TY - GEN
T1 - Development of an automated solder inspection system with neural network using oblique computed tomography
AU - Teramoto, Atsushi
AU - Murakoshi, Takayuki
AU - Tsuzaka, Masatoshi
AU - Fujita, Hiroshi
PY - 2007
Y1 - 2007
N2 - The high density LSI packages such as BGA is being utilized in the car electronics and communications infrastructure products. These products require a high-speed and reliable inspection technique for their solder joints. In this paper, an automated X-ray inspection system for BGA mounted substrate based on oblique computed tomography are proposed. Automated inspection consisted of OCT capturing, position adjustment, bump extraction, character extraction and judgment. Five characteristic features related to the bump shape are introduced. And by combining the characteristic features using artificial neural network, the condition of solder bump was judged. In the experiments, these techniques were evaluated using actual BGA mounted substrate. As a result, the correct rate of judgment reached 99.7%, which shows the clear evidence that proposed techniques may be useful in the practice.
AB - The high density LSI packages such as BGA is being utilized in the car electronics and communications infrastructure products. These products require a high-speed and reliable inspection technique for their solder joints. In this paper, an automated X-ray inspection system for BGA mounted substrate based on oblique computed tomography are proposed. Automated inspection consisted of OCT capturing, position adjustment, bump extraction, character extraction and judgment. Five characteristic features related to the bump shape are introduced. And by combining the characteristic features using artificial neural network, the condition of solder bump was judged. In the experiments, these techniques were evaluated using actual BGA mounted substrate. As a result, the correct rate of judgment reached 99.7%, which shows the clear evidence that proposed techniques may be useful in the practice.
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U2 - 10.1115/IPACK2007-33017
DO - 10.1115/IPACK2007-33017
M3 - Conference contribution
AN - SCOPUS:40449118935
SN - 0791842770
SN - 9780791842775
T3 - 2007 Proceedings of the ASME InterPack Conference, IPACK 2007
SP - 453
EP - 457
BT - 2007 Proceedings of the ASME InterPack Conference, IPACK 2007
T2 - ASME Electronic and Photonics Packaging Division
Y2 - 8 July 2007 through 12 July 2007
ER -