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有限元模拟的H型件自适应锻造专家系统

A Neural Network Expert System for H-shaped Forgings

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【作者】 刘庆斌季忠刘马宝吴诗

【Author】 Liu Qingbin Jizhong;Liu Mabao ;Wu Shichun(Department of Materials Science and Engineering Northwestern Polytechnical University, Xi’an 710072)

【机构】 西北工业大学

【摘要】 有限元模拟的H型件自适应锻造专家系统刘庆斌,季忠,刘马宝,吴诗 用传统人工智能方法建立的锻造专家系统智能水平低,获取新知识的能力差.用人工神经网络(ANN)建立的锻造专家系统可以直接采用简单的运算来完成推理,且可以自组织、自学习,为知识获取和推理机制...

【Abstract】 Shivouri in 1994 said in a-n important survey paper[1]: "O f late, application of artificial neural networks to process design have become popular." But he falled to give any clue aboutdetails about such application. This research summary is a brief progress report on our neural network expert syStem.We have achieved pre1Aninary success after partial completion of our proposed expertsyStem. As said before, it is based on neural network principle. In addition, it requires information obtained with FEM (finite element method) simulation. Our proposed expert system can be described as an open adaptive expert system. It is planned to possess the following desirable features: automatic process planning for H- shaped forgings I optimization of technological process ; prediction of defects ; providing information for die designer andCAD/CAE/CAM system. At this stage, it looks promising that production cycle can be significantly shortened and forging quality can be considerably improved. Fig. 1 is a flow chartof our proposed expert system. From Fig. 1, it can be seen that our proposed expert system is planned to possess the following technical features: (1) simulation information is extracted with FEM and organized by neural networks for the generation of knowledge base ;(2) the system has the function of self- learning; it is convenient for acquiring knowledge base ; (3) each rule is expressed digitallyl so it is convenient to organize and manage theknowledge base; therefore, it is easy to complete preform and final forging design as shown in Fig. 2; (4) our syStem is also different from existing expert system in that numericalcomputation instead of logic is used i (5) the syStem is made up of a BP network group; soit can realize automatic forging process planning, optimization of technological process, prediction .of defects, etc.

【基金】 航空科学基金
  • 【文献出处】 西北工业大学学报 ,JOURNAL OF NORTHWESTERN POLYTECHNICAL UNIVERSITY , 编辑部邮箱 ,1996年01期
  • 【分类号】TP273.2
  • 【被引频次】3
  • 【下载频次】58
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