杜立群

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:女

毕业院校:东北大学

学位:博士

所在单位:机械工程学院

学科:机械制造及其自动化. 微机电工程. 机械电子工程

办公地点:西部校区机械学院新大楼6009房间

电子邮箱:duliqun@dlut.edu.cn

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Optimization of ultrasonic stress relief process parameters based on fuzzy neural network

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论文类型:期刊论文

发表时间:2011-01-01

发表刊物:Journal of Micro-Nano Mechatronics

收录刊物:EI

卷号:6

期号:1

页面范围:39-46

ISSN号:18653928

摘要:The purpose of this work is to reduce the internal stress in cured SU-8 photoresist layer by ultrasonic stress relief technology, and the process parameters of ultrasonic stress relief were optimized. The stress relief mechanism of SU-8 photoresist layer was presented. Based on the principle of substrate curvature method, three factors and three levels orthogonal experiment was designed to measure and calculate internal stress relief rate of SU-8 photoresist with 9 groups of different ultrasonic stress relief process parameters. Fuzzy neural network was employed to optimize process parameters of ultrasonic stress relief. The fuzzy neural network was trained by orthogonal experiment datum, and the prediction model was built between internal stress relief rate and main process parameters: position, power input and relief time. Meanwhile, the network prediction results were consistent with the experimental results. Besides, the contrast experiments of ultrasonic stress relief technology and adjusting postbaking process parameters method were performed. Ultrasonic stress relief technology shows its advantages, and has certain practical value. © 2010 Springer-Verlag.