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Statistical method for finding an optimal structure of battery pack considering degradation variability

Research Project

Project/Area Number 15K06031
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Electron device/Electronic equipment
Research InstitutionChuo University

Principal Investigator

Tsukiyama Shuji  中央大学, 理工学部, 教授 (90142314)

Co-Investigator(Kenkyū-buntansha) 福井 正博  立命館大学, 理工学部, 教授 (50367992)
Co-Investigator(Renkei-kenkyūsha) MATSUNAGA Mariko  中央大学, 理工学部, 准教授 (90507881)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords電池システム / 経年劣化 / 劣化モデル / 統計的手法 / 寿命予測 / 最適構成
Outline of Final Research Achievements

In order to establish a sustainable society, a large variety of secondary batteries are necessary, each of which is a battery pack composed of many battery-cells connected in series and parallel. For constructing a practical method to design an optimal battery pack, this research devises a statistical algorithm to estimate a distribution of lifetime of a battery pack and a simulator visualizing a process of deterioration of a battery pack. The statistical algorithm evaluates the total effect to a battery pack for given aging curve and its distribution of a single cell, and the simulator uses a newly devised circuit model of a battery pack, which can take into account initial variability, thermal characteristic, and degradation caused by aging. To evaluate the performances of the statistical algorithm and the simulator, they are compared with experimental results. From the results, we found that for a restricted application such as CQ EV mini-cart, they are effective.

Report

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

    (54 results)

All 2018 2017 2016 2015

All Journal Article (6 results) (of which Peer Reviewed: 6 results,  Open Access: 3 results,  Acknowledgement Compliant: 1 results) Presentation (41 results) (of which Int'l Joint Research: 21 results,  Invited: 3 results) Book (4 results) Patent(Industrial Property Rights) (3 results)

  • [Journal Article] リチウムイオン蓄電池の経済性推定モデルの検討2018

    • Author(s)
      有馬理仁, 林磊, 福井正博, 島田幸司
    • Journal Title

      エネルギー・資源学会論文誌

      Volume: 39

    • NAID

      130007593756

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A New Algorithm to Determine Covariance in Statistical Maximum for Gaussian Mixture Model2017

    • Author(s)
      Daiki Azuma, Shuji Tsukiyama
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E100.A Issue: 12 Pages: 2834-2841

    • DOI

      10.1587/transfun.E100.A.2834

    • NAID

      130006236541

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Li-ion battery pack level degradation simulator with consideration of thermal and electrical conditions2017

    • Author(s)
      Masahiro Fukui, Yukinori Hayakawa, and Lei Lin
    • Journal Title

      ECS Transaction

      Volume: 75 Issue: 20 Pages: 103-110

    • DOI

      10.1149/07520.0103ecst

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] An accurate SOC estimator for Lithium-ion batteries which considers thermal variation2017

    • Author(s)
      Lei Lin, Hironori Ono, Masahiro Fukui, and Kiyotsugu Takaba
    • Journal Title

      ECS Transaction

      Volume: 75 Issue: 20 Pages: 111-119

    • DOI

      10.1149/07520.0111ecst

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A New Algorithm for Reducing Components of a Gaussian Mixture Model2016

    • Author(s)
      Naoya Yokoyama, Daiki Azuma, Shuji Tsukiyama, Masahiro Fukui
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E99.A Issue: 12 Pages: 2425-2434

    • DOI

      10.1587/transfun.E99.A.2425

    • NAID

      130005170529

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] An Accurate SOC Estimation Method for Lithium-ion Batteries which Considers Thermal Variation2015

    • Author(s)
      Ryu Ishizaki, Lei Lin, and Masahiro Fukui
    • Journal Title

      Electrochemistry

      Volume: 83 Issue: 10 Pages: 852-854

    • DOI

      10.5796/electrochemistry.83.852

    • NAID

      130005100758

    • ISSN
      1344-3542, 2186-2451
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Proposal of charging system from unstable power supply to the lithium-ion battery2018

    • Author(s)
      Ryota Kimikado, Masakazu Michihira, Naoki Yoshida, Masahiro Fukui
    • Organizer
      IEEE Int. Conf. on Industrial Electronics for Sustainable Energy System
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] リチウムイオン蓄電池を搭載したEVカートの加速条件最適化の一検討2018

    • Author(s)
      藤井春弥,土田祥生,阿部智貴, 林磊,福井正博
    • Organizer
      電子情報通信学会 VLSI設計技術研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] An efficient battery charger for utilizing solar panels with bi-directional power accommodation2018

    • Author(s)
      Naoki Yoshida, Yukinori Hayakawa, Masahiro Fukui, Ryota Kimikado, Masakazu Michihira
    • Organizer
      RISP Int. Workshop on Nonlinear Circuits, Communications and Signal Processing 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 電気2重層キャパシタの3並列キャパシタンスを用いた回路モデル2018

    • Author(s)
      上坂 直輝, 築山 修治, 能登 健一, 奥村 卓司
    • Organizer
      2018年電気化学会第85回大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Motor modeling, and simulation of the driving performance of an EV-cart with the motor2018

    • Author(s)
      Yoshiki Tsuchida, Haruya Fujii, Tomoki Abe, Lei Lin, Masahiro Fukui
    • Organizer
      21st Workshop on Synthesis and System Integration of Mixed Technologies
    • Related Report
      2017 Annual Research Report
  • [Presentation] リチウムイオン電池のサイクル劣化バラツキの解析2017

    • Author(s)
      日吉啓太,築山修治,松永真理子,宮本潤一
    • Organizer
      電気化学会第84回大会
    • Place of Presentation
      首都大学東京,八王子市
    • Year and Date
      2017-03-26
    • Related Report
      2016 Research-status Report
  • [Presentation] IoT機器向け高精度一次電池残量推定システムの開発2017

    • Author(s)
      塩浦裕文,吉田直樹,林磊,福井正博
    • Organizer
      電子情報通信学会 VLSI設計技術研究会
    • Place of Presentation
      沖縄県青年会館,那覇市
    • Year and Date
      2017-03-03
    • Related Report
      2016 Research-status Report
  • [Presentation] モデルベース設計を用いた電気自動車用蓄電池最適運用システムの開発2017

    • Author(s)
      阿部智貴,上野僚,林磊,福井正博
    • Organizer
      電子情報通信学会 VLSI設計技術研究会
    • Place of Presentation
      沖縄県青年会館,那覇市
    • Year and Date
      2017-03-03
    • Related Report
      2016 Research-status Report
  • [Presentation] 最大値分布を求めるための共分散計算の一手法2017

    • Author(s)
      東 大貴,築山 修治,福井 正博,神戸 尚志
    • Organizer
      電子情報通信学会 VLSI設計技術研究会
    • Place of Presentation
      沖縄県青年会館,那覇市
    • Year and Date
      2017-03-02
    • Related Report
      2016 Research-status Report
  • [Presentation] リチウムイオン電池の基礎と高信頼・高安全化のための状態推定2017

    • Author(s)
      福井正博
    • Organizer
      電気三学会関西支部専門講習会
    • Place of Presentation
      中央電気倶楽部, 大阪市
    • Year and Date
      2017-02-15
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Analytical thermal modeling and calibration method for lithium-ion batteries2017

    • Author(s)
      Masahiro Fukui, Keiji Kato, Shuji Tsukiyama, Isao Shirakawa
    • Organizer
      Int. Conf. on Heat Transfer, Fluid Mechanics and Thermodynamics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Approximating the maximum of Gaussians by a Gaussian mixture model for statistical designs2017

    • Author(s)
      Daiki Azuma, Shuji Tsukiyama, Masahiro Fukui
    • Organizer
      2017 European Conference on Circuit Theory and Design
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An accurate state of charge estimation algorithm for primary batteries of IoT devices2017

    • Author(s)
      Hirofumi Shioura, Naoki Yoshida, Masahiro Fukui
    • Organizer
      Int. Workshop on Smart Info-Media Systems in Asia
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Combined RLS-ΕKF method for SOC and parameter estimation of lithium-ion batteries2017

    • Author(s)
      Yukinori Hayakawa, Lei Lin, and Masahiro Fukui
    • Organizer
      PRiME 2017/232th ECS Meeting
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] リチウムイオン蓄電池用バッテリ―マネジメントの動向と我々の取り組み2017

    • Author(s)
      福井正博
    • Organizer
      新型電池オープンラボ第22回講演会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] MATLABを用いたリチウム・イオン電池の実践研究2017

    • Author(s)
      福井正博
    • Organizer
      MATLAB EXPO 2017
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] A design method of nMOS dynamic shift registers for small liquid crystal displays2017

    • Author(s)
      Shuji Tsukiyama, Shinji Higa
    • Organizer
      2017 IEEE Region 10 Conf.
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 拡張カルマンフィルタによるリチウムイオン電池のSOC推定法の比較検討2016

    • Author(s)
      大矢将輝,末岐渉,鷹羽浄嗣,福井正博
    • Organizer
      電池討論会
    • Place of Presentation
      幕張メッセ,千葉市
    • Year and Date
      2016-12-01
    • Related Report
      2016 Research-status Report
  • [Presentation] A full charge capacity estimation algorithm for Li-ion batteries based on recursive least-squares identification with adaptive forgetting factor tuning2016

    • Author(s)
      Hironori Ono, Lei Lin, Masahiro Fukui, and Kiyotsugu Takaba
    • Organizer
      20th Workshop on Synthesis and System Integration of Mixed Technologies
    • Place of Presentation
      京都リサーチパーク,京都市
    • Year and Date
      2016-10-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A lithium ion battery aging simulator with calibration functions2016

    • Author(s)
      Yukinori Hayakawa, Lei Lin, and Masahiro Fukui
    • Organizer
      20th Workshop on Synthesis and System Integration of Mixed Technologies
    • Place of Presentation
      京都リサーチパーク,京都市
    • Year and Date
      2016-10-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] An efficient Gaussian mixture reduction to two components2016

    • Author(s)
      Naoya Yokoyama, Daiki Azuma, Shuji Tsukiyama, Masahiro Fukui
    • Organizer
      20th Workshop on Synthesis and System Integration of Mixed Technologies
    • Place of Presentation
      京都リサーチパーク,京都市
    • Year and Date
      2016-10-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Practical and accurate SOC estimation system for lithium-ion batteries by EKF with adaptive noise covariance estimation2016

    • Author(s)
      Lei Lin, Kiyotsugu Takaba, and Masahiro Fukui
    • Organizer
      20th Workshop on Synthesis and System Integration of Mixed Technologies
    • Place of Presentation
      京都リサーチパーク,京都市
    • Year and Date
      2016-10-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A precise FCC estimation algorithm based on recursive least squares identification of Li-ion batteries with adaptive forgetting factor tuning2016

    • Author(s)
      Hironori Ono, Lei Lin, Masahiro Fukui, and Kiyotsugu Takaba
    • Organizer
      PRiME 2016/230th ECS Meeting
    • Place of Presentation
      Hawaii's Convension Center, Honolulu, U.S.A.
    • Year and Date
      2016-10-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A practical degradation simulator for assembled Li-ion batteries with calibration functions2016

    • Author(s)
      Yukinori Hayakawa, Lei Lin, and Masahiro Fukui
    • Organizer
      PRiME 2016/230th ECS Meeting
    • Place of Presentation
      Hawaii's Convension Center, Honolulu, U.S.A.
    • Year and Date
      2016-10-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Experiments on distributions of cycle degradations of Li-Ion batteries2016

    • Author(s)
      Daisuke Sasaki, Keita Hiyoshi, Shuji Tsukiyama, Mariko Matsunaga, Junichi Miyamoto
    • Organizer
      PRiME 2016/230th ECS Meeting
    • Place of Presentation
      Hawaii's Convension Center, Honolulu, U.S.A.
    • Year and Date
      2016-10-03
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Three-dimensional multi-physics thermal-analysis system for electronic systems2016

    • Author(s)
      Masahiro Fukui, S. Watanabe, T. Omura, Y. Kitagawa, Shuji Tsukiyama, and Isao Shirakawa
    • Organizer
      12th International Conference on Heat Transfer, Fluid Mechanics and Thermodynamics
    • Place of Presentation
      Hotel Melia, Malaga, Spain
    • Year and Date
      2016-07-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] MPPTおよび融通機能付き高効率充電器の開発と検証2016

    • Author(s)
      吉田直樹,黒川恭平,福井正博,道平雅一
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      福岡
    • Year and Date
      2016-03-18
    • Related Report
      2015 Research-status Report
  • [Presentation] 混合正規分布の成分削減問題に対する一手法1 ~成分分割手法~2016

    • Author(s)
      横山直哉, 築山修治, 福井正博
    • Organizer
      電子情報通信学会 VLSI設計技術研究会
    • Place of Presentation
      那覇
    • Year and Date
      2016-03-02
    • Related Report
      2015 Research-status Report
  • [Presentation] 混合正規分布の成分削減問題に対する一手法2 ~感度計算手法~2016

    • Author(s)
      東大貴, 築山修治, 福井正博, 神戸尚志
    • Organizer
      電子情報通信学会 VLSI設計技術研究会
    • Place of Presentation
      那覇
    • Year and Date
      2016-03-02
    • Related Report
      2015 Research-status Report
  • [Presentation] 蓄電池負荷に対する最適無線給電システムの検討2016

    • Author(s)
      本多由宇人,林磊,福井正博
    • Organizer
      電子情報通信学会 電子通信エネルギー技術研究会
    • Place of Presentation
      東京
    • Year and Date
      2016-02-22
    • Related Report
      2015 Research-status Report
  • [Presentation] 電池負荷に対する電力最適給電システムの開発2015

    • Author(s)
      本多由宇人,林磊,福井正博
    • Organizer
      パワエレ学会
    • Place of Presentation
      神戸
    • Year and Date
      2015-12-19
    • Related Report
      2015 Research-status Report
  • [Presentation] 速高効率電力再利用型蓄電池バランシングシステムの開発2015

    • Author(s)
      乾貴志,上野僚,福井正博,柿ヶ野浩明
    • Organizer
      パワエレ学会
    • Place of Presentation
      神戸
    • Year and Date
      2015-12-19
    • Related Report
      2015 Research-status Report
  • [Presentation] LSI基板パッケージの3次元伝熱シミュレータの構築と評価2015

    • Author(s)
      渡邊聖剛,大村崇,北川友貴,林磊,孟林,福井正博
    • 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
    • Year and Date
      2015-12-03
    • Related Report
      2015 Research-status Report
  • [Presentation] A thermal dynamic SOC estimator for Lithium-ion batteries2015

    • Author(s)
      Ryu Ishizaki, Lei Lin, Yukinori Hayakawa, Masahiro Fukui, and Kiyotsugu Takaba
    • Organizer
      IEEE Vehicle Power and Propulsion Conference
    • Place of Presentation
      Montreal , Canada
    • Year and Date
      2015-10-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A statistical method for analyzing lifetime of a series-connected battery cells2015

    • Author(s)
      Daisuke Sasaki, Shuji Tsukiyama, Mariko Matsunaga, Junichi Miyamoto, Shingo Takahashi
    • Organizer
      The 15th International Symposium on Communications and Information Technologies
    • Place of Presentation
      奈良
    • Year and Date
      2015-10-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] An accurate SOC estimation system for Lithium-ion batteries by EKF with dynamic noise adjustment2015

    • Author(s)
      Lei Lin, Kyotsugu Takaba, and Masahiro Fukui
    • Organizer
      The 15th International Symposium on Communications and Information Technologies
    • Place of Presentation
      奈良
    • Year and Date
      2015-10-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Accurate SoC estimation of lithium-ion batteries based on parameter-dependent state-space model2015

    • Author(s)
      Masaki Ohya, Kyotsugu Takaba, Lei Lin, Ryu Ishizaki, Naoki Kawarabayashi, and Masahiro Fukui
    • Organizer
      The 15th International Symposium on Communications and Information Technologies
    • Place of Presentation
      奈良
    • Year and Date
      2015-10-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Study of the DC-DC converter using SiC-MOSFET for battery charger2015

    • Author(s)
      Yuki Nakago, Takashi Umeda, Ryo Ute, Masakazu Michihira, and Masahiro Fukui
    • Organizer
      The 15th International Symposium on Communications and Information Technologies
    • Place of Presentation
      奈良
    • Year and Date
      2015-10-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] リチウムイオン電池用充電装置の特性解析2015

    • Author(s)
      梅田崇志,右手凌,中郷勇輝,道平雅一,福井正博
    • Organizer
      電気学会 産業応用部門大会
    • Place of Presentation
      大分
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] A Statistical Method for Analyzing Lifetime of a Battery Pack2015

    • Author(s)
      Daisuke Sasaki, Shuji Tsukiyama, Mariko Matsunaga, Osamu Ishibashi, Shingo Takahashi
    • Organizer
      IEEE Power & Energy Society General Meeting
    • Place of Presentation
      Denver, CO., U.S.A.
    • Year and Date
      2015-07-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] パラメータ依存状態空間モデルに基づく蓄電池のSoC推定2015

    • Author(s)
      大矢将輝,鷹羽浄嗣,林磊,石崎龍,福井正博
    • Organizer
      第59回システム制御情報学会研究発表講演会
    • Place of Presentation
      大阪
    • Year and Date
      2015-05-20
    • Related Report
      2015 Research-status Report
  • [Book] 電気自動車の開発に向けた最適なバッテリーマネジメント技術と市場動向2017

    • Author(s)
      福井正博
    • Total Pages
      201
    • Publisher
      シーエムシー・リサーチ
    • ISBN
      9784904482353
    • Related Report
      2017 Annual Research Report
  • [Book] リチウムイオン二次電池の長期信頼性と性能の確保2017

    • Author(s)
      福井正博(分担執筆)
    • Total Pages
      24
    • Publisher
      サイエンス&テクノロジー
    • Related Report
      2016 Research-status Report
  • [Book] リチウムイオン蓄電池の徹底研究・MOTERエレクトロニクス No.42016

    • Author(s)
      福井正博(分担執筆)
    • Total Pages
      47
    • Publisher
      CQ出版
    • Related Report
      2016 Research-status Report
  • [Book] LSI入門 - 動作原理から論理回路設計まで2016

    • Author(s)
      寺井秀一,福井正博
    • Total Pages
      185
    • Publisher
      森北出版
    • Related Report
      2015 Research-status Report
  • [Patent(Industrial Property Rights)] 電池等価回路モデルの評価装置2017

    • Inventor(s)
      鷹羽浄嗣, 福井正博
    • Industrial Property Rights Holder
      立命館大学
    • Industrial Property Rights Type
      特許
    • Filing Date
      2017
    • Related Report
      2017 Annual Research Report
  • [Patent(Industrial Property Rights)] 電池管理方法、電池管理装置、及びコンピュータプログラム2017

    • Inventor(s)
      福井正博
    • Industrial Property Rights Holder
      福井正博
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2017-034880
    • Filing Date
      2017-02-27
    • Related Report
      2016 Research-status Report
  • [Patent(Industrial Property Rights)] 蓄電池劣化診断方法および蓄電池劣化診断装置2015

    • Inventor(s)
      福井正博
    • Industrial Property Rights Holder
      立命館大学
    • Industrial Property Rights Type
      特許
    • Filing Date
      2015
    • Acquisition Date
      2017
    • Related Report
      2017 Annual Research Report

URL: 

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

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