东北大学学报(自然科学版) ›› 2004, Vol. 25 ›› Issue (7): 695-698.DOI: -

• 论著 • 上一篇    下一篇

化学腐蚀下岩石应力应变进化神经网络本构模型

陈炳瑞;冯夏庭;丁梧秀;杨成祥   

  1. 东北大学资源与土木工程学院;东北大学资源与土木工程学院;中国科学院武汉岩土力学研究所;东北大学资源与土木工程学院 辽宁沈阳 110004
  • 收稿日期:2013-06-24 修回日期:2013-06-24 出版日期:2004-07-15 发布日期:2013-06-24
  • 通讯作者: Chen, B.-R.
  • 作者简介:-
  • 基金资助:
    国家重点基础研究发展规划项目(2002CB412708);;国家杰出青年科学基金资助项目(50325414)·

Evolutionary neural network constitutive model for complete stress-strain relationship of rock under chemical corrosion

Chen, Bing-Rui (1); Feng, Xia-Ting (1); Ding, Wu-Xiu (2); Yang, Cheng-Xiang (1)   

  1. (1) Sch. of Resources and Civil Eng., Northeastern Univ., Shenyang 110004, China; (2) Inst. of Rock and Soil Mech., Chinese Acad. of Sci., Wuhan 430071, China
  • Received:2013-06-24 Revised:2013-06-24 Online:2004-07-15 Published:2013-06-24
  • Contact: Chen, B.-R.
  • About author:-
  • Supported by:
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摘要: 提出一种反映化学腐蚀下岩石全应力 应变特征的进化神经网络本构模型·该模型不同于常规的本构模型,化学腐蚀影响下全应力 应变特征反映在其网络结构和网络权值上;该模型结构是由遗传算法搜索得到的,具有很好的预测功能;模型经过训练较好地反映同种矿物质在不同化学溶液的腐蚀下全应力 应变普遍特征·实例表明该模型描述了化学溶液的腐蚀下岩石全应力 应变普遍特征且有较好的推广预测功能·

关键词: 化学腐蚀, 应力应变, 本构模型, 人工神经网络, 遗传算法

Abstract: An evolutionary neural network constitutive model is proposed to describe the whole stress-strain process of rock under chemical corrosion. Differing from other conventional models, the model reflects the whole stress-strain process of rock under chemical corrosion in terms of its network topology and weights and it is constituted by genetic algorithm with favorable prediction function. After training with samples in which sufficient stress-strain information are involved, the model will indicate the complete stress-strain relationship of a mineral that is the same to the sample which has been corroded by different chemical solutions. This has been proved by a practical example. The model is recommended to apply for prediction of the whole stress-strain process of a rock that would not participate in the training by evolutionary neural network.

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