简略介绍了人工神经网络的基本思想及特点,综述了人工神经网络在材料性能预测、工艺参数优化、相变规律的研究、微观组织模拟等领域的应用情况.对人工神经网络研究中存在的问题进行了分析,展望了其应用前景.
参考文献
| [1] | 侯哲哲,武建军.人工神经网络在材料设计中的应用[J].河北工业大学学报,2003(03):94-97. |
| [2] | 雷正伟,徐章遂,米东,刘美全.神经网络的预测性能的优化分析[J].计算机测量与控制,2004(01):15-16,20. |
| [3] | 徐建林,王智平.材料设计中的BP神经网络技术[J].宇航材料工艺,2003(02):22-25. |
| [4] | 丛爽.面向MATLAB工具箱的神经网络理论与应用[M].合肥:中国科学技术大学出版社,1998:1-73. |
| [5] | M. S. Chun;J. Biglou;J. G. Lenard;J. G. Kim .Using neural networks to predict parameters in the hot working of aluminum alloys[J].Journal of Materials Processing Technology,1999(1/3):245-251. |
| [6] | 张乐福;谢长生;张以增 .人工神经网络在材料实验数据处理中的应用[J].材料科学与工艺,1997,5(01):28-31. |
| [7] | 张国英;刘贵立;曾梅光 等.人工神经网络在材料设计中的应用[J].材料科学与工艺,1999,7(03):93-96. |
| [8] | Z. Zhang;P. Klein;K. Friedrich .Dynamic mechanical properties of PTFE based short carbon fibre reinforced composites: experiment and artificial neural network prediction[J].Composites science and technology,2002(7/8):1001-1009. |
| [9] | 葛建华,王迎军,郑裕东.人工神经网络在材料科学与加工中的应用[J].现代化工,2003(01):59-62. |
| [10] | S. Malinov;W. Sha .Application of artificial neural networks for modelling correlations in titanium alloys[J].Materials Science & Engineering. A, Structural Materials: Properties, Microstructure and Processing,2004(1/2):202-211. |
| [11] | HOSSEINI S M K;ZAREI-HANZAKI A;YAZDAN PANAH M J et al.ANN model for prediction of the effect of composition and process parameters on tensile strength and percent elongation of Si-Mn TRIP steels[J].Materials Science and Engineering A,2004,374:122-128. |
| [12] | E. G. Ezugwu;D. A. Fadare;J. Bonney;R. B. Da Silva;W. F. Sales .Modelling the correlation between cutting and process parameters in high-speed machining of Inconel 718 alloy using an artificial neural network[J].International Journal of Machine Tools & Manufacture: Design, research and application,2005(12/13):1375-1385. |
| [13] | 刘黎明;梁国俐 .人工神经网络预报金属基复合材料焊接接头性能[J].机器人,2001,23(07):609-611,615. |
| [14] | 王宝森,李午申,冯灵芝.超高硬度堆焊材料性能的神经网络预测[J].兵器材料科学与工程,2003(03):11-13,17. |
| [15] | Mohammed E. Haque;K.V. Sudhakar .ANN back-propagation prediction model for fracture toughness in microalloy steel[J].International Journal of Fatigue,2002(9):1003-1010. |
| [16] | Caleateffaa S.;Campanab G. .Prediction of mechanical properties in spheroidal cast iron by neural networks[J].Journal of Materials Processing Technology,2000(1/2):74-80. |
| [17] | Qingeng Zeng;Jiakui Zu;Litong Zhang .Designing expert system with artificial neural networks for in situ toughened Si_3N_4[J].Materials & Design,2002(3):287-290. |
| [18] | 吴涛 .钛（氢）合金热变形流变应力的人工神经网络预测[D].哈尔滨工业大学,2004. |
| [19] | V. Khandetsky;I. Antonyuk .Signal processing in defect detection using back-propagation neural networks[J].NDT & E international: Independent nondestructive testing and evaluation,2002(7):483-488. |
| [20] | 崔明义,孙恒虎.基于MATLAB的胶结充填材料BP神经网络质量模型[J].有色金属,2003(01):121-123. |
| [21] | Z. Zhang;K. Friedrich;K. Velten .Prediction on tribological properties of short fibre composites using artificial neural networks[J].Wear: an International Journal on the Science and Technology of Friction, Lubrication and Wear,2002(7/8):668-675. |
| [22] | 陈强,李贺军,李克智,张守阳.基体改性对碳/碳复合材料烧蚀率影响的神经网络模拟[J].西安交通大学学报,2003(03):249-251,330. |
| [23] | 徐强,张幸红,赫晓东,韩杰才,王雪峰.TiB2-Cu复合材料SHS工艺的人工神经网络优化[J].哈尔滨工业大学学报,2003(10):1199-1201. |
| [24] | C. Z. Huang;L. Zhang;L. He;J. Sun;B. Fang;B. Zou;Z. Q. Li;X. Ai .A study on the prediction of the mechanical properties of a ceramic tool based on an artificial neural network[J].Journal of Materials Processing Technology,2002(1/3):399-402. |
| [25] | 樊宁,高子辉,艾兴,邓建新.利用人工神经网络方法开发Al2O3/TiN系复相陶瓷刀具材料[J].陶瓷学报,2002(03):178-182. |
| [26] | GUO Dong;LI Long-tu;NAN Ce-wen et al.Modeling and analysis of the electrical properties of PZT through neural networks[J].Journal of the European Ceramic Society,2003,23:2177-2181. |
| [27] | 王玉,谭力,邢渊,阮雪榆.人工神经网络在热处理质量控制中的应用研究[J].机械工程材料,2000(02):8-9. |
| [28] | LI Miao-quan;XIONG Ai-ming .Microstructural evolution and modelling of the hot compression of a TC6 titanium alloy[J].Materials Characterization,2003,49:203-209. |
| [29] | Guo D.;Wang YL.;Nan C.;Li LT.;Xia JT. .Application of artificial neural network technique to the formulation design of dielectric ceramics[J].Sensors and Actuators, A. Physical,2002(1/2):93-98. |
| [30] | 秦伟,张志谦,吴晓宏,盖学维.运用神经网络设计碳纤维织物/环氧复合材料界面性能[J].功能材料,2003(03):334-335. |
| [31] | 樊新民,孔见,金波.人工神经网络在金属热处理中的应用[J].金属热处理,2000(11):25-27. |
| [32] | 吴良,钟文锋.基于人工神经网络的结构钢端淬曲线预测系统模型的研究[J].金属热处理学报,2000(04):13-17. |
| [33] | S. Malinov;W. Sha;Z. Guo .Application of artificial neural network for prediction of time-temperature-transformation diagrams in titanium alloys[J].Materials Science & Engineering, A. Structural Materials: Properties, Misrostructure and Processing,2000(1/2):1-10. |
| [34] | Guo Z;Malinov S;Sha W .Modelling beta transus temperature of titanium alloys using artificial neural network[J].Computational Materials Science,2005(1):1-12. |
| [35] | M. Cherigui;S. Guessasma;N. Fenineche .FeNb magnetic properties correlated to microstructure features[J].Materials Science & Engineering, B. Solid-State Materials for Advanced Technology,2005(1):40-46. |
| [36] | GUESSASMA S;CODDET C .Microstructure of APS aluminatitania coatings analyzed using artificial neural network[J].Acta Materialia,2004,52:5157-5164. |
| [37] | Jan Kusiak;Roman Kuziak .Modelling of microstructure and mechanical properties of steel using the artificial neural network[J].Journal of Materials Processing Technology,2002(1):115-121. |
| [38] | 李萍,薛克敏,曹爱民.Ti-15-3合金再结晶组织的预测[J].合肥工业大学学报(自然科学版),2004(09):991-995. |
| [39] | 黄维超,陈春生,卢雅琳,江海涛,李淼泉.Al-4Cu-Mg合金半固态压缩时微观组织的计算模型[J].材料工程,2004(10):7-11. |
| [40] | Reddy NS;Rao AKP;Chakraborty M;Murty BS .Prediction of grain size of Al-7Si alloy by neural networks[J].Materials Science & Engineering, A. Structural Materials: Properties, Misrostructure and Processing,2005(1/2):131-140. |
| [41] | 李晓丽,陈胜晖,李淼泉.金属热态塑性成形过程中组织演变的模型化研究[J].中国机械工程,2004(01):86-90. |
| [42] | 李晓峰,刘光中.人工神经网络BP算法的改进及其应用[J].四川大学学报（工程科学版）,2000(02):105-109. |
| [43] | S. V. Wong;A. M. S. Hamouda .Machinability data representation with artificial neural network[J].Journal of Materials Processing Technology,2003(1/3):538-544. |
| [44] | LIU Jian-tao;CHANG Hong-bing;HSU T Y et al.Prediction of the flow stress of high-speed steel during hot deformation using a BP artificial neural network[J].Journal of Materials Processing Technology,2000,103:200-206. |
| [45] | OHDAR R K;PASHA S .Prediction of the process parameters of metal powder perform forging using artificial neural network (ANN)[J].Journal of Materials Processing Technology,2003,132:227-234. |
| [46] | Jian Deng;Desheng Gu;Xibing Li;Zhong Qi Yue .Structural reliability analysis for implicit performance functions using artificial neural network[J].Structural safety,2005(1):25-48. |
| [47] | 刘芳,李海涛,邓樱,牛济泰.基于径向基函数网络的微合金钢流变应力的预测[J].塑性工程学报,2001(04):9-12. |
| [48] | HANY EL KADJ;YOUSEF AL-ASSAF .Prediction of the fatigue life of unidirectional glass fiber/epoxy composite lamina using different neural network paradigms[J].Computers and Structures,2002,55:239-246. |
| [49] | S. Y. Yang;I. N. Tansel;C. V. Kropas-Hughes .Selection of optimal material and operating conditions in composite manufacturing - Part I: computational tool[J].International Journal of Machine Tools & Manufacture: Design, research and application,2003(2):169-173. |
| [50] | Qian Hancheng;Xia Bocai;Li Shangzheng .Fuzzy neural network modeling of material properties[J].Journal of Materials Processing Technology,2002(2/3):196-200. |
| [51] | Dunjun Chen;Miaoquan Li;Shichun Wu .Modeling of microstructure and constitutive relation during superplastic deformation by fuzzy-neural network[J].Journal of Materials Processing Technology,2003(1):197-202. |
| [52] | Chen CLP.;LeClair SR.;Cao Y. .Materials structure-property prediction using a self-architecting neural network[J].Journal of Alloys and Compounds: An Interdisciplinary Journal of Materials Science and Solid-state Chemistry and Physics,1998(1):30-38. |
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