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    Article

    A variational autoencoder for a semiconductor fault detection model robust to process drift due to incomplete maintenance

    In the semiconductor manufacturing field, few studies on fault detection (FD) models have considered process drift due to incomplete maintenance. Process drift refers to the shift in sensor measurements over t...

    Youngju Kim, Hoyeop Lee, Chang Ouk Kim in Journal of Intelligent Manufacturing (2023)

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    Article

    A run-to-run controller for a chemical mechanical planarization process using least squares generative adversarial networks

    Achieving high processing quality for chemical mechanical planarization (CMP) in semiconductor manufacturing is difficult due to the distinct process variations associated with this method, such as drift and s...

    Sinyoung Kim, Jaeyeon Jang, Chang Ouk Kim in Journal of Intelligent Manufacturing (2021)

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    Article

    Discriminative feature learning and cluster-based defect label reconstruction for reducing uncertainty in wafer bin map labels

    Many studies have been conducted to improve wafer bin map (WBM) defect classification performance because accurate WBM classification can provide information about abnormal processes causing a decrease in yiel...

    Seyoung Park, Jaeyeon Jang, Chang Ouk Kim in Journal of Intelligent Manufacturing (2021)

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    Article

    Recurrent feature-incorporated convolutional neural network for virtual metrology of the chemical mechanical planarization process

    In semiconductor manufacturing, the chemical mechanical planarization (CMP) process produces higher thickness variability in the edge area of the wafer than that in the center area due to the characteristics o...

    Ki Bum Lee, Chang Ouk Kim in Journal of Intelligent Manufacturing (2020)

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    Article

    Automatic inspection of salt-and-pepper defects in OLED panels using image processing and control chart techniques

    In the manufacture of flat display panels, salt-and-pepper defects are caused by a malfunction in the chemical process. The defects are characterized by the dispersion of many black and white pixels in the dis...

    Jueun Kwak, Ki Bum Lee, Jaeyeon Jang in Journal of Intelligent Manufacturing (2019)

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    Article

    Guest editorial

    Chang-Ouk Kim, Shimon Y. Nof in Journal of Intelligent Manufacturing (2002)

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    Article

    Contract-collaboration network method for modeling manufacturing resource control workflows

    This paper presents contract-collaboration network (CC-Net) method that is developed to model manufacturing resource control workflows. The CC-Net is an object-oriented class diagram. It depicts the contract-c...

    Chang-Ouk Kim, ** Jun, Sung-Shick Kim in Journal of Intelligent Manufacturing (2002)