論文

• Lu Huang, Takuya Oki. Enhancing people’s walking preferences in street design through generative artificial intelligence and crowdsourcing surveys: The case of Tokyo, Environment and Planning B: Urban Analytics and City Science, Sage Journals, Mar. 2025.
• Lu Huang, Takuya Oki, Sachio Muto, Yoshiki Ogawa. Unveiling the Non-Linear Influence of Eye-Level Streetscape Factors on Walking Preference: Evidence from Tokyo, ISPRS International Journal of Geo-Information, Vol. 13, No. 4, pp. 1 - 27, Apr. 2024.

国際会議発表 (査読有り)

• Lu Huang, Takuya Oki, Sachio Muto, Hongjik Kim, Yoshiki Ogawa, Yoshihide Sekimoto. Automatic Evaluation of Street-Level Walkability Based on Computer Vision Techniques and Urban Big Data: A Case Study of Kowloon West, Hong Kong, The 18th International Conference on Computational Urban Planning and Urban Management (CUPUM), Intelligence for Future Cities Planning Through Big Data and Urban Analytics, Springer, Cham., pp. 231–259, June 2023.

国際会議発表 (査読なし・不明)

• LU HUANG, TAKUYA OKI, SACHIO MUTO, YOSHIKI OGAWA. Capturing Walking-related Perceptions and Willingness within Tokyo's Station Areas: Leveraging Crowd-sourced Methods and AI Approach, International Association of Geo-informatics (IAG'i) 2023, Papers and Proceedings of the Geographic Information Systems Association, Vol. 32, Oct. 2023.

国内会議発表 (査読なし・不明)

• Takuya OKI, Lu HUANG. Evidence-Based Walkability Design at Eye-Level using AI and Big Data, CREI International Forum, Mar. 2024.

学位論文

• Toward an Evidence-Based Walkable Street Design: A Systematic and Automatic Approach for Street-Level Walkability Reflecting People's Perceptions and Preferences,  Thesis,  Doctor (Academic),  Tokyo Institute of Technology,  2024/09/20,   
• Toward an Evidence-Based Walkable Street Design: A Systematic and Automatic Approach for Street-Level Walkability Reflecting People's Perceptions and Preferences,  Summary,  Doctor (Academic),  Tokyo Institute of Technology,  2024/09/20,   
• Toward an Evidence-Based Walkable Street Design: A Systematic and Automatic Approach for Street-Level Walkability Reflecting People's Perceptions and Preferences,  Exam Summary,  Doctor (Academic),  Tokyo Institute of Technology,  2024/09/20,   

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