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A DEA-based efficiency evaluation method for metro-led urban underground public space
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Zi-Yun Zhang, Fang-Le Peng*, Chen-Xiao Ma, Yong-Kang Qiao
Underground Space | 2026, 27 : 58 - 71
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Underground Space | 2026, 27: 58-71
Research Paper
A DEA-based efficiency evaluation method for metro-led urban underground public space
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Zi-Yun Zhang, Fang-Le Peng*, Chen-Xiao Ma, Yong-Kang Qiao
Affiliations
  • Research Center for Underground Space & Department of Geotechnical Engineering, Tongji University, Shanghai 200092, China
Published: 2026-04-10 doi: 10.1016/j.undsp.2025.02.013
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Despite the thriving development of metro-led urban underground public space (UUPS) and its significant benefits and costs, there remains a critical research gap in understanding and evaluating its efficiency. This paper intends to improve the post-evaluation system of metro-led UUPS by proposing an efficiency evaluation framework based on data envelopment analysis. The public and the private sectors are taken as different coexisting decision-makers, and a pair of linear programming is built accordingly (with different assignments of discretionary and non-discretionary inputs) for each decision-making unit. The directional vector is calculated based on CRITIC weights to model the searching process of referential cases in terms of urban renewal. The empirical study of twenty metro-led UUPSs in central Shanghai reveals that (1) the proposed evaluation framework is feasible and discriminative, (2) the efficient form of metro-led UUPS in Shanghai is mainly limited to a compact pattern with a low proportion of pure public space, (3) the essential solution to promote efficiencies is closer cooperation between different parties, and (4) efficiency evaluation is crucial to avoiding the "the-more-the-better" type of development. The findings of this study are expected to shed light on the future planning and operation of metro-led UUPS.

Data envelopment analysis  /  Directional distance function  /  Efficiency  /  Metro-led  /  Underground public space
Zi-Yun Zhang, Fang-Le Peng, Chen-Xiao Ma, Yong-Kang Qiao. A DEA-based efficiency evaluation method for metro-led urban underground public space[J]. Underground Space, 2026 , 27 : 58 -71 . DOI: 10.1016/j.undsp.2025.02.013
  • National Natural Science Foundation of China(42071251; 42201284)
Year 2026 volume 27 Issue 0
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Article Info
doi: 10.1016/j.undsp.2025.02.013
  • Receive Date:2024-11-28
  • Online Date:2026-06-17
  • Published:2026-04-10
Article Data
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History
  • Received:2024-11-28
  • Revised:2025-02-14
  • Accepted:2025-02-17
Funding
National Natural Science Foundation of China(42071251; 42201284)
Affiliations
    Research Center for Underground Space & Department of Geotechnical Engineering, Tongji University, Shanghai 200092, China

Corresponding:

* Corresponding author. E-mail address: (F.-L. Peng).
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Number of
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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