K-means clustering-enhanced 3D GIS–BIM integration for urban rail transit planning: evaluating design performance, cost efficiency, and stakeholder adoption
发布时间:2026-03-21点击次数:
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DOI码:10.1080/10106049.2025.2562000
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发表刊物:Geocarto International
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关键字:3D GIS–BIM integration;Urban rail transit planning;K-means clustering;Design optimization and cost efficiency;Stakeholder adoption barriers
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摘要:Rapid urbanization has intensified traffic congestion and strained transit infrastructure. This study presents an integrated system combining three-dimensional Geographic Information Systems (3D GIS), Building Information Modelling (BIM), and K-means clustering to enhance urban rail transit planning. The model enables data-driven route optimization and spatial analysis, achieving over 95% accuracy in clustering and reducing design time and cost by up to 80% and 60%, respectively. A case study validates the system’s technical robustness and planning efficiency. However, stakeholder feedback highlights an adoption gap: while 86% expressed satisfaction with the system’s outputs, only 24% indicated readiness to adopt it in practice. This underscores persistent sociotechnical barriers such as digital familiarity, institutional inertia, and trust in automation. The findings affirm the system’s potential for scalable, cost-effective transit design, while emphasizing the need for user-centred strategies to support implementation
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是否译文:否
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发表时间:2025-12-31
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收录刊物:SCI
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李远哲
职务:Professor
主要任职:
个人信息
- 博士生导师
硕士生导师 - 教师英文名称:Yuanzhe
- 教师拼音名称:liyuanzhe
- 电子邮箱:
- 所在单位:碳中和研究院
- 职务:Professor
- 学历:博士研究生毕业
- 办公地点:中国矿业大学(文昌校区) 教三楼 碳中和研究院
- 性别:男
- 联系方式:yuanzhe.li@cumt.edu.cn
- 学位:哲学博士学位
- 毕业院校:Nanyang Technological University
学术荣誉:
- 2025当选:江苏特聘教授
曾获荣誉:
- 2023-12-27新加坡国家级范畴三(CSE3)半导体行业专家 & 碳税 主任审核员
- 2023-12-27新加坡经管局资源效率补助(REG(E))减碳项目 主任验证审核员
- 2025-11-11净零路径 (NetZero Pathway) 主任验证审核员
- 2025-02-28Verra 碳排放信用 VCS 主任审核员
- 2024-12-02碳中和 ISO14068认证 主任审核员
- 2024-11-27可持续性保证(ACSAP)认证资格 (AA1000注册)
- 2025-09-01ISO14067 产品碳认证 外部主任审核员
- 2024-03-04ISO14064 温室气体排放与碳核查 外部主任审核员(ANAB注册验证)
- 2025-10-01ISO50001 能源管理体系外部主任审员
- 2024-05-13ISO45001 职业健康安全管理体系外部主任审员 (CQI & IRCA注册)
- 2024-04-01ISO14001 环境管理体系 外部主任审核员 (CQI & IRCA注册)
- 2017-09-18新加坡人力部注册安全官(WSHO)
- 2025-09-01江苏特聘教授
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