DocumentCode :
3185920
Title :
A Novel On-board Temperature Monitoring Approach in the Reflow Soldering Process
Author :
Wang, Zhancheng ; Li, Weimin ; Tong, Hang ; Xu, Yangsheng
Author_Institution :
Dept. of Autom. & Comput. Eng., Chinese Univ. of Hong Kong, Shatin
fYear :
2006
fDate :
9-15 Oct. 2006
Firstpage :
4245
Lastpage :
4251
Abstract :
The goal of this paper is to monitor in-process on-board data as a means of indicating product quality and to be able to respond quickly to unexpected process disturbances. Due to pending environmental legislation and market requirements, lead-free soldering is widely used by the electronics industry. As the margin between the higher melting temperatures of lead-free solders and the heat-resistant temperatures of electronic components becomes narrower than lead solders, a more precise control of the temperature is required. Traditionally, the control processes of the on-board temperature are open loop because it is difficult to monitor the temperature on a PCB board. In this paper, we establish a method to determine the real process temperatures at any point on a PCB board in the furnace. We develop the method based on support vector machines (SVM) with multiple-input single-output strategies to learn relationship between the temperatures near the PCB board and the on-board temperature. The method is the only one which has been commercially utilized to predict the on-board temperature because of its low cost and high accuracy
Keywords :
electronics industry; printed circuit manufacture; process monitoring; reflow soldering; support vector machines; temperature control; PCB board; electronics industry; heat-resistant temperatures; in-process on-board data; lead-free soldering; novel on-board temperature monitoring; product quality; reflow soldering process; support vector machines; Environmentally friendly manufacturing techniques; Lead; Legislation; Monitoring; Open loop systems; Reflow soldering; Support vector machines; Temperature control; Temperature measurement; Temperature sensors; Reflow System; Support Vector Machine; Temperature Prediction;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Robots and Systems, 2006 IEEE/RSJ International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-0258-1
Electronic_ISBN :
1-4244-0259-X
Type :
conf
DOI :
10.1109/IROS.2006.281952
Filename :
4059079
Link To Document :
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