EventsDrones 2026: Mapping the Knowledge
Published
This submission belongs to the session S5. Drones in Rangelands, Agriculture, and Forestry of the event Drones 2026: Mapping the Knowledge
Published date
12 Nov, 2026
Contribution&Funding
Funding: The author wants to sincerely thank the Spanish National Parks Organism (OAPN) and CSIC for the funding of the monitoring program as well as to Consejería de Medio Ambiente of Junta de Andalucía. The Ministry of Science, Innovation and Universities also contributes to the long-term support of ICTS Doñana. I am also grateful to Doñana protected area management administration for its permanent assistance on field work and data sharing. eLTER Plus and PPP EU Horizon 2020 research projects funded some of the research
Citation
Ricardo Díaz-Delgado, UAV in long-term ecological monitoring: contributing to baselines for ecosystem assessment and management, in Proceedings of Drones 2026: Mapping the Knowledge, Barcelona, 11 November–13 November 2026, MDPI: Basel, Switzerland
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UAV in long-term ecological monitoring: contributing to baselines for ecosystem assessment and management

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1. Earth Observation, Spanish Space Agency, Sevilla, 41015, Spain
Abstract
Long-term ecological monitoring enable to build baselines for ecosystem dynamics and assess pressures from recurrent droughts, warming, and disturbance regimes. Over the past decade, Unmanned Aerial Systems (UAS) have transitioned from opportunistic observation tools into essential proximal remote sensing platforms, bridging the critical spatial and temporal gap between in situ field measurements and satellite Earth observation. This presentation reviews methodological advances and operational lessons learned from more than a decade of drone-based ecological monitoring in protected areas.
Leveraging ultra-high-resolution multispectral. LiDaR and thermal sensors, we demonstrate feasible workflows for the monitoring of terrestrial and aquatic vegetation status, including phenology, disturbance effects and trends. Replicated and ad-hoc flight missions allow monitoring restoration actions, recovery after disturbance or identifying invasive species and algal blooms to inform practitioners and decision-making.
By coupling UAV imagery with in situ data we are able to monitor mast seeding (i.e. acorn production), crown defoliation, and early-stage dieback symptoms less detectable by standard satellite pixels. Furthermore, multi-rotor and fixed-wing UAS payloads facilitate proximal mapping of topsoil moisture dynamics and canopy water stress at sub-decimetre scales, providing crucial insights into plant-soil-water interactions in semi-arid rangelands and post-fire regenerating shrublands.
Additionally, UAS datasets serve as robust, spatially explicit ground-truth benchmarks for calibration, validation and upscaling to medium- and high-resolution satellite constellations. Harmonizing drone flight protocols, radiometric calibration routines, and data repositories is imperative to translate drone imagery into standardized Essential Ecosystem Variables and actionable management indicators. Drones are not only suitable for mapping, we can also use them to collect samples in a systematic way, or to autonomously fly below tree canopies.
In summary, this keynote addresses the most frequent drone applications for long-term ecological monitoring of natural areas that can be used to measure and upscale in situ measurements to satellite images and highlights applications providing baseline for the management of forest health, drought resilience, and sustainable protected areas stewardship under global change.
 
Keywords
UAV
Long-term ecological monitoring
baseline
upscaling
ecosystem management
UAV Technologies: Challenges, Innovations, and Future Perspectives
Software Development for Uncrewed Aerial Systems: From Drones to High-Altitude Platforms