang, Xiaodong Liu andJianchuan Yin, A sequential orthogonal model selection algorithm for rbf networks and its application, Journal of Computational Information Systems, 4(5)(2008): 2069-2074.
2006-2007
1. Xiaodong Liu and Witold Pedrycz, The Development of Fuzzy Decision Trees in the Framework of Axiomatic Fuzzy Set Logic, Applied Soft Computing, 7(2007): 325-342.[90].Xiaodong Liu, Chai T Y, Wang W, Liu W Q, Approaches to the Representations and Logic Operations of Fuzzy Concepts in the Framework of Axiomatic Fuzzy Set Theory I, Information Sciences, 177(2007): 1007-1026.
2. Xiaodong Liu, Wang W, Chai T Y, Liu W Q, Approaches to the Representations and Logic Operations of Fuzzy Concepts in the Framework of Axiomatic Fuzzy Set Theory II, Information Sciences, 177(2007): 1027-1045.
3. Ding R, Xiaodong Liu, Chen Yan, The Fuzzy Clustering Algorithm based on AFS Topology, Lecture Notes on Computer Science, LNAI 4223, (2006):89-98.
4. Zhang L S, Xiaodong Liu,Concept Lattice and AFS Algebra, Lecture Notes on Computer Science, LNAI 4223, (2006):290-299.
5. Xiaodong Liu, Chai T Y, Wang W, AFS Fuzzy Logic Systems and Its Applications to Model and Control, International Journal of Information and Systems Sciences, 2(3)(2006): 285-305.
6. Ren Y, Song M L, Xiaodong Liu, New approaches to the fuzzy clustering via AFS theory, International Journal of Information and Systems Sciences, 3(2)(2007): 307-325.
7. Xiaodong Liu, The Development of AFS Theory Under Probability Theory, International Journal of Information and Systems Sciences, 3(2)(2007): 326-348.
8. Xiaodong Liu, Zhang L S, Zou J, Zhu K J and Zhang Q L, The Structures of EI Algebras Generated by Information Attributes, Int. J. Intelligent Systems Technologies and Applications, 3(3/4)(2007): 341-355.
9. Wang X C, Ding Rui, Xiaodong Liu, New approach to the fuzzy Classification via AFS theory, International Journal of Information and Systems Sciences, 3(4)(2007): 581-593.
10. Feng X H, Xu X L, Xiaodong Liu, Fuzzy Rule Extraction From Fuzzy Decision Tree, Advances in Information and Systems Sciences, 2(2007): 168-178.
11. Jing Liu, Xiaodong Liu, Sining Zheng, Yanping Liu, Positive Steady State of a Food Chain System with Diffusion, Discrete and Continuous Dynamical Systems, vol.2007, No. Special, (2007):667-676.
2004-2005
1. Xiaodong Liu, AFS Theory and Its Applications, IEEE Systems, Man and Cybernetics, Society eNewsletter, 13(2005).2. Xiaodong Liu, Wang W, Chai T Y, The Fuzzy Clustering Analysis Based on AFS Theory, IEEE Transactions on Systems, Man and Cybernetics Part B, 35(5)(2005): 1013-1027.
3. Xiaodong Liu, Liu WQ, Zhang QL,H ∞Dynamic Feedback Control for Fuzzy Systems,Dynamics of Continuous, Discrete and Impulsive Systems, Series B : Applications and Algorithms, 2(2005): 866-873.
4. Xiaodong Liu, Liu W Q, Credit Rating Analysis with AFS Fuzzy Logic, Lecture Notes in Computer Science, 2005, LNCS, 3612: 1198-1204.
5. Xiaodong Liu, Zhang Q L, Tong S C, Fuzzy Identification of Systems Based on AFS Fuzzy Logic, Dynamics of Continuous, Discrete And Impulsive Systems, Series B, 12b(2005): 90-102.
6. Tong S C, Xiaodong Liu, Decentralized Fuzzy Control for Discrete-time Nonlinear Large-scale Systems with Parametric Uncertainties, Dynamics of Continuous, Discrete and Impulsive Systems, Series B, 12b(2005): 17-31.
7. Xiaodong Liu, Zhang Q L, New Approaches to H∞ for T-S Fuzzy Descriptor Systems via LMI, Dynamics of Continuous, Discrete and Impulsive Systems, Series B: Applications and Algorithms, 11(2004): 153-164.
8. Xiaodong Liu, Zhang Q. L, The Fuzzy Cognitive Maps Based on AFS Fuzzy Logic, Dynamics of Continuous, Discrete and Impulsive Systems, Series A: Mathematical Analysis, 11(5-6)(2004): 787-796.
9. Xiaodong Liu, Zhang Q. L, Fuzzy H∞ Controller Designs via LMI, Control Theory and Applications, (in Chinese), 21(1)(2004): 120-124.
2002-2003
1. Xiaodong Liu, Zhang Q L, New approaches to H ∞controller designs based on fuzzy observers for T-S fuzzy systems via LMI, Automatica, 39(9)(2003): 1571-1582.2. Xiaodong Liu, Zhang Q L, New Approaches to Relaxed Quadratic Stability Conditions and State FeedbackH ∞ Control Designs for T-S Fuzzy Systems, IEEE Transactions on Fuzzy Systems, 11(6)(2003): 830-839.
3. Xiaodong Liu Zhang Qingling, H ∞Controller Designs Based on Observer for T-S Fuzzy Systems, ACTA Automatica Sinica (Regular Paper), 29(1)(2003): 45-53.
4. Li A., Xiaodong Liu, A Universal Program About Database Pagination with the Application of JSP Technology, Microcomputer Development, (in Chinese) 12(4)(2003): 53-54.
5. Xiaodong Liu, Zhang Q. L., Wang Y., H ∞Control for T-S Fuzzy Systems Based on LMI, (in Chinese), Control and Decision, 17(6)(2002): 923-927.
6. Xiaodong Liu, Zhang Q. L., Output FeedbackH ∞Control Designs for T-S Fuzzy Systems Based on LMI, (in Chinese), Control and Decision, 17(2002): 143-746.
7 . Xiaodong Liu, Zhang Q. L., Wang Y., Approaches to Quadratic Stability of T-S Fuzzy control Systems, J. of Northeastern University, (in Chinese), 23(6)(2002): 531-534.
8. Xiaodong Liu, Zhang Q. L., Wang Y., H ∞Control for T-S Fuzzy Descriptor Systems, J. of Northeastern University, (in Chinese), 23(5)(2002): 428-431.
9. Xiaodong Liu, Zhang Q. L., The EI algebra Representations of Fuzzy Concept, Fuzzy Systems and Mathematics, (in Chinese), 16(2)(2002): 27-35.
10. Xiaodong Liu, Zhang Q. L., Zhu K. J., The Fuzzy Clustering Analysis Based on AFS Fuzzy logic, Fuzzy Systems and Mathematics, (in Chinese), 16(1)(2002): 38-48.
11. Xiaodong Liu, Zhang Q. L., Wang Y., AFS Fuzzy Logic System and Its Applications to Fuzzy Information Processing, J. of Northeastern University, (in Chinese), 23(4)(2002): 321-324.
1998-1999
1. Xiaodong Liu,A New Fuzzy Model of Pattern Recognition and Hitch Diagnosis of Complex Systems,Fuzzy Sets and Systems, 104(1999): 289-296.2. Xiaodong Liu, The Fuzzy Theory Based on AFS Structure, EI Algebra and EII Algebra,Fuzzy Sets and Systems, 95(1998): 179-188.
3. Xiaodong liu, The Fuzzy Theory Based on AFS Algebras and AFS Structures, Journal of Mathematical Analysis and Applications, 217(1998): 479-489.
4. Xiaodong Liu, The Topology on AFS Algebras and AFS Structures,Journal of Mathematical Analysis and Applications, 217(1998): 459-478.
1994-1995
1. Xiaodong liu, A New Mathematical Axiomatic System of Fuzzy Sets and Systems, Int. J. of Fuzzy Mathematics, 3(1995): 559-560.2. Xiaodong liu, Two Algebraic Structures of AFS, Structure, Int. J. of Fuzzy Mathematics, 3(1995): 561-562.
3. Xiaodong liu, The Solution of Fuzzy Equations, Int. J. of Fuzzy Mathematics, 2(1994): 327-333.
4. Xiaodong Liu, The Structure of Fuzzy Matrices, Int. Journal of Fuzzy Mathematics, 2(1994): 311-325.
1990
1. Xiaodong liu, Derivations and Commutativity of Rings, ACTA MATHEMATCA SINICA, 33(1990): 528-536.2. Xiaodong Liu, The Primary Classes for Ring and the Structure of Rings, Acta Scientiarum Naturalium Universitatis Jilinensis, (in Chinese), 4(1990): 21-27.
会议论文
[1].Liu X D, Pedrycz W and Zhang Q L, Axiomatic fuzzy Sets logic, Fuzzy Systems,The 12th IEEE International Conference on, vol.1, 2003: 55-60.
[2].Liu X. D., Zhang Q. L, H ∞ output feedback control designs of fuzzy dynamic systems via LMI, IEEE Conference on Decision and Control, 2002: 2153-2158.
[3].Liu X. D., Zhang Q. L., H ∞ control designs based on observer for fuzzy dynamic systems: LMI approaches, 41th IEEE Conference on Decision and Control, 2002: 2151-2152.
[4].Liu X D, Wang Y and Liu W, The Decomposition Algorithm of AFS Structure and Its Applications to Failure Diagnosis, Proc. IEEE Conference on Robotics, Automation and Mechatronics, 2004, December, 1-3, pp.729-733, Singapore.
[5].Xin Wang Liu X D, The Base of finite EI Algebra, 3th IEEE International Conference on Machine Learning and Cybernetics, pp.2005-2009, 2004, Shanghai.
[6].Liu X D, X. Zhou, X. Wang, The Fuzzy Inference Rule Extraction and Attribute Reduction Based on AFS Theory and Closeness degrees, IEEE International Conference on Machine Learning and Cybernetics, pp.2005-2009, 2004, Shanghai.
[7].Liu X. D., Zhang Q. L., H ∞control for T-S fuzzy systems: LMI Approach, Pro.of American Control Conference, Anchorage, AK, May 8-10, 2002, pp.987-988.
[8]. Liu X. D, Zhang Q. L., The Fuzzy Information Systems Based on AFS Theory, Proceedings of 2001 International Conference on Management Science and Engineering, August 18-20, vol.1, 2001: 326-329.
[9].Liu X. D., Zhang Q. L., The EI algebra Representations of fuzzy concepts, The 4th World Congress on Intelligent Control and Automation, 2002.
[10].Liu X. D., Zhang Q. L., Yang G. H., H ∞Control for T-S Fuzzy Descriptor Systems: LMI Approaches, Proceedings of 4th Asian Control Conference, September 25-27, 2002, Singapore.
[11].Wang Y., Zhang Q. L., Liu X. D., Robustness design of uncertain discrete-time fuzzy descriptor systems with guaranteed admissibility, Proceedings of American Control Conference, Anchorage, AK, May 8-10, 2002, pp.1699-1705.
[12].Zhao Z. H., Zhang Q. L., Liu X. D., H ∞control and parametric controllers for descriptor, Pro.of American Control Conference, Anchorage, AK, May 8-10, 2002.
[13].Wang Y., Zhang Q. L., Liu X. D., Stability analysis and design of fuzzy control systems based on interval, The 4th World Congress on Intelligent Control and Automation, 2002.
[14].Liu X. D., Wang F. W, Wei H., The Data Mining Based on AFS Theory, Proceedings of 2002 International Conference on Management Science and Engineering, 2002.
[15].Liu X. D., Zhang Q. L., The Fuzzy Information Systems Based on AFS Theory, Proceedings of 2001 International Conference on Management Science and Engineering, August 18-20, vol.1, 2001, pp.326-329.
[16].Wang X., Liu X. D., The Design of Database Query Based on AFS Fuzzy Algorithm, Proceedings of 2001 International Conference on Management Science and Engineering, 2002.
[17].Liu X D, Zhu Kejiu and Huang Hongzhong, The representations of fuzzy concepts based on the fuzzy matrix theory and AFS theory, IEEE International Symposium on Intelligent Control, October 5-8, 2003, Texas USA. pp.1006-1011, Houston, Texas USA.
[18].Xiaoguang Yang, Xiaodong Liu, Qingling Zhang, Peiyong Liu,A New Approaches to H ∞ control Design for T-S Fuzzy systems with Time-delay System, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China. vol.1, pp.71-74.
[19].Lishi Zhang, Yi Su, Xiaodong Liu, AFS Structures and Concept Lattices, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China. vol.3, pp.2541-2545.
[20].Xiaodong Liu, Lishi zhang, Approaches to Concept Lattice Via AFS Theory, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, vol.3, pp.2561-2565.
[21].Lishi Zhang, Xiaodong Liu, Concept Lattice and its Topological Structure, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, vol.4, pp.2633-2636.
[22].Rui Ding, Xiaodong Liu, The Fuzzy Clustering Analysis Based on AFS Structure and the Topology of *EI Algebra, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China, vol.4, pp.3168-3172.
[23].Li,Li, Yingpeng Tao,Xiaodong Liu,New Improvement Approaches to H ∞ controller Designs Based On Fuzzy observers for T-S Fuzzy systems with Time-Varying Delay, Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China, vol,5, pp.3782-3786.
[24].Xianchang Wang, Yan Ren,Xiaodong Liu,Fuzzy Clustering Approaches Based On AFS Fuzzy Logic II,Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China, vol.5, pp.4199-4203.
[25].Yan Ren, Xianchang Wang, Xiaodong Liu,Fuzzy Clustering Approaches Based On AFS Fuzzy Logic I,Sixth World Congress on Intelligent Control and Automation, June 21-23, 2006,Dalian, China. vol.5, pp.4244-4248.
[26].Xiaodong Liu, Yibing Wang, Wanquan Liu, The decomposition algorithm of AFS structure and its applications to failure diagnosis, 2004 IEEE Conference on Robotics, Automation and Mechatronics, 2004 IEEE Conference on Robotics, Automation and Mechatronics, 2004,pp.729-733.
[27].Yang H, Dai X L, Xiaodong Liu,Stability Analysis of a Class of Discrete Switched Fuzzy Systems, Third International Conference on Innovative Computing, Information and Control, 2008, 6.
[28].Yang H, Xiaodong Liu, Zhang L, Robust Controller Design for Switched Fuzzy Systems, 2008 Chinese Control and Decision Conference, 2008, 7, pp.3352-3356.
[29].Lidong Wang, Xiaodong Liu, and Xiaojuan Tian, A Generalization of Near Set Model, The Sixth International Conference on Rough Sets and Knowledge Technology, Banff, Canada, October 9-12, 2011,Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, vol.6954 LNAI, pp. 553-558, 2011, Rough Sets and Knowledge Technology - 6th International Conference, RSKT 2011, ProceedingsDatabase: Compendex
[30].Xin Wang, Xiaodong Liu, Xinghua Feng and Comelis Hoede, A Novel Approach to Concepts via Knowledge Graph Theory and AFS Theory, International Conference on Intelligent Control and Information Processing, August 13-15, 2010 - Dalian, China, pp.87-92.
[31].Xianchang Wang, Xiaodong Liu, and Lishi Zhang, The Improved Fuzzy Clustering Algorithm Based on AFS Theory and Its Applications to Wisconsin Breast Cancer Data, International Conference on Intelligent Control and Information Processing, August 13-15, 2010 - Dalian, China, pp.374-378.
[32].Le Zhang, Xiaodong Liu, and Hong Yang,Robust reliable control for a class of uncertain switched fuzzy systems based on observers switching, International Conference on Intelligent Control and Information Processing, August 13-15,2010 - Dalian, China, pp.207-212.
[33].Hong Yang, Xiaodong Liu,and Le Zhang,Exponential Stability of a Class of Switched Fuzzy Delay Systems, International Conference on Intelligent Control and Information Processing, August 13-15, 2010 - Dalian, China, pp.479-484.
[34].Yanli Zhang, Xiaodong Liu and Xueying Wang, A Novel Weighted Fuzzy Clustering Analysis Based On AFS Theory, Source: Proceedings - 2009 9th International Conference on Hybrid Intelligent Systems, HIS 2009, vol. 3, pp.346-350, 2009.
[35].Hong Yang, Xiaodong Liu, Le Zhang,Robust Control for a Class of Uncertain Time-delay Switched Fuzzy Systems, Source: 2009 Chinese Control and Decision Conference, CCDC 2009, pp.4558-4563, 2009, 2009 Chinese Control and Decision Conference, CCDC 2009.
[36].Hong Yang, Xiaodong Liu, Le Zhang,Relaxed Stability and Stabilization Conditions for a Class of Switched Fuzzy Discrete Systems, Source: 2009 Chinese Control and Decision Conference, CCDC 2009, pp.1027-1032, 2009, 2009 Chinese Control and Decision Conference, CCDC 2009.
[37].Xiaojuan Tian, Jing Li, Xiaodong Liu, Axiomatic Fuzzy set theory and its applications, Advances in Information and Systems Sciences, 2009(3)(3-4): 934-945.
[38].Xin Wang, Cornells Hoede and Xiaodong Liu,Classification of Meetings and Their Participants, Advances in Information and Systems Sciences, 2009(3)(3-4): 1080-1091.
[39].Xin Wang, Cornells Hoede and Xiaodong Liu, Classification of Motions in a Plane, Advances in Information and Systems Sciences, 2009(3)(3-4): 1092-1108.
基本信息Personal Information
教授博士生导师
硕士生导师
主要任职：无
性别：男
毕业院校：东北大学
学位：博士
在职信息：在职
所在单位：控制科学与工程学院
学科：应用数学 控制理论与控制工程
办公地点：创新园大厦A0620
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当前位置: 中文主页 >> 科学研究 >> 研究领域Engaged in the study of behavior recognition, AFS theory, system identification, control theory and engineering, knowledge discovery and representation, behavior recognition, pattern recognition, fault diagnosis, matrix theory, mathematical logic, algebra and other fields.
基本信息Personal Information
教授博士生导师
硕士生导师
主要任职：无
性别：男
毕业院校：东北大学
学位：博士
在职信息：在职
所在单位：控制科学与工程学院
学科：应用数学 控制理论与控制工程
办公地点：创新园大厦A0620
联系方式：电话: (+86-411) ** (home) (+86-411) ** (Office)传真: (+86-411) **手机: (+86-411) **
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同专业博导同专业硕导个人学术主页
论文成果
当前位置: 中文主页 >> 科学研究 >> 论文成果[1]Deng, Yingjie,Liu, Xiaodong,Xin, Chenyang,Jia, Wenjuan.An interpretable classifier with linear discriminant analysis based on AFS theory[A],2019,2019-July:7583-7588
[2]Guo, Hongyue,Wang, Lidong,Liu, Xiaodong.Dynamic time alignment kernel-based fuzzy clustering of non-equal length vector time series[J],INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,2019,10(11):3167-3179
[3]Mu, Yashuang,Liu, Xiaodong,Wang, Lidong,Asghar, Aamer Bilal.A parallel tree node splitting criterion for fuzzy decision trees[J],CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,2019,31(17)
[4]Zhou, Juxiang,Liu, Xiaodong,Gan, Jianhou.Exploiting best practice of deep CNNs features for national costume image retrieval[J],International Journal of Performability Engineering,2018,14(4):621-630
[5]Xin, Chenyang,Liu, Xiaodong,Deng, Yingjie,Lang, Qi.An optimization algorithm based on text clustering for warehouse storage location allocation[A],2019
[6]Guo, Hongyue,Pedrycz, Witold,Liu, Xiaodong.Fuzzy time series forecasting based on axiomatic fuzzy set theory[J],NEURAL COMPUTING & APPLICATIONS,2019,31(8):3921-3932
[7]冯兴华,刘晓东,刘亚清.基于模糊概念相似性与模糊熵度量的模糊分类算法[J],大连理工大学学报,2014,54(2):240-245
[8]Yang, Feisheng,Zhang, Huaguang,Jiang, Bin,Liu, Xiaodong.Adaptive reconfigurable control of systems with time-varying delay against unknown actuator faults[J],INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING,2014,28(11):1206-1226
[9]Zhou, Juxiang,Liu, Xiaodong,Liu, Wanquan,Gan, Jianhou.Image retrieval based on effective feature extraction and diffusion process[J],MULTIMEDIA TOOLS AND APPLICATIONS,2019,78(5):6163-6190
[10]Lu, Wei,Shan, Dan,Pedrycz, Witold,Zhang, Liyong,Yang, Jianhua,Liu, Xiaodong.Granular Fuzzy Modeling for Multidimensional Numeric Data: A Layered Approach Based on Hyperbox[J],IEEE TRANSACTIONS ON FUZZY SYSTEMS,2019,27(4):775-789
[11]Hu, Guolin,Liu, Xiaodong,Wang, Likui,Li, Hongxing.Further study on local analysis of continuous-time T-S fuzzy models with bounded disturbances[J],IET CONTROL THEORY AND APPLICATIONS,2019,13(3):403-410
[12]Lu, Wei,Zhou, Wei,Shan, Dan,Zhang, Liyong,Yang, Jianhua,Liu, Xiaodong.The linguistic modeling of interval-valued time series: A perspective of granular computing[J],INFORMATION SCIENCES,2019,478:476-498
[13]Guo, Hongyue,Pedrycz, Witold,Liu, Xiaodong.Hidden Markov Models Based Approaches to Long-Term Prediction for Granular Time Series[J],IEEE TRANSACTIONS ON FUZZY SYSTEMS,2018,26(5):2807-2817
[14]Liu, Xiaodong,Jia, Wenjuan,Wang, Yuangang,Guo, Hongyue,Ren, Yan,Li, Zedong.Knowledge discovery and semantic learning in the framework of axiomatic fuzzy set theory[J],WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY,2018,8(5)
[15]Mu, Yashuang,Wang, Lidong,Liu, Xiaodong.A fast rank mutual information based decision tree and its implementation via Map-Reduce[J],CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE,2018,30(10)
[16]Asghar, Aamer Bilal,Liu, Xiaodong.Estimation of wind speed probability distribution and wind energy potential using adaptive neuro-fuzzy methodology[J],NEUROCOMPUTING,2018,287:58-67
[17]Mu, Yashuang,Liu, Xiaodong,Wang, Lidong.A Pearson's correlation coefficient based decision tree and its parallel implementation[J],INFORMATION SCIENCES,2018,435:40-58
[18]Zhou, Ju-xiang,Liu, Xiao-dong,Xu, Tian-wei,Gan, Jian-hou,Liu, Wan-quan.A new fusion approach for content based image retrieval with color histogram and local directional pattern[J],INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,2018,9(4):677-689
[19]Wang, Lidong,Wang, Yanjun,Liu, Xiaodong.Prioritized Aggregation Operators and Correlated Aggregation Operators for Hesitant 2-Tuple Linguistic Variables[J],SYMMETRY-BASEL,2018,10(2)
[20]Asghar, Aamer Bilal,Liu, Xiaodong.Adaptive neuro-fuzzy algorithm to estimate effective wind speed and optimal rotor speed for variable-speed wind turbine[J],NEUROCOMPUTING,2018,272:495-504
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基本信息Personal Information
教授博士生导师
硕士生导师
主要任职：无
性别：男
毕业院校：东北大学
学位：博士
在职信息：在职
所在单位：控制科学与工程学院
学科：应用数学 控制理论与控制工程
办公地点：创新园大厦A0620
联系方式：电话: (+86-411) ** (home) (+86-411) ** (Office)传真: (+86-411) **手机: (+86-411) **
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专利
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基本信息Personal Information
教授博士生导师
硕士生导师
主要任职：无
性别：男
毕业院校：东北大学
学位：博士
在职信息：在职
所在单位：控制科学与工程学院
学科：应用数学 控制理论与控制工程
办公地点：创新园大厦A0620
联系方式：电话: (+86-411) ** (home) (+86-411) ** (Office)传真: (+86-411) **手机: (+86-411) **
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同专业博导同专业硕导个人学术主页
著作成果
当前位置: 中文主页 >> 科学研究 >> 著作成果Axiomatic Fuzzy Set Theory and Its Applications
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基本信息Personal Information
教授博士生导师
硕士生导师
主要任职：无
性别：男
毕业院校：东北大学
学位：博士
在职信息：在职
所在单位：控制科学与工程学院
学科：应用数学 控制理论与控制工程
办公地点：创新园大厦A0620
联系方式：电话: (+86-411) ** (home) (+86-411) ** (Office)传真: (+86-411) **手机: (+86-411) **
电子邮箱：
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同专业博导同专业硕导个人学术主页
科研项目
当前位置: 中文主页 >> 科学研究 >> 科研项目基于公理模糊集和粒计算的多元动态数据的知识发现与语义表示, 国家自然科学基金, 2016/08/17, 进行
基于模糊认知图和AFS模糊逻辑的数据挖掘技术, 辽宁省自然科学基金, 2006/01/01-2008/12/31, 完成
基于公理模糊集和模糊认知图的模糊多元时间序列分析与预测, 高等学校博士学科点专项科研基金项目, 2011/12/08-2015/05/31, 完成
基于动态数据和模糊认知图的复杂不确定系统建模、分析与控制, 国家自然科学基金, 2011/09/25, 完成
基于公理模糊集理论的模糊机器学习, 国家自然科学基金, 2008/09/25-2011/12/31, 完成
基于数据与知识的制造过程能质流协同运行优化理论与关键技术, 国家自然科学基金, 2018/08/16, 进行
基于因素空间理论的XXX模型研究, 国家重点研发计划（JG）, 2018/02/01, 进行
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