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Review

UAVs in Urban Blue–Green Infrastructure Management: A Comprehensive Review of Sensors, Methods, and Applications

1
Department of Environmental Management and Protection, Faculty of Geo-Data Science, Geodesy and Environmental Engineering, AGH University of Krakow, 30-059 Krakow, Poland
2
Department of Integrated Geodesy and Cartography, Faculty of Geo-Data Science, Geodesy and Environmental Engineering, AGH University of Krakow, 30-059 Krakow, Poland
3
Department of Photogrammetry, Remote Sensing of Environment and Spatial Engineering, Faculty of Geo-Data Science, Geodesy and Environmental Engineering, AGH University of Krakow, 30-059 Krakow, Poland
*
Authors to whom correspondence should be addressed.
Sustainability 2026, 18(6), 3064; https://doi.org/10.3390/su18063064
Submission received: 12 January 2026 / Revised: 18 March 2026 / Accepted: 18 March 2026 / Published: 20 March 2026

Abstract

Urban blue–green infrastructure (BGI), comprising vegetation and aquatic elements, is fundamental to city resilience and climate adaptation. Effective BGI management necessitates high-resolution, spatially accurate data for which Unmanned Aerial Vehicles (UAVs) have emerged as versatile monitoring tools. This study provides a critical synthesis and analytical evaluation of UAV-based technologies for BGI management from 2018 to 2025. Following a PRISMA-guided methodology, the review evaluates dominant research themes, sensor technologies (RGB, multispectral, thermal, LiDAR, and water and air quality sensors), and analytical methods. Departing from traditional descriptive reviews, this study appraises the operational maturity of these technologies using an adapted Technology Readiness Level (TRL) framework. The analysis identifies a significant “maturity gap” between standardized structural mapping (TRL 9) and experimental functional assessments of environmental conditions (TRL 4–6). Notably, the article includes a detailed analysis of specific UAV platforms and sensors, providing specifications of technological capabilities. By identifying critical technical, regulatory, and economic bottlenecks, this review provides a robust, evidence-based foundation for the deployment of drones in enhancing urban resilience and sustainable environmental governance.
Keywords: drones; BGI; unmanned aerial vehicles; urban resilience; nature-based solutions (NBS); water quality monitoring; vegetation health assessment; sustainable cities; Technology Readiness Level (TRL) drones; BGI; unmanned aerial vehicles; urban resilience; nature-based solutions (NBS); water quality monitoring; vegetation health assessment; sustainable cities; Technology Readiness Level (TRL)

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MDPI and ACS Style

Jakubiak, M.; Maciuk, K.; Bidira, F.; Bieda, A. UAVs in Urban Blue–Green Infrastructure Management: A Comprehensive Review of Sensors, Methods, and Applications. Sustainability 2026, 18, 3064. https://doi.org/10.3390/su18063064

AMA Style

Jakubiak M, Maciuk K, Bidira F, Bieda A. UAVs in Urban Blue–Green Infrastructure Management: A Comprehensive Review of Sensors, Methods, and Applications. Sustainability. 2026; 18(6):3064. https://doi.org/10.3390/su18063064

Chicago/Turabian Style

Jakubiak, Mateusz, Kamil Maciuk, Firomsa Bidira, and Agnieszka Bieda. 2026. "UAVs in Urban Blue–Green Infrastructure Management: A Comprehensive Review of Sensors, Methods, and Applications" Sustainability 18, no. 6: 3064. https://doi.org/10.3390/su18063064

APA Style

Jakubiak, M., Maciuk, K., Bidira, F., & Bieda, A. (2026). UAVs in Urban Blue–Green Infrastructure Management: A Comprehensive Review of Sensors, Methods, and Applications. Sustainability, 18(6), 3064. https://doi.org/10.3390/su18063064

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