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Reliability prediction using manufacturing test results of VLSIs

Research Project

Project/Area Number 15K12004
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Computer system
Research InstitutionKyushu Institute of Technology

Principal Investigator

Kajihara Seiji  九州工業大学, 大学院情報工学研究院, 教授 (80252592)

Co-Investigator(Kenkyū-buntansha) 大竹 哲史  大分大学, 理工学部, 准教授 (20314528)
Research Collaborator SATO Yasuo  九州工業大学, 大学院情報工学研究院, 客員教授
NAKAMURA Yoshiyuki  ルネサスエレクトロニクス(株), オートモーティブソリューション事業本部, 主任技師
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
KeywordsLSIテスト / テストコスト削減 / データマイニング / アダプティブテスト / バーインテスト / LSIテスト / ディペンダブル・コンピューティング / 計算機システム
Outline of Final Research Achievements

In this research, we proposed a test cost reduction method, which tries to predict final test results on the way of test process, using machine learning techniques for the huge measurement data obtained from manufacturing test of VLSIs. We also developed new evaluation measures to evaluate the effect of test cost reduction. Furthermore, we discussed on judging VLSIs which are easy to progress aging. Experimental results obtained through test data for industrial dies showed that the proposed method could improve predictability with high test cost reduction capability significantly. In addition, we confirmed the difference of aging speed produced by the difference of circuit structure by an experiment for TEG chips.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (24 results)

All 2018 2017 2016 2015

All Journal Article (9 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 9 results,  Acknowledgement Compliant: 2 results) Presentation (15 results) (of which Int'l Joint Research: 3 results,  Invited: 2 results)

  • [Journal Article] Good die prediction modelling from limited test items2018

    • Author(s)
      Takeru Nishimi, Yasuo Sato, Seiji kajihara, Yoshiyuki Nakamura
    • Journal Title

      Proc. IEEE Int’l Test Conference in Asia

      Volume: 2 Pages: 1-6

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Flexible Scan-in Power Control Method in Logic BIST and Its Evaluation with TEG Chips2017

    • Author(s)
      T. Kato, S. Wang, Y. Sato, S. Kajihara, X. Wen
    • Journal Title

      IEEE Trans. on Emerging Topics in Computing

      Volume: PP Issue: 3 Pages: 1-1

    • DOI

      10.1109/tetc.2017.2767070

    • NAID

      120007006783

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scan Chain Grouping for Mitigating IR-Drop-Induced Test Data Corruption2017

    • Author(s)
      Yucong Zhang, Stefan Holst, Xiaoqing Wen, Kohei Miyase, Seiji Kajihara, Jun Qian
    • Journal Title

      Proc. IEEE Asian Test Symposium

      Volume: 26 Pages: 140-145

    • DOI

      10.1109/ats.2017.37

    • NAID

      120006784400

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Analysis and Mitigation of IR-Drop Induced Scan Shift-Errors2017

    • Author(s)
      Stefan Holst, Hiroshi Kawagoe, Eric Schneider, Michael A. Kochte, Kohei Miyase, Hans-Joachim Wunderlich, Seiji Kajihara, Xiaoqing Wen
    • Journal Title

      Proc. IEEE International Test Conference

      Volume: 48 Pages: 1-8

    • DOI

      10.1109/test.2017.8242055

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] On the effects of real time and contiguous measurement with a digital temperature and voltage sensor2017

    • Author(s)
      Yousuke Miyake, Yasuo Sato, Seiji Kajihara
    • Journal Title

      Proc. IEEE Int’l Test Conference in Asia

      Volume: 1 Pages: 1-6

    • DOI

      10.1109/itc-asia.2017.8097126

    • NAID

      120006776995

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Locating Hot Spot with Justification Techniques in a Layout Design2017

    • Author(s)
      Kohei Miyase, Yudai Kawano, Xiaoqing Wen, Seiji Kajihara
    • Journal Title

      IEEE Workshop on RTL and High Level Testing

      Volume: 17 Pages: 1-4

    • NAID

      40021491185

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Temperature and Voltage Measurement for Field Test Using an Aging-Tolerant Monitor2016

    • Author(s)
      Yousuke Miyake, Yasuo Sato, Seiji Kajihara, Yukiya Miura
    • Journal Title

      IEEE Transactions on Very Large Scale Integration Systems

      Volume: 24 Issue: 11 Pages: 3282-3295

    • DOI

      10.1109/tvlsi.2016.2540654

    • NAID

      120006324033

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Logic-Path-and-Clock-Path-Aware At-Speed Scan Test Generation2016

    • Author(s)
      F. Li, X. Wen, K. Miyase, S. Holst, S. Kajihara
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E99.A Issue: 12 Pages: 2310-2319

    • DOI

      10.1587/transfun.E99.A.2310

    • NAID

      130005170516

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Physical Power Evaluation of Low Power Logic-BIST Scheme using TEG Chip2015

    • Author(s)
      S. Wang, Y. Sato, S. Kajihara, H. Takahashi
    • Journal Title

      ASP Journal of Low Power Electronics

      Volume: 11 Issue: 4 Pages: 1-13

    • DOI

      10.1166/jolpe.2015.1410

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] 特定のテスト項目を用いた良品予測モデル作成2018

    • Author(s)
      西見 武,梶原 誠司,中村 芳行
    • Organizer
      第78回FTC研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] デジタル温度電圧センサにおける特定温度電圧領域の推定精度向上手法2018

    • Author(s)
      井上賢二,三宅庸資,梶原誠司
    • Organizer
      電子情報通信学会ディペンダブルコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 製造テスト項目毎の予測モデルに基づくテストコスト削減について2017

    • Author(s)
      木村浩隆, 梶原誠司, 佐藤康夫, 中村芳行
    • Organizer
      第76回 FTC研究会
    • Place of Presentation
      宮崎市
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
  • [Presentation] FPGAの自己テストのためのTDCを用いたテストクロック観測手法の検討2017

    • Author(s)
      三宅庸資,佐藤康夫,梶原誠司
    • Organizer
      電子情報通信学会ディペンダブルコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] スキャンベース論理BISTにおけるマルチサイクルテストの中間観測FF選出手法について2017

    • Author(s)
      大島繁之,加藤隆明,王 森レイ,佐藤康夫,梶原誠司
    • Organizer
      電子情報通信学会ディペンダブルコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習を用いたフェールチップ判別における適用識別器と判別確度の決定法2017

    • Author(s)
      柚留木 大地, 大竹 哲史, 中村 芳行
    • Organizer
      電子情報通信学会ディペンダブルコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習を用いたフェールチップ判別の性能向上に関する検討2017

    • Author(s)
      柚留木大地, 大竹哲史, 中村芳行
    • Organizer
      電子情報通信学会ディペンダブルコンピューティング研究会
    • Place of Presentation
      東京都
    • Related Report
      2016 Research-status Report
  • [Presentation] Measurement of On-Chip Temperature and Voltage Variation Using Digital Sensors2016

    • Author(s)
      Yousuke Miyake, Yasuo Sato, Seiji Kajihara
    • Organizer
      IEEE Workshop on RTL and High Level Testing
    • Place of Presentation
      広島
    • Year and Date
      2016-11-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Flexible Power Control Method for Right Power Testing of Scan-Based Logic BIST2016

    • Author(s)
      Takaaki KATO, Senling WANG, Yasuo SATO, Seiji KAJIHARA
    • Organizer
      IEEE Asian Test Symposium
    • Place of Presentation
      広島
    • Year and Date
      2016-11-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 論理BISTにおけるスキャンイン電力制御手法とTEG評価2016

    • Author(s)
      加藤隆明, 王森レイ, 佐藤康夫, 梶原誠司, 温暁青
    • Organizer
      情報処理学会DAシンポジウム2016
    • Place of Presentation
      加賀市
    • Year and Date
      2016-09-14
    • Related Report
      2016 Research-status Report
  • [Presentation] FPGAのフィールドテストにおけるオンチップ遅延劣化検出システムについて2016

    • Author(s)
      三宅庸資,佐藤康夫,梶原誠司
    • Organizer
      第74回FTC研究会
    • Place of Presentation
      廿日市市(広島)
    • Year and Date
      2016-01-21
    • Related Report
      2015 Research-status Report
  • [Presentation] デジタルモニタを用いたチップ内温度電圧変動の測定について2015

    • Author(s)
      三宅庸資, 加藤隆明, 糸永卓矢, 佐藤康夫, 梶原誠司
    • Organizer
      電子情報通信学会ディペンダブルコンピューティング研究会
    • Place of Presentation
      村上市(新潟)
    • Year and Date
      2015-12-18
    • Related Report
      2015 Research-status Report
  • [Presentation] FPGAのオンチップ遅延測定における温度影響補正の検討2015

    • Author(s)
      喜納 猛, 三宅 庸資, 佐藤康夫, 梶原誠司
    • Organizer
      電子情報通信学会ディペンダブルコンピューティング研究会
    • Place of Presentation
      長崎市
    • Year and Date
      2015-12-03
    • Related Report
      2015 Research-status Report
  • [Presentation] VLSIテスト技術によるシステムディペンダビリティ向上への期待2015

    • Author(s)
      梶原誠司
    • Organizer
      電子情報通信学会デザインガイア2015
    • Place of Presentation
      長崎市
    • Year and Date
      2015-12-01
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Failure Prediction of Logic Circuits for High Field Reliability2015

    • Author(s)
      Seiji Kajihara
    • Organizer
      IEEE Workshop on RTL and High Level Testing
    • Place of Presentation
      Mumbai, India
    • Year and Date
      2015-11-25
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited

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Published: 2015-04-16   Modified: 2019-03-29  

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