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기계학습 알고리즘을 이용한 반도체 테스트공정의 불량 예측

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Defect Prediction Using Machine Learning Algorithm in Semiconductor Test Process

Suyeol Jang, Mansik Jo, Seulki Cho, Byungmoo Moon
J Electr Electron Mater 2018;31(7):450-454.
Published online: November 1, 2018
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Because of the rapidly changing environment and high uncertainties, the semiconductor industry is in need of appropriate forecasting technology. In particular, both the cost and time in the test process are increasing because the process becomes complicated and there are more factors to consider. In this paper, we propose a prediction model that predicts a final “good” or “bad” on the basis of preconditioning test data generated in the semiconductor test process. The proposed prediction model solves the classification and regression problems that are often dealt with in the semiconductor process and constructs a reliable prediction model. We also implemented a prediction model through various machine learning algorithms. We compared the performance of the prediction models constructed through each algorithm. Actual data of the semiconductor test process was used for accurate prediction model construction and effective test verification.

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Defect Prediction Using Machine Learning Algorithm in Semiconductor Test Process
J Electr Electron Mater. 2018;31(7):450-454.   Published online November 1, 2018
Download Citation

Download a citation file in RIS format that can be imported by all major citation management software, including EndNote, ProCite, RefWorks, and Reference Manager.

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Include:
Defect Prediction Using Machine Learning Algorithm in Semiconductor Test Process
J Electr Electron Mater. 2018;31(7):450-454.   Published online November 1, 2018
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