Member
Ryo FUKASAWA

LD4(D2)
- Advanced Science and Engineering Major, 5-year Integrated Doctoral Program, 12th Cohort
- Power and Energy Professional (PEP) Human Resource Development Program, 6th Cohort
- JSPS Research Fellowship for Young Scientists (DC1)
ryo.fukasawa@toki.waseda.jp
Education
- March, 2018 Graduated from Tokyo Gakugei University Senior High School
- April, 2019 Entered Department of Life Science and Medical Bioscience, Faculty of Advanced Science and Engineering, Waseda Univ.
- April, 2019 – March, 2023 Department of Life Science and Medical Bioscience, School of Advanced Science and Engineering, Waseda University (B.Sc.)
- April, 2023 – present Department of Advanced Science and Engineering (5-year Doctoral Program), Graduate School of Advanced Science and Engineering, Waseda University
Group
Materials Infomatics Group
Research Theme
- Development of high-performance perovskite solar cells by process informatics.
- Development of machine learning potentials suitable for organic-inorganic hybrid materials.
Keywords
Machine Learning, Process Informatics, Solar Cell, Crystal Structure Prediction
Academic Societies
The Chemical Society of Japan, The Crystallographic Society of Japan, The Society of Data-driven Materials Science, The Meteorological Society of Japan
Papers
- Crystal structure prediction of organic molecules by machine learning-based lattice sampling and structure relaxation. Takuya Taniguchi. (2025)
- Effectiveness and limitation of the performance prediction of perovskite solar cells by process informatics. Ryo Fukasawa, Toru Asahi, Takuya Taniguchi. Energy Advances, 3(4), 812-820, (2024)
Awards
- 学生講演賞 — 量子アニーリングによるサイト混合組成ペロブスカイトの配置最適化 日本化学会 第106春季年会 (2026) (2026)
Presentations
- Posterペロブスカイト結晶構造予測のQUBO定式化とアニーリングベース最適化. 深澤亮, 谷口卓也, 朝日透. データ駆動型材料科学研究会 2026年夏季年会 (東京科学大学 大岡山キャンパス) (2026)
- OralConfiguration Optimization of Site-Mixed Perovskites Using Quantum Annealing. 深澤亮, 朝日透, 谷口卓也. 日本化学会 第106春季年会 (2026) (日本大学船橋キャンパス) (2026)
- OralConfiguration optimization of perovskite crystals using quantum annealing. Ryo Fukasawa, Toru Asahi, Takuya Taniguchi. the 19th Conference of AsCA (AsCA 2025) (Taipei (Taiwan)) (2025)
- Oral機械学習を活用したペロブスカイト薄膜の成膜条件間での安定性評価. 深澤亮, 朝⽇透, 谷口卓也. 日本化学会 第105春季年会(2025) (関西大学) (2025)
- PosterStability comparison of perovskite thin films by process informatics. Ryo Fukasawa, Toru Asahi, Takuya Taniguchi. AsCA2024 (クアラルンプール(マレーシア)) (2024)
- Poster機械学習によるペロブスカイト薄膜の成膜条件間での安定性評価. 深澤亮, 朝⽇透, 谷口卓也. 日本結晶学会令和6(2024)年度 日本結晶学会年会 (名古屋大学東山キャンパス) (2024)
- PosterEffectiveness and limitation of the performance prediction of perovskite solar cells by process informatics. Ryo Fukasawa, Toru Asahi, Takuya Taniguchi. 24th International Conference on Photochemical Conversion and Storage of Solar Energy (IPS-24) (広島) (2024)
- Oral機械学習を活用したペロブスカイト薄膜の安定性評価. 深澤亮, 朝日透, 谷口卓也. 日本化学会 第104春季年会(2024) (日本大学理工学部船橋キャンパス) (2024)
- Poster機械学習を活用した有機無機ハイブリッドペロブスカイト太陽電池の安定性評価. 深澤亮, 朝日透, 谷口卓也. 第2回ソフトクリスタル研究会 (横浜) (2023)
- Poster機械学習を活用した有機無機ハイブリッドペロブスカイト薄膜の安定性評価. 深澤 亮, 朝日透, 谷口卓也. 第31回有機結晶シンポジウム (銀杏会館(大阪大学・吹田キャンパス)) (2023)
- Poster機械学習を活用したペロブスカイト薄膜の安定性評価. 深澤亮, 朝日透, 谷口卓也. 令和5年度日本結晶学会年会 (宇部市文化会館・山口大学常盤キャンパス) (2023)
- PosterPrediction of perovskite solar cells’ efficiency by process informatics. Ryo Fukasawa, Toru Asahi, Takuya Taniguchi. IUCr 2023 (オーストラリア・メルボルン) (2023)
- Oralプロセスインフォマティクスによるペロブスカイト太陽電池の性能予測. 深澤 亮, 谷口 卓也, 朝日 透. 日本化学会第103回春季年会(東京理科大学野田キャンパス) (2023)
- Posterプロセスインフォマティクスによるペロブスカイト太陽電池の性能予測. 深澤 亮, 朝日 透, 谷口 卓也. 令和4年(2022年)度 日本結晶学会年会 (関西学院大学西宮上ケ原キャンパス) (2022)
- Posterペロブスカイト太陽電池の性能予測におけるプロセスインフォマティクスの活用. 深澤 亮, 朝日 透, 谷口 卓也. 第12回CSJ化学フェスタ (タワーホール船堀) (2022)
Grants
[1] FY2025–FY2027 JSPS Research Fellowship for Young Scientists (DC1) Grant-in-Aid
Study Abroad
[1]April 20, 2026-June 26, 2026 Prof. Egbert Figgemeier's group, RWTH Aachen University, Germany
Other
- 〈Selected Grants and Projects〉
- [1] The project “Development of software for crystal structure prediction of perovskites using quantum annealing” was selected for the FY2025 MITOU Target Program (Software Development Utilizing Quantum Computing Technologies).
- 〈Certifications〉
- ・Certified Weather Forecaster (2014)
- ・Administrative Scrivener Examination Passed (2021)
- ・Class A Hazardous Materials Handler License (2022)
- ・JDLA Deep Learning for GENERAL (2023)
- ・Disaster Prevention Specialist (2023)
- ・Third-Class Chief Electrical Engineer License (2025)
- 〈Major Awards (Non-Academic Societies)〉
- ・Naomichi Shiono Memorial 3rd “Independent Study in Mathematics” Competition, Grand Prize (Naomichi Shiono Award) (2015)
- ・Koenji Weather Festival (Ai) 2023, 1st Weather Quiz Competition (Certified Weather Forecasters Division), Winner (2023)
- ・Koenji Weather Festival (Rai) 2024, 2nd Weather Quiz Competition (Certified Weather Forecasters Division), Winner (2024)
- ・Prolabo Holdings 4th Student Business Idea Contest, Runner-up Prize (2025)
- 〈Additional Information〉
- April 2023 – March 2025 Representative, Student Association of Certified Weather Forecasters, a voluntary group under the Japan Weather Forecasters Association
- April 2025 – March 2027 Personal Information Protection Officer, Student Association of Certified Weather Forecasters, a voluntary group under the Japan Weather Forecasters Association