Deep Learning Based Test Compression Analyzer

Cheng Hung Wu, Yu Huang, Kuen Jong Lee, Wu Tung Cheng, Gaurav Veda, Sudhakar Reddy, Chun Cheng Hu, Chong Siao Ye

研究成果: Conference contribution

摘要

With the increase in design complexity and test data volume, compressed tests together with on-chip test decompression hardware such as Embedded Deterministic Test (EDTTM) are widely used in industry in order to reduce test cost. One of the challenges of such Design-for-Test (DFT) technology is to determine a set of optimal parameters such as the number of scan chains, scan channels, power budget, etc. such that it can reach the highest test coverage with a minimum amount of test data volume whilst satisfying various other constraints. To achieve the optimal compression configuration quickly, in this work deep learning technology based on Tensorflow is explored to estimate the test coverage and the data volume for a design when employing EDT under a given set of circuit parameters. Based on the estimated data, the optimal test architecture is also predicted, yielding a more efficient approach compared to the currently used trial-and-error methods. To demonstrate the advantages of our deep learning approach over the currently used utility, we present experimental data for eight industrial designs.

原文English
主出版物標題Proceedings - 2019 IEEE 28th Asian Test Symposium, ATS 2019
發行者IEEE Computer Society
頁面1-6
頁數6
ISBN(電子)9781728126951
DOIs
出版狀態Published - 2019 十二月
事件28th IEEE Asian Test Symposium, ATS 2019 - Kolkata, India
持續時間: 2019 十二月 102019 十二月 13

出版系列

名字Proceedings of the Asian Test Symposium
2019-December
ISSN(列印)1081-7735

Conference

Conference28th IEEE Asian Test Symposium, ATS 2019
國家India
城市Kolkata
期間19-12-1019-12-13

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering

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  • 引用此

    Wu, C. H., Huang, Y., Lee, K. J., Cheng, W. T., Veda, G., Reddy, S., Hu, C. C., & Ye, C. S. (2019). Deep Learning Based Test Compression Analyzer. 於 Proceedings - 2019 IEEE 28th Asian Test Symposium, ATS 2019 (頁 1-6). [8949417] (Proceedings of the Asian Test Symposium; 卷 2019-December). IEEE Computer Society. https://doi.org/10.1109/ATS47505.2019.000-9