林 和希

Last Update: 2021/07/27 15:58:15

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Name(Kanji/Kana/Abecedarium Latinum)
林 和希/ハヤシ カズキ/Hayashi, Kazuki
Primary Affiliation(Org1/Job title)
Graduate Schools Engineering/Assistant Professor
Faculty
Org1 Job title
工学部
Academic Degree
Field(Japanese) Field(English) University(Japanese) University(English) Method
博士(工学) Master of Engineering 京都大学 Kyoto University
修士(工学) Doctor of Engineering 京都大学 Kyoto University
Personal Profile
(Japanese)
建築設計・構造工学の横断領域で研究を行っています。建築意匠と構造エンジニアリングを構造最適化やコンピュータによる形態創生,機械学習によって繋ぐ、新しい設計プロセスを開発することを目標としています。
(English)
I am an assistant professor in the field of architectural design and structural engineering. My interest is to develop a new design process that connects architectural design and structural engineering through structural optimization, computational morphogenesis, and machine learning.
ORCID ID
https://orcid.org/0000-0002-4026-8234
researchmap URL
https://researchmap.jp/hayashikazuki
Published Papers
Author Author(Japanese) Author(English) Title Title(Japanese) Title(English) Bibliography Bibliography(Japanese) Bibliography(English) Publication date Refereed paper Language Publishing type Disclose
Shaojun Zhu, Makoto Ohsaki, Kazuki Hayashi, Xiaonong Guo Shaojun Zhu, Makoto Ohsaki, Kazuki Hayashi, Xiaonong Guo Shaojun Zhu, Makoto Ohsaki, Kazuki Hayashi, Xiaonong Guo Machine-specified ground structures for topology optimization of binary trusses using graph embedding policy network Machine-specified ground structures for topology optimization of binary trusses using graph embedding policy network Machine-specified ground structures for topology optimization of binary trusses using graph embedding policy network Advances in Engineering Software, 159 Advances in Engineering Software, 159 Advances in Engineering Software, 159 2021/09 Refereed English Research paper(scientific journal) Disclose to all
Kazuki Hayashi, Yoshiki Jikumaru, Makoto Ohsaki, Takashi Kagaya, Yohei Yokosuka Kazuki Hayashi, Yoshiki Jikumaru, Makoto Ohsaki, Takashi Kagaya, Yohei Yokosuka Kazuki Hayashi, Yoshiki Jikumaru, Makoto Ohsaki, Takashi Kagaya, Yohei Yokosuka Discrete Gaussian Curvature Flow for Piecewise Constant Gaussian Curvature Surface Discrete Gaussian Curvature Flow for Piecewise Constant Gaussian Curvature Surface Discrete Gaussian Curvature Flow for Piecewise Constant Gaussian Curvature Surface Computer-Aided Design, 134 Computer-Aided Design, 134 Computer-Aided Design, 134 2021/05 Refereed English Research paper(scientific journal) Disclose to all
Hiroto OTA, Takuya ITO, Kazuki HAYASHI 太田裕通, 伊藤拓也, 林和希 Hiroto OTA, Takuya ITO, Kazuki HAYASHI DESIGN REVIEW METHOD WITH “LIVE AHP” TO VISUALIZE AND SHARE JURY’S OWN DESIGN EVALUATION デザイン評価の可視・共有化を促進する「LIVE AHP」を導入したデザイン審査会方式 DESIGN REVIEW METHOD WITH “LIVE AHP” TO VISUALIZE AND SHARE JURY’S OWN DESIGN EVALUATION AIJ Journal of Technology and Design, 27, 65, 562-567 日本建築学会技術報告集, 27, 65, 562-567 AIJ Journal of Technology and Design, 27, 65, 562-567 2021/02/20 Refereed Japanese Research paper(scientific journal) Disclose to all
Kazuki Hayashi, Makoto Ohsaki Kazuki Hayashi, Makoto Ohsaki Kazuki Hayashi, Makoto Ohsaki Reinforcement Learning and Graph Embedding for Binary Truss Topology Optimization Under Stress and Displacement Constraints Reinforcement Learning and Graph Embedding for Binary Truss Topology Optimization Under Stress and Displacement Constraints Reinforcement Learning and Graph Embedding for Binary Truss Topology Optimization Under Stress and Displacement Constraints Frontiers in Built Environment, 6 Frontiers in Built Environment, 6 Frontiers in Built Environment, 6 2020/04/30 Refereed English Research paper(scientific journal) Disclose to all
Kazuki Hayashi, Makoto Ohsaki Kazuki Hayashi, Makoto Ohsaki Kazuki Hayashi, Makoto Ohsaki Reinforcement learning for optimum design of a plane frame under static loads Reinforcement learning for optimum design of a plane frame under static loads Reinforcement learning for optimum design of a plane frame under static loads Engineering with Computers Engineering with Computers Engineering with Computers 2020/01/07 Refereed English Research paper(scientific journal) Disclose to all
Kazuki Hayashi, Makoto Ohsaki Kazuki Hayashi, Makoto Ohsaki Kazuki Hayashi, Makoto Ohsaki FDMopt: Force density method for optimal geometry and topology of trusses FDMopt: Force density method for optimal geometry and topology of trusses FDMopt: Force density method for optimal geometry and topology of trusses Advances in Engineering Software, 133, 12-19 Advances in Engineering Software, 133, 12-19 Advances in Engineering Software, 133, 12-19 2019/07 Refereed English Research paper(scientific journal) Disclose to all
Makoto Ohsaki, Kazuki Hayashi Makoto Ohsaki, Kazuki Hayashi Makoto Ohsaki, Kazuki Hayashi Force density method for simultaneous optimization of geometry and topology of trusses Force density method for simultaneous optimization of geometry and topology of trusses Force density method for simultaneous optimization of geometry and topology of trusses Structural and Multidisciplinary Optimization, 56, 5, 1157-1168 Structural and Multidisciplinary Optimization, 56, 5, 1157-1168 Structural and Multidisciplinary Optimization, 56, 5, 1157-1168 2017/11 Refereed English Research paper(scientific journal) Disclose to all
Title language:
Misc
Author Author(Japanese) Author(English) Title Title(Japanese) Title(English) Bibliography Bibliography(Japanese) Bibliography(English) Publication date Refereed paper Language Publishing type Disclose
Yosuke Nakaso, Tatsuya Yoshino, Kazuki Hayashi, Kenichi Kawaguchi 中楚 洋介, 吉野 達也, 林 和希, 川口 健一 Yosuke Nakaso, Tatsuya Yoshino, Kazuki Hayashi, Kenichi Kawaguchi Participation report of IASS symposium 2019 in Barcelona IASS 2019 バルセロナシンポジウム参加報告 Participation report of IASS symposium 2019 in Barcelona 鉄構技術, 33, 383, 22-29 鉄構技術, 33, 383, 22-29 , 33, 383, 22-29 2020/04 Japanese Article, review, commentary, editorial, etc.(other) Disclose to all
Title language:
Conference Activities & Talks
Title Title(Japanese) Title(English) Conference Conference(Japanese) Conference(English) Promotor Promotor(Japanese) Promotor(English) Date Language Assortment Disclose
Reinforcement learning and graph embedding for generating stable construction process of trusses 強化学習とグラフ埋め込みによるトラスの安定な施工経路生成 Reinforcement learning and graph embedding for generating stable construction process of trusses Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[東海] Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会 日本建築学会 2021/09/09 Japanese Oral presentation(general) Disclose to all
Force density method for simultaneous optimization of geometry and topology of curved surface trusses 軸力密度法による曲面状トラスの形状と位相の同時最適化 Force density method for simultaneous optimization of geometry and topology of curved surface trusses Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[東海] Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会 日本建築学会 2021/09/09 Japanese Oral presentation(general) Disclose to all
Optimal topology prediction of planar trusses using graph embedding and supervised learning グラフ埋め込みと教師あり学習による平面トラスの最適位相予測 Optimal topology prediction of planar trusses using graph embedding and supervised learning Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[東海] Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会 日本建築学会 2021/09/07 Japanese Oral presentation(general) Disclose to all
Graph embedding and machine learning for topology optimization of planar trusses グラフ埋め込みと機械学習を用いた平面トラスの位相最適化 Graph embedding and machine learning for topology optimization of planar trusses Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[東海] Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会 日本建築学会 2021/09/07 Japanese Oral presentation(general) Disclose to all
Reinforcement learning for topology optimization of 3D trusses using graph embedding and block matrix グラフ埋め込みとブロック行列化を用いた強化学習による3次元トラスの位相最適化 Reinforcement learning for topology optimization of 3D trusses using graph embedding and block matrix Annual Convention of Architectural Institute of Japan (AIJ) Kinki Branch 日本建築学会近畿支部研究発表会 Annual Convention of Architectural Institute of Japan (AIJ) Kinki Branch 2021/06/26 Japanese Oral presentation(general) Disclose to all
Machine learning and graph embedding for truss topology optimization Machine learning and graph embedding for truss topology optimization Machine learning and graph embedding for truss topology optimization 14th World Congress of Structural and Multidisciplinary Optimization (WCSMO-14) 14th World Congress of Structural and Multidisciplinary Optimization (WCSMO-14) 14th World Congress of Structural and Multidisciplinary Optimization (WCSMO-14) International Society for Structural and Multidisciplinary Optimization (ISSMO) International Society for Structural and Multidisciplinary Optimization (ISSMO) 2021/06/16 English Oral presentation(general) Disclose to all
Cross-section optimization of steel frames using graph-based reinforcement learning Cross-section optimization of steel frames using graph-based reinforcement learning Cross-section optimization of steel frames using graph-based reinforcement learning 14th World Congress of Structural and Multidisciplinary Optimization (WCSMO-14) 14th World Congress of Structural and Multidisciplinary Optimization (WCSMO-14) 14th World Congress of Structural and Multidisciplinary Optimization (WCSMO-14) International Society for Structural and Multidisciplinary Optimization (ISSMO) International Society for Structural and Multidisciplinary Optimization (ISSMO) 2021/06/15 English Oral presentation(general) Disclose to all
Gaussian curvature flow for architectural morphogenesis of discrete surfaces with piece-wisely constant Gaussian curvature Gaussian curvature flowによる区分的にガウス曲率一定な離散曲面の建築形態創生 Gaussian curvature flow for architectural morphogenesis of discrete surfaces with piece-wisely constant Gaussian curvature the 17th union presentation of research groups 第17回 研究部会連合発表会 the 17th union presentation of research groups 日本応用数理学会 日本応用数理学会 2021/03/05 Japanese Oral presentation(general) Disclose to all
Minimum-volume design of steel frames using reinforcement learning Minimum-volume design of steel frames using reinforcement learning Minimum-volume design of steel frames using reinforcement learning ECCOMAS Congress 2020 and 14th WCCM ECCOMAS Congress 2020 and 14th WCCM ECCOMAS Congress 2020 and 14th WCCM International Association for Computational Mechanics (IACM) and European Community on Computational Methods in Applied Sciences (ECCOMAS) International Association for Computational Mechanics (IACM) and European Community on Computational Methods in Applied Sciences (ECCOMAS) 2021/01/14 English Oral presentation(general) Disclose to all
Development of an agent for discrete cross-section design of planar steel frames using graph embedding and reinforcement learning グラフ埋め込みと強化学習による、鋼構造平面骨組の離散断面設計エージェントの開発 Development of an agent for discrete cross-section design of planar steel frames using graph embedding and reinforcement learning The 43rd Symposium on Computer Technology of Information, Systems and Applications 第 43 回情報・システム・利用・技術シンポジウム The 43rd Symposium on Computer Technology of Information, Systems and Applications 2020/12/10 Japanese Oral presentation(general) Disclose to all
Reinforcement learning and graph embedding for sequential optimal design of plane trusses and frames Reinforcement learning and graph embedding for sequential optimal design of plane trusses and frames Reinforcement learning and graph embedding for sequential optimal design of plane trusses and frames Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) Asian Society of Structural and Multidisciplinary Optimization (ASSMO) and Korean Society for Design Optimization (KSDO) Asian Society of Structural and Multidisciplinary Optimization (ASSMO) and Korean Society for Design Optimization (KSDO) 2020/11/25 English Oral presentation(general) Disclose to all
Study on communication environment to visualize and share jury’s own ”design evaluation” - Design review system with AHP application 「デザイン評価」の可視・共有化を促進するコミュニケーション 環境に関する研究–AHPアプリを導入したデザイン審査会方式の実施報告 Study on communication environment to visualize and share jury’s own ”design evaluation” - Design review system with AHP application Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[関東] Annual Convention of Architectural Institute of Japan (AIJ) 2020 Japanese Oral presentation(general) Disclose to all
Reinforcement learning and graph embedding for cross-sectional design of planar steel frames グラフ埋め込みと強化学習による鋼構造平面骨組の断面設計 Reinforcement learning and graph embedding for cross-sectional design of planar steel frames Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[関東] Annual Convention of Architectural Institute of Japan (AIJ) 2020 Japanese Oral presentation(general) Disclose to all
Graph embedding and reinforcement learning for topology optimization of planar trusses with stress constraints グラフ埋め込みと強化学習を用いた応力制約を有する平面トラスの位相最適化 Graph embedding and reinforcement learning for topology optimization of planar trusses with stress constraints Annual Convention of Architectural Institute of Japan (AIJ) Kinki Branch 日本建築学会近畿支部研究発表会 Annual Convention of Architectural Institute of Japan (AIJ) Kinki Branch 2020 Japanese Oral presentation(general) Disclose to all
Development of an application to visualize and share user’s own design review expressed as AHP - A report of experiment in the review-event “Diploma x Kyoto” AHPを用いた個人/集団による「デザイン評価」の可視・共有アプリの開発―建築系卒業設計イベントにおけるβ版アプリの実験報告 Development of an application to visualize and share user’s own design review expressed as AHP - A report of experiment in the review-event “Diploma x Kyoto” Design Symposium Design シンポジウム 2019 Design Symposium 2019/11/17 Japanese Oral presentation(general) Disclose to all
Deep-Q network for truss topology optimization with stress constraints Deep-Q network for truss topology optimization with stress constraints Deep-Q network for truss topology optimization with stress constraints IASS symposium IASS symposium IASS symposium International Association of Shell and Spatial Structures (IASS) International Association of Shell and Spatial Structures (IASS) 2019/10/09 English Oral presentation(general) Disclose to all
Shape optimization of frame structures using dynamic programming 動的計画法を用いたラーメン構造の形状最適化 Shape optimization of frame structures using dynamic programming The 41st Symposium on Computer Technology of Information, Systems and Applications 第 41 回情報・システム・利用・技術シンポジウム The 41st Symposium on Computer Technology of Information, Systems and Applications 2018/12/06 Japanese Oral presentation(general) Disclose to all
Force density method for simultaneous optimization of geometry and topology for latticed shells with free-form design surface 自由曲面を設計曲面とするラチスシェルの軸力密度法を用いた位相と形状の同時最適化 Force density method for simultaneous optimization of geometry and topology for latticed shells with free-form design surface Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[東北] Annual Convention of Architectural Institute of Japan (AIJ) 2018/09/05 Japanese Oral presentation(general) Disclose to all
Regularization of edge length of triangular panels for latticed shells with free-form surfaces 自由曲面ラチスシェルの三角形パネル化における辺長の一様化 Regularization of edge length of triangular panels for latticed shells with free-form surfaces Annual Convention of Architectural Institute of Japan (AIJ) Kinki Branch 日本建築学会近畿支部研究発表会 Annual Convention of Architectural Institute of Japan (AIJ) Kinki Branch 2018/06/24 Japanese Oral presentation(general) Disclose to all
Simultaneous topology and shape optimization by force density method - Analysis of constraint method for member length and nodal position 軸力密度法による位相と形状の同時最適化手法―部材長と節点位置の制約方法の分析 Simultaneous topology and shape optimization by force density method - Analysis of constraint method for member length and nodal position The 40th Symposium on Computer Technology of Information, Systems and Applications 第40回情報・システム・利用・技術シンポジウム The 40th Symposium on Computer Technology of Information, Systems and Applications 2017/12/14 Japanese Oral presentation(general) Disclose to all
Force density method for simultaneous optimization of geometry and topology of trusses 軸力密度を設計変数とするトラス構造の位相と形状の同時最適化 Force density method for simultaneous optimization of geometry and topology of trusses Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[中国] Annual Convention of Architectural Institute of Japan (AIJ) 2017/09/03 Japanese Oral presentation(general) Disclose to all
Simultaneous optimization of topology and geometry of planar truss using force density as design variable 軸力密度を設計変数とする平面トラスの位相と形状の同時最適化 Simultaneous optimization of topology and geometry of planar truss using force density as design variable The 11th colloquium analysis and generation of structural shapes and systems 第 11 回コロキウム構造形態の解析と創生 2016 The 11th colloquium analysis and generation of structural shapes and systems 2016/10/28 Japanese Oral presentation(general) Disclose to all
A study on critique of architectural and urban design by the method of using AHP 建築・都市デザインの評価における AHPを用いた個人による意思決定の可視化に関する手法的試み A study on critique of architectural and urban design by the method of using AHP Annual Convention of Architectural Institute of Japan (AIJ) 日本建築学会大会[関東] Annual Convention of Architectural Institute of Japan (AIJ) 2015/09/06 Japanese Oral presentation(general) Disclose to all

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Title language:
Teaching subject(s)
Name(Japanese) Name(English) Term Department Period
建築構造力学III Mechanics of Building StructuresIII 前期 工学部 2021/04-2022/03
建築構造力学I Mechanics of Building StructuresI 前期 工学部 2021/04-2022/03