Kawaguchi Satoru 川口悟

… Alternative Names

川口悟カワグチサトル

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Researcher Number	70834852
Other IDs
Affiliation (Current)	2025: 室蘭工業大学, 大学院工学研究科, 助教
Affiliation (based on the past Project Information) *help	2025: 室蘭工業大学, 大学院工学研究科, 助教 2022 – 2023: 室蘭工業大学, 大学院工学研究科, 助教 2020 – 2023: 成蹊大学, 理工学部, 助教
Review Section/Research Field	Principal Investigator Basic Section 21010:Power engineering-related Except Principal Investigator Medium-sized Section 21:Electrical and electronic engineering and related fields
Keywords	Principal Investigator ニューラルネットワーク / プラズマ / 電子輸送係数 / PINN / 放電基礎過程 / 気体放電プラズマ / ボルツマン方程式 / 電子速度分布関数 / 機械学習 Except Principal Investigator 細菌不活性化 … More / 薬剤耐性菌 / 大気圧プラズマ / 低温大気圧プラズマモデリング / 生体化学モデリング / 低温プラズマモデリング / プラズマ医療 Less

データから微分方程式を発見する機械学習による電子輸送係数データセットの獲得Principal Investigator
- Principal Investigator
  
  川口悟
- Project Period (FY)
  2025 – 2028
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 21010:Power engineering-related
- Research Institution
  Muroran Institute of Technology
深層学習を活用したボルツマン方程式のグリッドレス直接数値解法の開発Principal Investigator
- Principal Investigator
  
  川口悟
- Project Period (FY)
  2022 – 2024
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 21010:Power engineering-related
- Research Institution
  Muroran Institute of Technology
Elucidation of bacterial inactivating mechanism by cold atmospheric plasma to challenge antimicrobial resistant bacteria
- Principal Investigator
  
  村上朝之
- Project Period (FY)
  2020 – 2025
- Research Category
  
  Fund for the Promotion of Joint International Research (Fostering Joint International Research (B))
- Review Section
  
  Medium-sized Section 21:Electrical and electronic engineering and related fields
- Research Institution
  Seikei University

All 2023 2022

All Journal Article Presentation

[Journal Article] Data-driven discovery of electron continuity equations in electron swarm map for determining electron transport coefficients in argon2023
- Author(s)
  Kawaguchi S、Takahashi K、Satoh K
- Journal Title
  
  Journal of Physics D: Applied Physics
  
  Volume: 56 Issue: 24 Pages: 244003-244003
- DOI
  10.1088/1361-6463/acc959
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22K14245
[Journal Article] Complexity visualization, dataset acquisition, and machine-learning perspectives for low-temperature plasma: a review2022
- Author(s)
  Sakai Osamu、Kawaguchi Satoru、Murakami Tomoyuki
- Journal Title
  
  Japanese Journal of Applied Physics
  
  Volume: 61 Issue: 7 Pages: 070101-070101
- DOI
  10.35848/1347-4065/ac76fa
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-20KK0089, KAKENHI-PROJECT-19K03813
[Journal Article] Physics-informed neural networks for solving the Boltzmann equation of the electron velocity distribution function in weakly ionized plasmas2022
- Author(s)
  Kawaguchi Satoru、Murakami Tomoyuki
- Journal Title
  
  Japanese Journal of Applied Physics
  
  Volume: 61 Issue: 8 Pages: 086002-086002
- DOI
  10.35848/1347-4065/ac7afb
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-20KK0089, KAKENHI-PROJECT-19K03813
[Presentation] Physics-informed neural network for solving the Boltzmann equation of electron swarms in weakly ionized plasmas2023
- Author(s)
  Satoru Kawaguchi, Kazuhiro Takahashi, Hiroshi Ohkama, Kohki Satoh, Tomoyuki Murakami
- Organizer
  XXIII. International Conference on Gas Discharges and their Applications
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K14245
[Presentation] Physics-informed neural network for solving the Boltzmann equation of electron swarms in weakly ionized plasmas2023
- Author(s)
  Satoru Kawaguchi
- Organizer
  23rd International Conference on Gas Discharges and their Applications
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20KK0089
[Presentation] Physics-informed Neural Networksを活用した電子輸送特性の解明2023
- Author(s)
  川口悟
- Organizer
  第39回プラズマ新領域研究会「プラズマ諸特性理解の新展開」
- Invited
- Data Source
  KAKENHI-PROJECT-22K14245
[Presentation] Data-driven discovery of electron continuity equations in electron swarm maps2023
- Author(s)
  Satoru Kawaguchi, Kazuhiro Takahashi, Kohki Satoh
- Organizer
  XXI International Workshop on Low-Energy Positron and Positronium Physics and XXIII International Symposium on Electron-Molecule Collisions and Swarms
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K14245
[Presentation] Physics-informed neural networks for calculating time-periodic EVDF under RF electric fields2023
- Author(s)
  Satoru Kawaguchi, Kazuhiro Takahashi, Kohki Satoh
- Organizer
  44th International Symposium on Dry Process
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K14245
[Presentation] Physics-Informed Neural NetworkによるRF電界下における電子速度分布関数の計算2023
- Author(s)
  川口悟, 髙橋一弘, 佐藤孝紀
- Organizer
  第70回応用物理学会春季学術講演会
- Data Source
  KAKENHI-PROJECT-22K14245
[Presentation] データ駆動による電子数連続の式の探索と電子輸送係数測定への応用2022
- Author(s)
  川口悟, 髙橋一弘, 佐藤孝紀
- Organizer
  第83回応用物理学会秋季学術講演会
- Data Source
  KAKENHI-PROJECT-22K14245
[Presentation] Physics-informed neural networks for calculating the electron velocity distribution function in weakly ionized plasmas2022
- Author(s)
  Satoru Kawaguchi
- Organizer
  KPS 70th Anniversary and 2022 Fall Meeting
- Invited
- Data Source
  KAKENHI-PROJECT-22K14245
[Presentation] Data-driven discovery of electron continuity equation and its application to measurement of electron transport coefficients in argon2022
- Author(s)
  Satoru Kawaguchi, Kazuhiro Takahashi, Kohki Satoh
- Organizer
  11th International Conference on Reactive Plasmas / 2022 Gaseous Electronics Conference
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K14245
[Presentation] 弱電離気体プラズマの解析(CLXX) Physics-Informed Neural Networkによるボルツマン方程式解析2022
- Author(s)
  川口悟, 髙橋一弘, 佐藤孝紀
- Organizer
  令和4年度電気・情報関係学会北海道支部連合大会
- Data Source
  KAKENHI-PROJECT-22K14245

1. 村上朝之 (20323818)

# of Collaborated Projects: 1 results

# of Collaborated Products: 2 results
2. 井内勝哉 (40553847)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
3. 西尾悠 (70712743)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results

Kawaguchi Satoru 川口 悟

川口 悟 カワグチ サトル

Research Projects

Research Products

Co-Researchers

データから微分方程式を発見する機械学習による電子輸送係数データセットの獲得Principal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

深層学習を活用したボルツマン方程式のグリッドレス直接数値解法の開発Principal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Elucidation of bacterial inactivating mechanism by cold atmospheric plasma to challenge antimicrobial resistant bacteria

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

[Journal Article] Data-driven discovery of electron continuity equations in electron swarm map for determining electron transport coefficients in argon2023

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Complexity visualization, dataset acquisition, and machine-learning perspectives for low-temperature plasma: a review2022

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Physics-informed neural networks for solving the Boltzmann equation of the electron velocity distribution function in weakly ionized plasmas2022

Author(s)

Journal Title

DOI

Data Source

[Presentation] Physics-informed neural network for solving the Boltzmann equation of electron swarms in weakly ionized plasmas2023

Author(s)

Organizer

Data Source

[Presentation] Physics-informed neural network for solving the Boltzmann equation of electron swarms in weakly ionized plasmas2023

Author(s)

Organizer

Data Source

[Presentation] Physics-informed Neural Networksを活用した電子輸送特性の解明2023

Author(s)

Organizer

Data Source

[Presentation] Data-driven discovery of electron continuity equations in electron swarm maps2023

Author(s)

Organizer

Data Source

[Presentation] Physics-informed neural networks for calculating time-periodic EVDF under RF electric fields2023

Author(s)

Organizer

Data Source

[Presentation] Physics-Informed Neural NetworkによるRF電界下における電子速度分布関数の計算2023

Author(s)

Organizer

Data Source

[Presentation] データ駆動による電子数連続の式の探索と電子輸送係数測定への応用2022

Author(s)

Organizer

Data Source

[Presentation] Physics-informed neural networks for calculating the electron velocity distribution function in weakly ionized plasmas2022

Author(s)

Organizer

Data Source

[Presentation] Data-driven discovery of electron continuity equation and its application to measurement of electron transport coefficients in argon2022

Author(s)

Organizer

Data Source

[Presentation] 弱電離気体プラズマの解析(CLXX) Physics-Informed Neural Networkによるボルツマン方程式解析2022

Author(s)

Organizer

Data Source

Kawaguchi Satoru 川口悟

川口悟カワグチサトル