王琥

1994年-1998年，天津科技大學，機械學院，本科/工學學士

1998年-2001年，湖南大學，機械與汽車工程學院，碩士/工學碩士，黃紅武

2002年-2006年，湖南大學，機械與汽車工程學院，博士/工學博士，李光耀

2006年-2007年，新加坡國立大學，訪問學者

2009年-2010年，加拿大SFU大學，訪問學者

2012年-2014年，美國佛羅里達大學，訪問學者 ^[1] 

1. 2006 ~ 2007 新加坡國立大學，工程學院，訪問學者，合作導師：G.R.Liu 劉桂榮；

2. 2006 ~ 2007 湖南大學，機械與汽車工程學院，講師；

3. 2009 ~ 2010 加拿大Simon Fraser University，電子工程系，研究員, 合作導師：Gary G. Wang；

4. 2007 ~ 2015 湖南大學，機械與汽車工程學院，副教授；

5. 2012 ~ 2014 美國University of Florida, 機械與航空工程系，訪問學者，合作導師 R.F. Haftka 教授；

6. 2016 ~ 至今 湖南大學，機械與運載工程學院，教授。 ^[1] 

複雜產品設計方法（全局優化方法及理論，CAD/CAE一體化閉環設計理論，深度神經網絡計算方法，時變代理模型建模方法，多尺度建模與計算等）；快速計算方法（基於多種求解器的重分析計算方法，多物理場快速計算方法，相關軟件開發）；多物理場電池仿真與結構設計；並行計算方法（並行計算方法，並行優化方法等），反求方法（不確定性反求方法及理論，金屬，非金屬，複合材料參數反求）等。 ^[1] 

1. 國家重點研發計劃“中小企業數值模擬與計算應用社區“，課題一“中小企業數值模擬與計算資源體系”，2017/01-2020/07, 115萬元，主持；

2. 國家自然科學基金面上項目，輔助空間高精度重分析快速計算方法研究，2016/01-2019/12，71.4萬元，主持；

3. 國家重點實驗室自主課題，車身結構件輕量化設計的高維多尺度優化方法研究，2014.1-2017.12，15萬元，主持；

4. 新世紀優秀人才支持計劃，2012 ~ 2014，汽車CAE，50萬元，主持；

5. 國家自然科學基金面上項目，基於解耦模式的多參數自組織近似模型優化方法關鍵技術研究，2011/01-2015/12，64萬元，主持；

6. 國家自然科學基金青年基金，時序可控近似模型技術及其對非線性問題的研究，2010/01-2012/12，19萬元，主持；

7. 863重點項目：機械系統動力學CAE平台子課題：材料參數反求系統研究，2009/01-2011/12，96萬元，主持；

8. 湖南省自然科學基金重點項目，基於近似模型技術的高維優化方法研究，2011.1-2013.12，10萬元，主持；

9. 湖南大學青年人才培養計劃，基於車輛碰撞過程的動態重分析關鍵技術研究，2011.1-2012.12，20萬元，主持；

10. 國家重點實驗室自主課題，基於重分析理論的動態非線性問題的快速計算方法研究，2011.1-2012.12，15萬元，主持； ^[1] 

1. Hu Wang, Mengzhu Yang, Yufan Wu: Closed-loop optimization and investigation of bistable interlocked structure. International Journal of Mechanical Sciences 05/2018; 144., DOI:10.1016/j.ijmecsci.2018.05.037

2. Qidi Li, Hu Wang, Yang Zeng, Zhiwei Lv: A D-vine copula-based coupling uncertainty analysis for stiffness predication of variable-stiffness composite.

3. Hu Wang: Fast sensitivity reanalysis methods assisted by Independent Coefficients and Indirect Factorization Updating strategies. DOI:10.1016/j.advengsoft.2018.02.009

4. Hu Wang, Lei Chen, Fan Ye, Jian Wang: A multi-hierarchical successive optimization method for reduction of spring-back in autoclave forming. Composite Structures 03/2018; 188., DOI:10.1016/j.compstruct.2018.01.010

5. Zhenxing Cheng, Hu Wang: How to control the crack to propagate along the specified path feasibly?. Computer Methods in Applied Mechanics and Engineering 03/2018; 336., DOI:10.1016/j.cma.2018.03.029

6. Yu Li, Hu Wang, Juanjuan Liu: Can CNNs Construct Highly Accurate Model Efficiently with Limited Training Samples?.

7. Hu Wang, Wenquan Shuai, Xin Luo: Optimization of honeycomb battery package based on space mapping algorithm.

8. Zhenxing Cheng, Hu Wang: Crack Is Controllable, a controllable crack propagation method by using artificial neural network assisted particle swarm optimization.

9. Zhenxing Cheng, Hu Wang: A fast and exact computational method for crack propagation based on extended finite element method.

10. Guanxin Huang, Hu Wang, Guoping Wang, Guangyao Li, Congyi Zhang: Corrigendum to “Closed loop geometry based optimization by integrating subdivision, reanalysis and metaheuristic searching techniques” [Comput. Struct. 182 (2017) 459–474]. Computers & Structures 07/2017; 187:122., DOI:10.1016/j.compstruc.2017.04.008

11. Enying Li, Fan Ye, Hu Wang: Alternative Kriging-HDMR optimization method with expected improvement sampling strategy. Engineering Computations 06/2017; 34(1):00-00., DOI:10.1108/EC-06-2016-0208

12. Hu Wang, Liming Chen, Fan Ye, Lei Chen: Global sensitivity analysis for fiber reinforced composite fiber path based on D-MORPH-HDMR algorithm. Structural and Multidisciplinary Optimization 04/2017;, DOI:10.1007/s00158-017-1681-9

13. Hu Wang, Lei Chen, Enying Li: Time dependent sheet metal forming optimization by using Gaussian process assisted firefly algorithm. International Journal of Material Forming 04/2017;, DOI:10.1007/s12289-017-1352-9

14. Zhenxing Cheng, Hu Wang, Guanxin Huang, Guangyao Li: A Meshless-based Local Reanalysis Method for Structural Analysis. Computers & Structures 03/2017; 192., DOI:10.1016/j.compstruc.2017.07.011

15. Fan Ye, Hu Wang: A simple Python code for computing effective properties of 2D and 3D representative volume element under periodic boundary conditions.

16. Fan Ye, Hu Wang, Guangyao Li: Variable stiffness composite material design by using support vector regression assisted efficient global optimization method. Structural and Multidisciplinary Optimization 01/2017;, DOI:10.1007/s00158-017-1658-8

17. Guanxin Huang, Hu Wang, Guoping Wang, Guangyao Li: Closed loop geometry based optimization by integrating subdivision, reanalysis and metaheuristic searching techniques. Computers & Structures 01/2017; 182(1):459–474., DOI:10.1016/j.compstruc.2017.01.005

18. Hu Wang, Hao Chong, Guangyao Li: Extension of reanalysis method, analysis of heat conduction by using CA and IC methods. DOI:10.1016/j.enganabound.2017.09.011

19. Hu Wang, Ye Fan, Chen Lei, Li Enying: Sheet Metal Forming Optimization by Using Surrogate Modeling Techniques. Chinese Journal of Mechanical Engineering 01/2017; 30(1):2017., DOI:10.3901/CJME.2016.1020.123

20. Guanxin Huang, Hu Wang, Lei Chen, Enying Li, Guangyao Li: A fast uncertainty analysis for material nonlinear problems based on reanalysis and semi-analytic strategy. Advances in Engineering Software 12/2016; 102:1-13., DOI:10.1016/j.advengsoft.2016.08.008

21. Hu Wang, Tingxiang Fan, Guangyao Li: Reanalysis-based space mapping method, an alternative optimization way for expensive simulation-based problems. Structural and Multidisciplinary Optimization 12/2016;, DOI:10.1007/s00158-016-1633-9

22. Guanqiang He, Hu Wang, Guangxin Huang, Haitao Liu, Guangyao Li: A Parallel Elastoplastic Reanalysis Based on GPU Platform. International Journal of Computational Methods 11/2016;, DOI:10.1142/S0219876217500517

23. Guanxin Huang, Hu Wang, Guangyao Li: A novel Multi-Grid assisted reanalysis for re-meshed finite element models. Computer Methods in Applied Mechanics and Engineering 10/2016; 313(1):817–833., DOI:10.1016/j.cma.2016.10.029

24. Guanxin Huang, Hu Wang, Guangyao Li: An Efficient Reanalysis Assisted Optimization for Variable-stiffness Composite Design by Using Path Functions. Composite Structures 06/2016; 153., DOI:10.1016/j.compstruct.2016.06.043

25. Hu Wang, Hao Chong: Review of advances and outlook in reanalysis methods. DOI:10.6052/j.issn.1000-4750.2015.11.0944

26. Enying Li, Hu Wang, Fan Ye: Two-level Multi-surrogate Assisted Optimization method for high dimensional nonlinear problems. Applied Soft Computing 05/2016; 46:26-36., DOI:10.1016/j.asoc.2016.04.035

27. Guanxin Huang, Hu Wang, Guangyao Li: An exact reanalysis method for structures with local modifications. Structural and Multidisciplinary Optimization 03/2016; 54(3)., DOI:10.1007/s00158-016-1417-2

28. Liming Chen, Enying Li, Hu Wang: Time-based reflow soldering optimization by using adaptive Kriging-HDMR method. Soldering and Surface Mount Technology 03/2016; 18(2):101-113., DOI:10.1108/SSMT-07-2015-0021

29. Hu Wang, Enying Li: Bi-direction multi-surrogate surrogate assisted global optimization. Engineering Computations 03/2016; 33(3):646-666., DOI:10.1108/EC-11-2014-0241

30. Long Tang, Hu Wang: Dual-mode nested search method for categorical uncertain multi-objective optimization. Engineering Optimization 02/2016; 48(10):1-19., DOI:10.1080/0305215X.2015.1137564

31. Hu Wang, Yang Zeng, Enying Li, Guangxin Huang, Guoqiang Gao, Guangyao Li: “Seen Is Solution” , a CAD/CAE integrated parallel reanalysis design system. Computer Methods in Applied Mechanics and Engineering 02/2016; 299(1):187–214., DOI:10.1016/j.cma.2015.10.022

32. Hu Wang, Fan Ye, Enying Li, Guangyao: A comparative study of expected improvement- assisted global optimization with different surrogates. Engineering Optimization 01/2016;, DOI:10.1080/0305215X.2015.1115645

33. Enying Li, Hu Wang: An alternative adaptive differential evolutionary Algorithm assisted by Expected Improvement criterion and cut-HDMR expansion and its application in time-based sheet forming design. Advances in Engineering Software 01/2016; 33:96–107., DOI:10.1016/j.advengsoft.2016.03.001

34. Zeng Yang, Enying Li, Hu Wang: Fast variable stiffness composite cylinder uncertainty analysis by using reanalysis assisted Copula function. MATEC Web of Conferences 01/2016; 80:10006., DOI:10.1051/matecconf/20168010006

35. Hu Wang, Yang Zeng, Xiancheng Yu, Guangyao Li, Enying Li: Surrogate-assisted Bayesian inference inverse material identification method and application to advanced high strength steel. Inverse Problems in Science and Engineering 11/2015;, DOI:10.1080/17415977.2015.1113960

36. Guoqiang Gao, Hu Wang, Enying Li, Guangyao Li: An exact block-based reanalysis method for local modifications. Computers & Structures 10/2015; 158(1):369–380., DOI:10.1016/j.compstruc.2015.06.015

37. Guanqiang He, Xiaodong Huang, Hu Wang, Guangyao Li: Topology optimization of periodic structures using BESO based on unstructured design points. Structural and Multidisciplinary Optimization 09/2015; 53(2)., DOI:10.1007/s00158-015-1342-9

38. Yong Cai, Guoping Wang, Guangyao Li, Hu Wang: A high performance crashworthiness simulation system based on GPU. Advances in Engineering Software 08/2015; 86., DOI:10.1016/j.advengsoft.2015.04.003

39. Guanqiang He, Hu Wang, Enying Li, Guanxin Huang, Guangyao Li: A multiple-GPU based parallel independent coefficient reanalysis method and applications for vehicle design. Advances in Engineering Software 07/2015; 85., DOI:10.1016/j.advengsoft.2015.03.006

40. Hu Wang, Guangyao Li: Some modifications for ES-FEM and its application for vehicle design. Engineering Computations 07/2015; 32(5)., DOI:10.1108/EC-11-2013-0268

41. W. Yin, H. Wang, H. Feng, L. Tang: Inverse determination of material parameters based on decoupled GMDH algorithm. Zhongguo Jixie Gongcheng/China Mechanical Engineering 05/2015; 26(9):1215-1221., DOI:10.3969/j.issn.1004-132X.2015.09.016

42. W. Yin, H. Wang, H. Feng, E. Li, L. Tang: Inverse determination of high-strength steel parameters based on RBF-HDMR metamodel technique. Zhongguo Jixie Gongcheng/China Mechanical Engineering 10/2014; 25(20):2801-2805., DOI:10.3969/j.issn.1004-132X.2014.20.018

43. Yong Cai, Guangyao Li, Hu Wang: A Parallel Node-based Solution Scheme for Implicit Finite Element Method Using GPU. Procedia Engineering 12/2013; 61:318-324., DOI:10.1016/j.proeng.2013.08.022

44. Guanxin Huang, Hu Wang, Guangyao Li: A reanalysis method for local modification and the application in large-scale problems. Structural and Multidisciplinary Optimization 11/2013; 49(6):915-930., DOI:10.1007/s00158-013-1022-6

45. Long Tang, Hu Wang, Guangyao Li, Fengxiang Xu: Adaptive heuristic search algorithm for discrete variables based multi-objective optimization. Structural and Multidisciplinary Optimization 10/2013; 48(4)., DOI:10.1007/s00158-013-0932-7

46. Guoqiang Gao, Hu Wang, Guangyao Li: An adaptive time-based global method for dynamic reanalysis. Structural and Multidisciplinary Optimization 08/2013; 48(2)., DOI:10.1007/s00158-013-0930-9

47. Hu Wang: A Parallel Reanalysis Method Based on Approximate Inverse Matrix for Complex Engineering Problems. Journal of Mechanical Design 08/2013; 135(8):081001-1.

48. Hu Wang, Enying Li, Guangyao Li: A Parallel Reanalysis Method Based on Approximate Inverse Matrix for Complex Engineering Problems. Journal of Mechanical Design 05/2013; 135(8):081001., DOI:10.1115/1.4024368

49. Y. Cai, G. Li, H. Wang: Parallel computing of central difference explicit finite element based on GPU general computing platform.

50. Long Tang, Hu Wang, Guangyao Li: Advanced high strength steel springback optimization by projection-based heuristic global search algorithm. Materials and Design 01/2013; 43:426–437., DOI:10.1016/j.matdes.2012.06.045

51. Hu Wang, Weiyi Li, Guangyao Li: A Robust Inverse Method Based on Least Square Support Vector Regression for Johnson-cook Material Parameters. Cmc -Tech Science Press- 01/2013; 28(2).

52. Hu Wang, Songqing Shan, G Gary Wang, Guangyao Li: Integrating Least Square Support Vector Regression and Mode Pursuing Sampling Optimization for Crashworthiness Design. Journal of Mechanical Design 01/2013; 133(4)., DOI:10.1115/1.4003840

53. Enying Li, Hu Wang, Guangyao Li: High dimensional model representation (HDMR) coupled intelligent sampling strategy for nonlinear problems. Computer Physics Communications 09/2012; 183(9):1947–1955., DOI:10.1016/j.cpc.2012.04.017

54. Hu Wang, Guangyao Li: Sheet forming optimization based on least square support vector regression and intelligent sampling approach. International Journal of Material Forming 04/2012; 3:9-12., DOI:10.1007/s12289-010-0694-3

55. Hu Wang, Guangyao Li: Min–Median–Max metamodel-based unconstrained nonlinear optimization problems. Structural and Multidisciplinary Optimization 03/2012; 45(3)., DOI:10.1007/s00158-011-0683-2

56. Yong Cai, Guangyao Li, Hu Wang, Gang Zheng, Sen Lin: Development of parallel explicit finite element sheet forming simulation system based on GPU architecture. Advances in Engineering Software 03/2012; 45(1):370-379., DOI:10.1016/j.advengsoft.2011.10.014

57. L. Tang, G. Li, H. Wang: Kriging-HDMR metamodeling technique for nonlinear problems. Lixue Xuebao/Chinese Journal of Theoretical and Applied Mechanics 07/2011; 43(4):780-784.

58. Hu Wang, Long Tang, G. Y. Li: Adaptive MLS-HDMR metamodeling techniques for high dimensional problems. Expert Systems with Applications 05/2011; 38(11):14117-14126., DOI:10.1016/j.eswa.2011.04.220

59. Hu Wang, Enying Li, · G Y Li, H Wang: Probability-based least square support vector regression metamodeling technique for crashworthiness optimization problems. Computational Mechanics 03/2011; 47(3):251-263., DOI:10.1007/s00466-010-0532-y

60. Hu Wang, Guangyao Li, Enying Li: A comparative study of boundary-based intelligent sampling approaches for nonlinear optimization. Applied Soft Computing 03/2011; 11(2-11):2227-2238., DOI:10.1016/j.asoc.2010.08.002

61. Guanxin Huang, Hu Wang, Gao Guoqiang, Li Guangyao: Modified Combined Approximations and the Application in Reanalysis of Vehicle Frame Stiffness. Journal of Mechanical Engineering 01/2011; 47(18):86., DOI:10.3901/JME.2011.18.086

62. Hu Wang, Guangyao Li: Reduction of Wrinkling and Crack of Sheet Forming Based on Least Square Support Vector Regression and Cross Validation Sampling Approach. Steel Research International 09/2010; 81(9):592-595.

63. Hu Wang, G.Y. Li, Enying Li: Time-based metamodeling technique for vehicle crashworthiness optimization. Computer Methods in Applied Mechanics and Engineering 08/2010; 199(37-40-199):2497-2509., DOI:10.1016/j.cma.2010.04.002

64. Hu Wang, Guangyao Li, Yong Cai: MPS‐based LS‐SVR Metamodeling Technique for Sheet Forming Optimization. 06/2010; 1252(1):1109-1117., DOI:10.1063/1.3457507

65. Wang Hu, Li Enying, Li Guang yao, Zheng Gang: Optimisation of sheet metal forming processes by the use of adaptive intelligent sampling scheme based metamodelling method. International Journal of Materials and Product Technology 02/2010; 38(2)., DOI:10.1504/IJMPT.2010.032097

66. Hu Wang, Enying Li, G. Y. Li: Development of hybrid fuzzy regression-based metamodeling technique for optimization of sheet metal forming problems. Materials and Design 09/2009; 30(8):2854-2866., DOI:10.1016/j.matdes.2009.01.015

67. Enying Li, Guangyao Li, Guilin Wen, Hu Wang: Hopf bifurcation of the third-order Hénon system based on an explicit criterion. Nonlinear Analysis 05/2009; 70(9):3227-3235., DOI:10.1016/j.na.2008.04.038

68. Hu Wang, Enying Li, Guang Yao Li: The least square support vector regression coupled with parallel sampling scheme metamodeling technique and application in sheet forming optimization. Materials and Design 05/2009; 30(5-30):1468-1479., DOI:10.1016/j.matdes.2008.08.014

69. Hu Wang, Enying Li, Guang Yao Li: Parallel boundary and best neighbor searching sampling algorithm for drawbead design optimization in sheet metal forming. Structural and Multidisciplinary Optimization 03/2009; 41(2):309-324., DOI:10.1007/s00158-009-0411-3

70. Wang Hu, Li Enying, Li Guang Yao: Optimization of drawbead design in sheet metal forming based on intelligent sampling by using response surface methodology. Journal of Materials Processing Technology 09/2008; 206(1-3-206):45-55., DOI:10.1016/j.jmatprotec.2007.12.002

71. Wang Hu, Li Enying, G.Y. Li, Z. H. Zhong: A metamodel optimization methodology based on multi-level fuzzy clustering space reduction strategy and its applications. Computers & Industrial Engineering 09/2008; 55(2-55):503-532., DOI:10.1016/j.cie.2008.01.011

72. Hu Wang, Enying Li, G.Y. Li, Z.H. Zhong: Development of metamodeling based optimization system for high nonlinear engineering problems. Advances in Engineering Software 08/2008; 39(8-39):629-645., DOI:10.1016/j.advengsoft.2007.10.001

73. Wang Hu, Li Guang Yao, Zhong Zhi Hua: Optimization of sheet metal forming processes by adaptive response surface based on intelligent sampling method. Journal of Materials Processing Technology 02/2008; 197(1-3-197):77-88., DOI:10.1016/j.jmatprotec.2007.06.018

74. Wang Hu, Li Enying, G. Y. Li, Z. H. Zhong: Optimization of sheet metal forming processes by the use of space mapping based metamodeling method. International Journal of Advanced Manufacturing Technology 11/2007; 39(7):642-655., DOI:10.1007/s00170-007-1253-z

75. Wang Hu, Li Guang Yao, Zhong Zhi Hua: Parallel point interpolation method for three-dimensional metal forming simulations. Engineering Analysis with Boundary Elements 04/2007; 31(4-31):326-342., DOI:10.1016/j.enganabound.2006.09.012

76. H. Wang, Guangyao Li, X. Han, Zhi Hua Zhong: Development of parallel 3D RKPM meshless bulk forming simulation system. Advances in Engineering Software 02/2007; 38(2):87-101., DOI:10.1016/j.advengsoft.2006.08.002

77. H. Wang, G. Li, Z. Zhong: Optimization on automatic mesh partition method in parallel finite element computation. ^[1] 

1. 王琥，陳磊，王曉新，李光耀，一種板料衝壓方法，2015.7.22-2035.4.22，湖南，CN201510193879.0

2. 王琥，葉帆，餘先成，李光耀，薄壁筒形結構，2015.7.8-2035.4.22，湖南，CN201510193906.4

3. 王琥，楊博華，李維逸，李光耀，多工況模式下高強度鋼材料參數反求方法，2013.3.13-2032.11.30，湖南，CN201210501336.7

4. 王琥，李光耀，蔡勇，湯龍，車身輕量化設計的解耦模式的數據處理分組建模方法，2013.4.10-2032.11.30，湖南，CN201210501433.6

5. 王琥，蔡勇，李光耀，鄭剛，基於汽車耐撞性的並行支持向量機近似模型優化方法，2013.3.27-2032.11.30，湖南，CN201210501096.0 ^[1]