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信頼性・安全性トラブル未然防止へのモバイルIoTモニタリングシステムの開発と展開

Research Project

Project/Area Number 23K20267
Project/Area Number (Other) 20H02387 (2020-2023)
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeMulti-year Fund (2024)
Single-year Grants (2020-2023)
Section一般
Review Section Basic Section 25010:Social systems engineering-related
Research InstitutionThe University of Electro-Communications

Principal Investigator

鈴木 和幸  電気通信大学, 大学院情報理工学研究科, 特任教授 (00130071)

Co-Investigator(Kenkyū-buntansha) 伊藤 誠  筑波大学, システム情報系, 教授 (00282343)
金 路  電気通信大学, 大学院情報理工学研究科, 准教授 (00436734)
津本 周作  島根大学, 学術研究院医学・看護学系, 教授 (10251555)
椿 広計  統計数理研究所, 大学共同利用機関等の部局等, 名誉教授 (30155436)
長塚 豪己  中央大学, 理工学部, 教授 (30384738)
横川 慎二  電気通信大学, i-パワードエネルギー・システム研究センター, 教授 (40718532)
横山 真弘  千葉商科大学, サービス創造学部, 准教授 (40735354)
田中 健次  電気通信大学, 産学官連携センター, 特任教授 (60197415)
Project Period (FY) 2020-04-01 – 2025-03-31
Project Status Granted (Fiscal Year 2024)
Budget Amount *help
¥16,640,000 (Direct Cost: ¥12,800,000、Indirect Cost: ¥3,840,000)
Fiscal Year 2024: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2023: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2022: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2021: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2020: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Keywords問題解決プロセス / 組織安全文化 / 未然防止七ステップ / データサイエンス教育 / 初等中等問題解決教育 / 未然防止 / 信頼と安心 / 動機付け / COVID-19 / 信頼・安心へのスキーム / シーソモデル / 信頼性 / 安全性 / IoT / 予測体系 / マスク / 行動分析学 / IoTモニタリング / CO2センサー
Outline of Research at the Start

次の問い
1)トラブル予測を効果的に為すためのICT・IoT方法論を供給できないか?
2)人が未然防止アクションするための合理的動機付け方法と必要とする情報は何か?
に対し、下記の4視点からの研究代表者、分担者、協力者が互いにそれぞれの役割を分担し、研究活動をすすめる.
1.COVID-19への振り返りと将来のパンデミックへの問題解決プロセスの探求、2.未然防止への合理的動機付けとその根幹を握る組織安全文化の探求、3.未然防止七ステップのさらなる探究と深化、4.問題解決プロセスのデータサイエンス教育への展開と初等中等問題解決教育

Outline of Annual Research Achievements

第4年度は、第1~第3年度の成果に基づき、互いにそれぞれの役割を分担し研究活動をすすめた.
1.COVID-19への問題解決プロセスの探求:COVID-19への問題解決プロセスの探求を行った.これまでの第1波から第8波を振り返り、緊急対策・再発防止に加え、変異株を含む将来への未然防止を如何に行えば良いか.産官学が一体となり、あるべき姿と現状の姿とのギャップの分析を通して、未然防止七視点を深化させ、さらに、安全文化のあるべき姿の探求を行い、これらの結果をもとに製品安全、輸送システム、医療安全への展開をはかった.
2.信頼・安心へのスキーム構築とシーソモデルによる動機付け方法の継続検討:第1~第3年度に検討した目的設定七視点・シーソモデル七視点・未然防止七視点の三つの七視点に基づき、置かれた立場と現状の徹底した把握・理解(データに基づく分析)により、未然防止へのプロセスを深化させ、さらに具現化するとともに、この根底に必須となる組織安全文化を検討した。特に第4年度は安全文化を含む従来研究をサーベイし、原点を振り返り、提案する方法をさらに進化させた.
3.ICT・IoTを活用した問題解決プロセスの初等中等問題解決教育への展開:これまでの産業分野における品質・信頼性の問題解決プロセスの体系を,IoT, ICTを活用し、我が国の産業競争力向上に不可欠なデータサイエンスに基づく問題解決教育に融合させることをめざした.製造業,医療・サービス業,ソフトウェア開発などの品質管理において確立されてきた問題解決プロセスをふりかえり、これを体系化するとともに、IoT, ICTを活用し、初等中等教育における問題解決教育への展開を行い、普及啓蒙活動を検討した.
以上から得られた成果を学会・シンポジウム・WEBを通して社会への発信を行った.

Current Status of Research Progress
Current Status of Research Progress

2: Research has progressed on the whole more than it was originally planned.

Reason

下記の3項目をほぼ達成しつつあるため
1.COVID-19への問題解決プロセスの探求
2.信頼・安心へのスキーム構築とシーソモデルによる動機付け方法の継続検討
3.ICT・IoTを活用した問題解決プロセスの初等中等問題解決教育への展開

Strategy for Future Research Activity

下記の4項目を視点として研究推進を行う:
1.COVID-19への振り返りと将来のパンデミックへの問題解決プロセスの探求
2.未然防止への合理的動機付けとその根幹を握る組織安全文化の探求
3.未然防止七ステップのさらなる探究と深化
4.問題解決プロセスのデータサイエンス教育への展開と初等中等問題解決教育

Report

(4 results)
  • 2023 Annual Research Report
  • 2022 Annual Research Report
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • Research Products

    (130 results)

All 2024 2023 2022 2021 2020 2019

All Journal Article (40 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 29 results,  Open Access: 16 results) Presentation (84 results) (of which Int'l Joint Research: 30 results,  Invited: 33 results) Book (6 results)

  • [Journal Article] 初等中等教育への科学的問題解決法の普及と推進2024

    • Author(s)
      鈴木和幸
    • Journal Title

      品質

      Volume: 54(1) Pages: 45-50

    • Related Report
      2023 Annual Research Report
  • [Journal Article] New Anomaly Detection Method based on the Multivariate Generalized Pareto Distributions2023

    • Author(s)
      Nezaki Ryo and Nagatsuka Hideki
    • Journal Title

      Total Quality Science

      Volume: 8 Issue: 2 Pages: 89-99

    • DOI

      10.17929/tqs.8.89

    • ISSN
      2189-3195
    • Year and Date
      2023-06-15
    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 問題解決と新学習指導要領2023

    • Author(s)
      鈴木和幸
    • Journal Title

      標準化と品質管理

      Volume: 75(冬号) Pages: 142-144

    • Related Report
      2023 Annual Research Report
  • [Journal Article] インシデントレポートのテキスト分析支援を目的とした自己組織化マップによるインシデント要因の可視化2023

    • Author(s)
      山田紀昭、竹内元気、掛谷英紀、伊藤誠
    • Journal Title

      医療の質・安全学会誌

      Volume: 18(2) Pages: 129-139

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 機能安全コンセプトと機能安全規格2023

    • Author(s)
      金川信康、伊藤誠
    • Journal Title

      品質

      Volume: 53(4) Pages: 4-8

    • Related Report
      2023 Annual Research Report
  • [Journal Article] データサイエンス時代だからこそ必要な品質管理と人材育成2023

    • Author(s)
      椿広計
    • Journal Title

      標準化と品質管理

      Volume: 74 Pages: 6-7

    • Related Report
      2023 Annual Research Report
  • [Journal Article] Optimal Age-replacement Policy for Series Systems Considering Maintenance Time2022

    • Author(s)
      Kentaro Fujioka, Lu Jin
    • Journal Title

      Total Quality Science

      Volume: 8 Issue: 1 Pages: 51-60

    • DOI

      10.17929/tqs.8.51

    • ISSN
      2189-3195
    • Year and Date
      2022-12-27
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Conditional Maximum Likelihood Estimation of the COM-Poisson Distribution and its Uniqueness and Existence2022

    • Author(s)
      Youhei Tomio, Hideki Nagatsuka
    • Journal Title

      Total Quality Science

      Volume: 7 Issue: 3 Pages: 137-148

    • DOI

      10.17929/tqs.7.137

    • ISSN
      2189-3195
    • Year and Date
      2022-05-11
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] New Stochastic Degradation Models Based on the Family of Powered Inverse Gaussian Distributions2022

    • Author(s)
      Takuya Fushihara, Hideki Nagatsuka
    • Journal Title

      Total Quality Science

      Volume: 7 Issue: 3 Pages: 102-112

    • DOI

      10.17929/tqs.7.102

    • ISSN
      2189-3195
    • Year and Date
      2022-05-11
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Establishment of Quality of Society Toward Coexisting with COVID-19 by Behavior Change of Citizen2022

    • Author(s)
      鈴木和幸・岡本欣久・狩野紀昭・長谷川友紀
    • Journal Title

      Journal of The Japanese Society for Quality Control

      Volume: 52 Issue: 1 Pages: 5-14

    • DOI

      10.20684/quality.52.1_5

    • NAID

      40022812454

    • ISSN
      0386-8230, 2432-1044
    • Year and Date
      2022-01-15
    • Related Report
      2021 Annual Research Report
  • [Journal Article] コロナ禍での市民の行動変容によるCOVID-19との共存に向けた 社会品質の確立2022

    • Author(s)
      鈴木和幸・岡本欣久・狩野紀昭・長谷川友紀
    • Journal Title

      品質

      Volume: 52(1) Pages: 5-14

    • NAID

      40022812454

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 新型コロナウイルス感染阻止への一人ひとりの行動変容とリスク未然防止2022

    • Author(s)
      鈴木 和幸
    • Journal Title

      統計数理

      Volume: 70(1) Pages: 41-58

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 新型コロナウイルス感染症の時空間集積性とそれ基づく実効再生産数推定精度の向上--東京都を例にして--2022

    • Author(s)
      石岡 文生・椿 広計・久保田 貴文・鈴木和幸
    • Journal Title

      統計数理

      Volume: 70(1) Pages: 3-26

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 公的統計の品質向上に向けたTQMの意義--- 総合的品質管理TQMのポイントと未然防止 ---2022

    • Author(s)
      鈴木和幸
    • Journal Title

      統計

      Volume: 74(1) Pages: 4-13

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] CO2センサを活用した循環器健診車内の換気可視化の検討2022

    • Author(s)
      齋藤彰,石垣陽,横川慎二,川内雄登,田中晴美,浅野美穂,小川美紀,石川正悟,高橋里美,齋藤泰紀
    • Journal Title

      日本人間ドック学会誌

      Volume: 37 Pages: 699-707

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Pilot Evaluation of Possible Airborne Transmission in a Geriatric Care Facility Using Carbon Dioxide Tracer Gas: Case Study2022

    • Author(s)
      Yo Ishigaki, Shinji Yokogawa, Yuki Minamoto, Akira Saito, Hiroko Kitamura, and Yuto Kawauchi
    • Journal Title

      JMIR Formative Research

      Volume: 6 Pages: 1-14

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Ventilation improvement and evaluation of its effectiveness in a Japanese manufacturing factory2022

    • Author(s)
      Hiroko Kitamura, Yo Ishigaki, Hideaki Ohashi, and Shinji Yokogawa
    • Journal Title

      Scientific Reports

      Volume: 12 Pages: 1217642-1217642

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 工学的側面を含めたサービスの品質に関する研究の概観--サービスの品質の評価手法とQFDの活用可能性--2022

    • Author(s)
      横山真弘, 安藤和代
    • Journal Title

      千葉商大論叢

      Volume: 60(3) Pages: 1-22

    • Related Report
      2022 Annual Research Report
  • [Journal Article] Optimum test planning for heterogeneous inverse Gaussian processes2022

    • Author(s)
      Peng Chien-Yu, Nagatsuka Hideki, Cheng Ya-Shan
    • Journal Title

      Lifetime Data Analysis

      Volume: 23 Issue: 3 Pages: 401-427

    • DOI

      10.1007/s10985-022-09556-6

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Joint maintenance and load-sharing optimization for two-unit systems with workload-dependent deterioration2022

    • Author(s)
      Ryoya Ashizawa, Lu Jin
    • Journal Title

      Total Quality Science

      Volume: 8 Pages: 41-50

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Analysis of the Trends Between Indoor Carbon Dioxide Concentration and Plug-Level Electricity Usage Through Topological Data Analysis2022

    • Author(s)
      Shun Endo, Shinji Yokogawa
    • Journal Title

      IEEE Sensors Journal

      Volume: 22 Issue: 2 Pages: 1424-1434

    • DOI

      10.1109/jsen.2021.3130570

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 安全性に関わる臨床評価の統計的側面2022

    • Author(s)
      椿広計
    • Journal Title

      臨床評価

      Volume: 49(3) Pages: 435-441

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] COVID-19パンデミックを乗り越える:科学・社会・医療をつなぐ課題と展望(第2回)-2年目のフォローアップー2022

    • Author(s)
      椿広計、船渡川尹久子、斎藤正也、遠藤薫、笠貫宏
    • Journal Title

      臨床評価

      Volume: 49(3) Pages: 361-434

    • Related Report
      2021 Annual Research Report
  • [Journal Article] STUDY ON MAINTENANCE PLANNING OF AIR-CONDITIONING SYSTEM USING REPAIRABLE SYSTEM MODEL2021

    • Author(s)
      久保井大輔, 佐藤久明, 鶴?隆太, 河野匡志, 一ノ瀬雅之, 鈴木和幸
    • Journal Title

      Journal of Environmental Engineering (Transactions of AIJ)

      Volume: 86 Issue: 790 Pages: 909-919

    • DOI

      10.3130/aije.86.909

    • NAID

      130008123631

    • ISSN
      1348-0685, 1881-817X
    • Year and Date
      2021-12-01
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A study of the effect of wearing face masks in preventing COVID-19 transmission in the United States of America2021

    • Author(s)
      Suzuki, K., Hasegawa, T., Kano, N. and Okamoto, Y.
    • Journal Title

      Public Administration & Policy

      Volume: 24(3) Issue: 3 Pages: 275-289

    • DOI

      10.1108/pap-08-2021-0046

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] RELIABILITY ANALYSIS ON FAILURE TREND OF AIR-CONDITIONING EQUIPMENT BY WEIBULL PROCESS MODEL2021

    • Author(s)
      KUBOI Daisuke、NISHIYA Sayuri、KOIKE Kazusa、KAWANO Masashi、ICHINOSE Masayuki、SUZUKI Kazuyuki
    • Journal Title

      Journal of Environmental Engineering (Transactions of AIJ)

      Volume: 86 Issue: 781 Pages: 301-310

    • DOI

      10.3130/aije.86.301

    • NAID

      130008007417

    • ISSN
      1348-0685, 1881-817X
    • Related Report
      2021 Annual Research Report 2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Efficient likelihood-based inference for the generalized Pareto distribution2021

    • Author(s)
      Hideki Nagatsuka and N. Balakrishnan
    • Journal Title

      Annals of the Institute of Statistical Mathematics

      Volume: 73 Issue: 6 Pages: 1153-1185

    • DOI

      10.1007/s10463-020-00782-z

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] ユーザーの利用調査データに基づくモバイル端末のバッテリー劣化量分析2021

    • Author(s)
      浅野実, 横川慎二, 石垣陽, 冨永潤一, 粟津浜一
    • Journal Title

      モバイル学会誌

      Volume: 11

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 生産管理の現場における人的なミス発生に着目した研究事例?仕様変更に伴う部品構成表の構成マスタ作成に関する研究?2021

    • Author(s)
      横山 真弘
    • Journal Title

      CUC view & vision

      Volume: 53 Pages: 21-26

    • Related Report
      2021 Annual Research Report
    • Open Access
  • [Journal Article] Properties of American-type Options under a Markovian Regime-Switching Model2021

    • Author(s)
      Dimitrov, M., Jin, L. and Ni, Y.
    • Journal Title

      Communications in Statistics: Case Studies, Data Analysis and Applications

      Volume: 7(4) Issue: 4 Pages: 573-589

    • DOI

      10.1080/23737484.2021.1958272

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Optimal Replacement Policy for a Deteriorating System Subjected to Geometric Brownian Motion2021

    • Author(s)
      Yoshida, R. and Jin, L.
    • Journal Title

      Total Quality Science

      Volume: 7(3) Pages: 113-124

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Threshold policy of condition-based maintenance for a multi-state system and deteriorating sensor2021

    • Author(s)
      Genda, S. and Jin, L
    • Journal Title

      Total Quality Science

      Volume: 7(2) Pages: 90-102

    • NAID

      130008162122

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Clinical Significance of Heart Rate in Acute Cardiovascular Diseases - Simple But Meaningful2020

    • Author(s)
      Sato N.
    • Journal Title

      Circ J

      Volume: 84 Pages: 542-543

    • Related Report
      2020 Annual Research Report
  • [Journal Article] the Japanese Circulation Society with Resuscitation Science Study (JCS-ReSS) Group Public-access defibrillation leads to better neurological outcome even in patients without pre-hospital return of spontaneous circulation: a population-based cohort study2020

    • Author(s)
      Nakashima T, Noguchi T, Tahara Y, Nishimura K, Yasuda S, Onozuka D, Iwami T, Yonemoto N, Nagao K, Nonogi H, Ikeda T, Sato N, Tsutsui H.
    • Journal Title

      Lancet

      Volume: 394 Pages: 2255-2262

    • Related Report
      2020 Annual Research Report
  • [Journal Article] on behalf of the investigators of the Acute Decompensated Heart Failure Syndromes (ATTEND) registry. Sex Differences in New York Heart Association Classification and Survival in Acute Heart Failure Patients with Preserved or Reduced Ejection Fraction2020

    • Author(s)
      Kajimoto K, Sato N.
    • Journal Title

      Can J Cardiol

      Volume: 36 Pages: 30-36

    • Related Report
      2020 Annual Research Report
  • [Journal Article] Goal-Driven Structured Argumentation for Patient Management in a Multimorbidity Setting2020

    • Author(s)
      Oliveira Tiago、Dauphin Jeremie、Satoh Ken、Tsumoto Shusaku、Novais Paulo
    • Journal Title

      Proceedings of CLAR 2020, Spring LNCS

      Volume: なし Pages: 166-183

    • DOI

      10.1007/978-3-030-44638-3_11

    • ISBN
      9783030446376, 9783030446383
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Applications of lifetime distribution functions with two shape parameters for reliability analysis in advanced interconnect technologies: a brief review2020

    • Author(s)
      Yokogawa Shinji
    • Journal Title

      Japanese Journal of Applied Physics

      Volume: 59 Issue: SL Pages: SL0802-SL0802

    • DOI

      10.35848/1347-4065/ab7f1f

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] “What the Organization Has”: An Investigation of Situational Aspects of Safety Culture of Road Traffic Organization Using a Macroergonomic Approach2020

    • Author(s)
      Andrijianto, Makoto Itoh, Gabariel Alphared
    • Journal Title

      Proc. HFES Annual Meeting

      Volume: 1 Issue: 1 Pages: 836-840

    • DOI

      10.1177/1071181320641194

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Prevention Systems and Their Developments for Quality, Reliability and Safety2019

    • Author(s)
      鈴木 和幸
    • Journal Title

      Oukan (Journal of Transdisciplinary Federation of Science and Technology)

      Volume: 13 Issue: 2 Pages: 73-83

    • DOI

      10.11487/trafst.13.2_73

    • NAID

      130007730150

    • ISSN
      1881-7610, 2189-6399
    • Year and Date
      2019-10-15
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Seven View Points and Reliability Engineering Scheme for Preventing Reliability Problems2019

    • Author(s)
      Suzuki Kazuyuki、Yokogawa Shinji
    • Journal Title

      International Journal of Reliability, Quality and Safety Engineering

      Volume: 27 Issue: 03 Pages: 2050006-2050006

    • DOI

      10.1142/s0218539320500060

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] COVID-19からの学びと問題解決プロセス2024

    • Author(s)
      鈴木和幸
    • Organizer
      統計数理研究所 公開シンポジウム「COVID-19データ解析-今後のパンデミックのために-」
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 現代統計科学からみたタグチメソッド2024

    • Author(s)
      椿 広計
    • Organizer
      日本規格協会技術開発フォーラム
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] Reviewing COVID-19 Management in Practice by a Comparative Study of India, Taiwan, USA and Japan through the Perspective of TQM and Preparing for Future Pandemics2023

    • Author(s)
      Kazuyuki Suzuki
    • Organizer
      International Symposium on Data Science (DSWS-2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Study of Continuous Empirical Characteristic Function Estimation of Stable Distribution Parameters2023

    • Author(s)
      Takuya Matsumoto, Hideki Nagatsuka
    • Organizer
      ANQ2023
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] New Proposals of Estimation Method Based on the Empirical Moment Generating Function in the Tweedie Distribution2023

    • Author(s)
      Kohei Fujii, Hideki Nagatsuka
    • Organizer
      ANQ2023
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A New Method of Parameter Estimation for the COM-Poisson Distribution and its Existence and Uniqueness2023

    • Author(s)
      Kenji Doi, Hideki Nagatsuka
    • Organizer
      ANQ2023
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Efficient Conditional Maximum Likelihood Method of Parameter Estimation for the COM-Poisson Distribution2023

    • Author(s)
      Hideki Nagatsuka, Kenji Doi
    • Organizer
      MMR2023
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] COVID-19振り返りとデジタルシステムによるリスクコミュニケーション2023

    • Author(s)
      鈴木和幸・渡辺吉明
    • Organizer
      2023 横幹連合コンファレンス, OS16 E-1-1
    • Related Report
      2023 Annual Research Report
  • [Presentation] 未然防止への“シーソー・モデルの7視点”と東西哲学倫理2023

    • Author(s)
      加藤進弘, 大石修二, 鈴木和幸
    • Organizer
      2023 横幹連合コンファレンス, E-1-2
    • Related Report
      2023 Annual Research Report
  • [Presentation] 知っておきたい最新・機能安全の考え方と基礎2023

    • Author(s)
      伊藤誠
    • Organizer
      日本品質管理学会クオリティトーク
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] データサイエンスによる問題解決の標準シナリオ~日本が世界に示したモデルプロセス~2023

    • Author(s)
      椿 広計
    • Organizer
      日本品質管理学会第10回科学技術教育フォーラム
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] 社会性・多様性を満たし、最小の損失で最大の価値を生む技術とは2023

    • Author(s)
      椿 広計
    • Organizer
      2023年度中部品質管理大会
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] 想定外事象を想定した未然防止のための信頼性・安全性の方法論の提案2023

    • Author(s)
      田中 健次, 坂東 幸一
    • Organizer
      日本品質管理学会 第131回研究発表会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 医療事故調査ヒアリング時の聴き手の理解を促進するCSメモの提案2023

    • Author(s)
      鶴見眞理子、前田佳孝、河野龍太郎、田中健次
    • Organizer
      第18回 医療の質・安全学会学術集会
    • Related Report
      2023 Annual Research Report
  • [Presentation] MOL and BEOL Reliability2023

    • Author(s)
      Shinji Yokogawa
    • Organizer
      IEEE International Reliability Physics Symposium
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 信頼性・保全性・安全性におけるデータサインスとAI2022

    • Author(s)
      鈴木和幸
    • Organizer
      第51回 信頼性・保全性シンポジウム
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 問題解決法とデータサイエンス---COVID-19への問題解決プロセス ---2022

    • Author(s)
      鈴木和幸
    • Organizer
      "Data Science for Quality"産官学連携シンポジウム
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 問題解決プロセスとAI・データサイエンス2022

    • Author(s)
      鈴木和幸
    • Organizer
      新学習指導要領と STEAM 教育が創り出す「社会に活かす統計の考え方」シンポジウム
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 問題解決プロセスの重要性と将来像2022

    • Author(s)
      鈴木和幸
    • Organizer
      「問題解決プロセス」に着目した社会に活かす統計の考え方ワークショップ
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] Withコロナ社会への問題解決プロセス---日本的品質管理TQMの視点からの振り返り ---2022

    • Author(s)
      鈴木和幸
    • Organizer
      2022 横幹連合コンファレンス
    • Related Report
      2022 Annual Research Report
  • [Presentation] 未然防止と中動態ー自律的行動変容に向けてー2022

    • Author(s)
      加藤進弘, 大石修二, 鈴木和幸
    • Organizer
      2022 横幹連合コンファレンス
    • Related Report
      2022 Annual Research Report
  • [Presentation] 非常停止に係る安全解析手法STAMP/STPAの有効性と実施に当たっての留意事項-開発先例のないシステムを対象とした場合-2022

    • Author(s)
      渡邉嵩智、伊藤誠
    • Organizer
      安全工学シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] 医療事故データベースを活用したインシデント・アクシデント報告書作成支援システムの構築2022

    • Author(s)
      坂東幸一、田中健次、稲葉健二郎、湯本哲郎、相良篤信
    • Organizer
      日本科学技術連盟、第51回信頼性・保全性・安全性シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] Statistical Modeling of Vth Distribution in Ovonic Threshold Switches2022

    • Author(s)
      Shinji Yokogawa
    • Organizer
      Advanced Metallization Conference 2022: 31th Asian Session 2022 ADMETA plus
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Time Series Clustering of CO2 Concentration Sensor Data for Risk Classification2022

    • Author(s)
      Y. Kawauchi, Y. Ishigaki, and S. Yokogawa
    • Organizer
      Indoor air
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] CO2センサーデータの時系列クラスタリングによるマイクロ飛沫感染リスクの診断方法2022

    • Author(s)
      川内雄登, 石垣陽, 横川慎二
    • Organizer
      第13回横幹連合コンファレンス
    • Related Report
      2022 Annual Research Report
  • [Presentation] 保育園・幼稚園・高齢者施設の感染症抑制に向けた課題と現状分析2022

    • Author(s)
      横川慎二, 石垣陽, 喜多村紘子, 齋藤彰
    • Organizer
      第14回横幹連合コンファレンス
    • Related Report
      2022 Annual Research Report
  • [Presentation] 熱流体シミュレーションと応答曲面法を用いたX線検診車の換気とリスクの分析2022

    • Author(s)
      平出大誠, 川内雄登, 石垣陽, 横川慎二, 齋藤彰, 喜多村紘子
    • Organizer
      第30回春季信頼性シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] Interval estimation and hypothesis testing for the generalized Pareto distribution under non-regularity conditions2022

    • Author(s)
      Hideki Nagatsuka
    • Organizer
      5th International Conference on Econometrics and Statistics (EcoSta 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Optimal (τ, T ) Opportunistic Maintenance Policy for Series Systems Considering Maintenance Time2022

    • Author(s)
      Kentaro Fujioka, Lu Jin
    • Organizer
      The 4th International Conference on System Reliability and Safety Engineering (SRSE 2022)
    • Related Report
      2022 Annual Research Report
  • [Presentation] 冗長系について2022

    • Author(s)
      伊藤誠
    • Organizer
      日本品質管理学会サービスエクセレンス部会・生産革新部会知識共有会
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] Promoting Problem Solving Education for Children-From an Experience in Japan-2021

    • Author(s)
      Suzuki, K. and Yamashita, M.
    • Organizer
      International Scientific & Business Quality Congress,2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 新常態とデータ駆動型社会における顧客価値創造と未然防止2021

    • Author(s)
      鈴木和幸
    • Organizer
      第111回 品質管理シンポジウム
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] これからの信頼性・保全性・安全性--COVID-19 vs デジタル技術・データ駆動型社会--2021

    • Author(s)
      鈴木和幸
    • Organizer
      第50回 信頼性・保全性シンポジウム
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] コロナ×データサイエンス2021

    • Author(s)
      鈴木和幸
    • Organizer
      全国高等学校データサイエンス教員研修会(データサイエンスティストへの道)
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] COVID-19感染未然防止への行動変容に向けて2021

    • Author(s)
      鈴木和幸
    • Organizer
      統計数理研究所公開シンポジウム「新型コロナウイルス関連データを解析する」
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] Withコロナ社会に必要な行動変容に向けて2021

    • Author(s)
      鈴木和幸
    • Organizer
      日本品質管理学会 第175回シンポジウム
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 問題解決法 と データサイエンス2021

    • Author(s)
      鈴木和幸
    • Organizer
      "Data Science for Quality" 産官学連携シンポジウム
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] COVID-19 マスク義務化分析とワクチン接種効果2021

    • Author(s)
      鈴木和幸, 長谷川友紀, 狩野紀昭, 岡本欣久
    • Organizer
      日本品質管理学会第125回研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 信頼・安心への哲学・倫理―未然防止の観点から―2021

    • Author(s)
      加藤進弘, 大石修二, 鈴木和幸
    • Organizer
      第50回 信頼性・保全性シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 修理系データへのワイブル回帰プロセスの提案と建築設備への応用2021

    • Author(s)
      久保井大輔, 一ノ瀬 雅之,鈴木 和幸
    • Organizer
      第50回 信頼性・保全性シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] With コロナ社会に必要な行動変容に向けて,--国内・米国の感染データ分析より--2021

    • Author(s)
      鈴木和幸, 岡本欣久, 長谷川友, 紀狩野紀昭
    • Organizer
      日本品質管理学会第51回年次大会研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] データに基づくCOVID-19感染の未然防止2021

    • Author(s)
      鈴木和幸
    • Organizer
      2021横幹連合コンファレンス
    • Related Report
      2021 Annual Research Report
  • [Presentation] 信頼・安心への未然防止2021

    • Author(s)
      加藤進弘,大石修二,鈴木和幸
    • Organizer
      2022横幹連合コンファレンス
    • Related Report
      2021 Annual Research Report
  • [Presentation] Needs assessment and prototype of a low-cost radiation monitoring system for citizens in Fukushima2021

    • Author(s)
      Ishigaki Y., Matsumoto Y., Shozugawa K., Hori M., Shimazaki K., Tanaka K.
    • Organizer
      The International Electrical Engineering Congress2022
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Successful Likelihood-Based Inference for the Generalized Pareto Distribution2021

    • Author(s)
      Hideki Nagatsuka
    • Organizer
      2021 IEEE 8th International Conference on Industrial Engineering and Applications (ICIEA 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 一般化パレート分布の統計的推測2021

    • Author(s)
      長塚豪己
    • Organizer
      2021年度 統計関連学会連合大会
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 故障物理に基づくデバイスの信頼性モデリング2021

    • Author(s)
      横川慎二
    • Organizer
      日本OR学会4部会・グループ合同研究会 ~確率モデルの新展開~
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] CO2センサーを活用した循環器検診車内の換気可視化の検討2021

    • Author(s)
      斎藤彰, 石垣陽, 横川慎二, 川内雄登, 田中晴美, 浅野美穂, 小川美紀, 鎌田麻衣, 石川正吾, 齋藤泰紀
    • Organizer
      第62回日本人間ドック学会学術大会予稿集
    • Related Report
      2021 Annual Research Report
  • [Presentation] Society 5.0の基盤としてのデータ収集・分析・利活用2021

    • Author(s)
      横川慎二
    • Organizer
      第28回IoT特別研究会(RC-88)
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 利用調査データに基づくユーザーペルソナの抽出とバッテリー劣化量との相関分析2021

    • Author(s)
      浅野実, 横川慎二, 石垣陽, 冨永潤一, 粟津浜一
    • Organizer
      モバイル'21
    • Related Report
      2021 Annual Research Report
  • [Presentation] 利用調査データに基づくユーザーペルソナの抽出とバッテリー劣化量との相関分析2021

    • Author(s)
      浅野実, 横川慎二, 石垣陽, 冨永潤一, 粟津浜一
    • Organizer
      第50回信頼性・保全性・安全性シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] パブリックスペースにおけるCO2濃度センシングを用いたリスク解析2021

    • Author(s)
      川内雄登, 石垣陽, 横川慎二
    • Organizer
      第50回信頼性・保全性・安全性シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] CO2センサーネットワークによるホールの換気量の評価とリアルタイム可視化2021

    • Author(s)
      川内雄登, 浅野実, 中里諒, 黒良直生, 中嶋洋貴, 平出大誠, 遠藤幸一, 石垣陽, 横川慎二
    • Organizer
      第29回環境化学討論会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 品質工学の学理と実践2021

    • Author(s)
      椿 広計
    • Organizer
      品質工学会研究発表大会
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] データ駆動型時代のヒト・コトつくり2021

    • Author(s)
      椿 広計
    • Organizer
      日本科学技術連盟第111回品質管理シンポジウム
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] A Mathematical Engineering Appreciation of Robust Parameter Design2021

    • Author(s)
      椿 広計
    • Organizer
      5th ICQRE2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Condition-based Maintenance Considering Random Opportunities under Continuous-time Markov Decision Process2021

    • Author(s)
      Wang, Z., Yamamoto, W. and Jin, L.
    • Organizer
      The 3rd International Conference on System Reliability and Safety Engineering (SRSE 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal Condition-based Maintenance for a Deteriorating System with Unscheduled Maintenance Opportunities2021

    • Author(s)
      Wang, Z. and Jin, L.
    • Organizer
      The 11th International Conference on Modelling in Industrial Maintenance and Reliability (MIMAR2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Pricing for American Option using a Semi-Markov Decision Process2021

    • Author(s)
      Takada, K., Dimitrov, M. Jin, L. and Ying, N.
    • Organizer
      The 19th Conference of the Applied Stochastic Models and Data Analysis International Society (ASMDA2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal Age-replacement Policy for Multi-unit Systems Considering Maintenance Time2021

    • Author(s)
      Ashizawa, R. and Jin, L.
    • Organizer
      Proceedings of the 19th Asian Network for Quality Congress (ANQ 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal Age-replacement Policy for Multi-unit Systems Considering Maintenance Time2021

    • Author(s)
      Fujioka, K. and Jin, L.
    • Organizer
      Proceedings of the 19th Asian Network for Quality Congress (ANQ 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 新たな時代へのデータの活用―問題解決と PDCA―2020

    • Author(s)
      鈴木和幸
    • Organizer
      第 9 回科学技術教育フォーラム
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 極微細配線の課題解決にむけた金属間化合物の可能性2020

    • Author(s)
      小池淳一, チェン・リンハン, 横川慎二
    • Organizer
      電子情報通信学会シリコン材料・デバイス研究会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] ビッグ/スモールデータ時代の信頼性解析2020

    • Author(s)
      横川慎二
    • Organizer
      JEITA 半導体信頼性認定ガイドラインセミナー
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] COVID-19から再考するモノづくりにおけるトラブルの未然防止2020

    • Author(s)
      鈴木和幸
    • Organizer
      PL研究学会_7月総会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] コロナ禍における社会品質~With Corona社会の構築に向けて~2020

    • Author(s)
      狩野紀昭、 鈴木和幸、岡本欣久、長谷川友紀
    • Organizer
      日本品質管理学会第50回年次大会研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] COVID-19検査数・感染者数・死者数の国際比較分析2020

    • Author(s)
      鈴木和幸、岡本欣久、長谷川友紀、狩野紀昭
    • Organizer
      日本品質管理学会第50回年次大会研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Building Society Quality towards with-Covid-19 Society2020

    • Author(s)
      Noriaki Kano, Kazuyuki Suzuki, Tomonori Hasegawa and Yoshihisa Okamoto
    • Organizer
      ANQ(Asian Network for Quality) Congress 2020, Soul
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Ambient Intelligence(環境知能)によるフリーアドレススペースのリスク評価2020

    • Author(s)
      横川慎二,石垣陽,遠藤駿,高原廉,川内雄登
    • Organizer
      第11回横幹連合コンファレンス
    • Related Report
      2020 Annual Research Report
  • [Presentation] 環境・エネルギーセンサーネットワークデータの位相的データ解析を用いた空間環境評価2020

    • Author(s)
      遠藤駿, 横川慎二
    • Organizer
      第33回秋季信頼性シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] 商品開発プロセス研究会の活動紹介2020

    • Author(s)
      椿広計,近岡淳
    • Organizer
      日本品質管理学会年次大会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 不適合データの識別分析-JSQC製造業のためのビッグデータの解析在り方研究会活動の成果-2020

    • Author(s)
      椿広計
    • Organizer
      日本品質管理学会第122回研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] “What the Organization Has”: An Investigation of Situational Aspects of Safety Culture of Road Traffic Organization Using a Macroergonomic Approach2020

    • Author(s)
      Andrijianto, Makoto Itoh, Gabariel Alphared
    • Organizer
      Human Factors and Ergonomics Society Annual Meeting 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 安全問題と信頼・安心2020

    • Author(s)
      伊藤誠、山仁雄介
    • Organizer
      横幹連合コンファレンス
    • Related Report
      2020 Annual Research Report
  • [Presentation] Optimal replacement policy for a deteriorating system subjected to geometric Brownian motion2020

    • Author(s)
      Yoshida, R, and Jin, L.
    • Organizer
      Proceedings of the 18th Asian Network for Quality Congress(ANQ2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Threshold policy of condition-based maintenance for a multi-state system and deteriorating sensor2020

    • Author(s)
      Genda, S. and Jin, L.
    • Organizer
      Proceedings of the 18th Asian Network for Quality Congress(ANQ2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Threshold Type Maintenance Policies for Systems Under Cumulative Damage From Random Shocks2020

    • Author(s)
      Jin, L. and Matoba, S.
    • Organizer
      The 9th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A successful Method of Parameter Estimation for Tweedie Exponential Dispersion Models2020

    • Author(s)
      Tomoya Sera and Hideki Nagatsuka
    • Organizer
      Proceedings of the 18th Asian Network for Quality Congress(ANQ2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A New Stochastic Degradation Model Based on the Family of Powered Inverse Gaussian Distributions2020

    • Author(s)
      Takuya Fushihara, Hideki Nagatsuka
    • Organizer
      Proceedings of the 18th Asian Network for Quality Congress(ANQ2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Proposal of A Conditional Maximum Likelihood Estimator in the COM-Poisson Distribution and its Uniqueness and Existence2020

    • Author(s)
      Youhei Tomio and Hideki Nagatsuka
    • Organizer
      Proceedings of the 18th Asian Network for Quality Congress(ANQ2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sequential Bayesian Design for Accelerated Life Tests Based on Reinforcement Learning2020

    • Author(s)
      Hiroki Iwama, Hideki Nagatsuka
    • Organizer
      Proceedings of the 18th Asian Network for Quality Congress(ANQ2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 信頼・安心へのスキームとリスク未然防止への源流管理2020

    • Author(s)
      鈴木和幸, 加藤進弘
    • Organizer
      2021横幹連合コンファランス c-1-1
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 信頼・安心へのシーソー・モデル7視点―未然防止の観点から―2020

    • Author(s)
      加藤進弘、大石修二、鈴木和幸
    • Organizer
      2020横幹連合コンファランス c-1-2
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Book] Smartphone Solutions for Citizen-Centered Risk Monitoring in Environmental Disaster Situations(Chapter 1), Digital Services in Crisis, Disaster,2021

    • Author(s)
      Yo Ishigaki and Kenji Tanaka
    • Total Pages
      30
    • Publisher
      IGI Global
    • Related Report
      2021 Annual Research Report
  • [Book] American Option Pricing under a Varying Economic Situation Using a Semi-Markov Decision Process, Data analysis and application2021

    • Author(s)
      Takada, K., Dimitrov, M. Jin, L. and Ni, Y.
    • Total Pages
      17
    • Publisher
      Wiley
    • Related Report
      2021 Annual Research Report
  • [Book] Stochastic Processes and Algebraic Structures, Vol. 1. Stochastic Processes, Statistical Methods, and Engineering Mathematics2021

    • Author(s)
      Jin, L., Dimitrov, M. and Ni, Y.
    • Total Pages
      25
    • Publisher
      Springer
    • Related Report
      2021 Annual Research Report
  • [Book] Digital Services in Crisis, Disaster, and Emergency Situations2020

    • Author(s)
      Ishigaki Y., Tanaka K.
    • Publisher
      IGI Global
    • Related Report
      2020 Annual Research Report
  • [Book] 多モデル思考:データを知恵に変える24の数理モデル2020

    • Author(s)
      スコット・E・ペイジ著、椿広計監訳、長尾高弘訳
    • Total Pages
      432
    • Publisher
      森北出版
    • ISBN
      9784627855014
    • Related Report
      2020 Annual Research Report
  • [Book] 信頼性七つ道具 応用編2020

    • Author(s)
      二川 清, 石田 勉, 鈴木 和幸, 原田 文明, 古園 博幸, 益田 昭彦, 渡部 良道
    • Total Pages
      220
    • Publisher
      日科技連出版
    • ISBN
      9784817197184
    • Related Report
      2020 Annual Research Report

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Published: 2020-04-28   Modified: 2024-12-25  

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