Analysis tool and methodology design for electronic vibration stress understanding and prediction

被引:0
|
作者
Hsieh, SJ [1 ]
Crane, R [1 ]
Sathish, S [1 ]
机构
[1] Texas A&M Univ, College Stn, TX 77843 USA
来源
THERMOSENSE XXVII | 2005年 / 5782卷
关键词
thermal profiles; ultrasonic; infrared; vibration stress; electronics; neural networks;
D O I
10.1117/12.805448
中图分类号
O414.1 [热力学];
学科分类号
摘要
The objectives of this research were to (1) understand the impact of vibration on electronic components under ultrasound excitation; (2) model the thermal profile presented under vibration stress; and (3) predict stress level given a thermal profile of an electronic component. Research tasks included: (1) retrofit of current ultrasonic/infrared nondestructive testing system with sensory devices for temperature readings; (2) design of software tool to process images acquired from the ultrasonic/infrared system; (3) developing hypotheses and conducting experiments; and (4) modeling and evaluation of electronic vibration stress levels using a neural network model. Results suggest that (1) an ultrasonic/infrared system can be used to mimic short burst high vibration loads for electronics components; (2) temperature readings for electronic components under vibration stress are consistent and repeatable; (3) as stress load and excitation time increase, temperature differences also increase; (4) components that are subjected to a relatively high pre-stress load, followed by a normal operating load, have a higher heating rate and lower cooling rate. These findings are based on grayscale changes in images captured during experimentation. Discriminating variables and a neural network model were designed to predict stress levels given temperature and/or grayscale readings. Preliminary results suggest a 15.3% error when using grayscale change rate and 12.8% error when using average heating rate within the neural network model. Data were obtained from a high stress point (the corner) of the chip.
引用
收藏
页码:221 / 233
页数:13
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