RT Journal Article T1 Opportunities and challenges for monitoring terrestrial biodiversity in the robotics age A1 Pringle, Stephen A1 Dallimer, Martin A1 Goddard, Mark A. A1 Le Goff, Léni K. A1 Hart, Emma A1 Langdale, Simon J. A1 Fisher, Jessica C. A1 Abad, Sara-Adela A1 Ancrenaz, Marc A1 Angeoletto, Fabio A1 Auat Cheein, Fernando A1 Austen, Gail E. A1 Bailey, Joseph J. A1 Baldock, Katherine C. R. A1 Banin, Lindsay F. A1 Banks-Leite, Cristina A1 Barau, Aliyu S. A1 Bashyal, Reshu A1 Bates, Adam J. A1 Bicknell, Jake E. A1 Bielby, Jon A1 Bosilj, Petra A1 Bush, Emma R. A1 Butler, Simon J. A1 Carpenter, Dan A1 Clements, Christopher F. A1 Cully, Antoine A1 Davies, Kendi F. A1 Deere, Nicolas J. A1 Dodd, Michael A1 Drinkwater, Rosie A1 Driscoll, Don A. A1 Dutilleux, Guillaume A1 Dyrmann, Mads A1 Edwards, David P. A1 Farhadinia, Mohammad S. A1 Faruk, Aisyah A1 Field, Richard A1 Fletcher, Robert J. A1 Foster, Chris W. A1 Fox, Richard A1 Francksen, Richard M. A1 Franco, Aldina M. A. A1 Gainsbury, Alison M. A1 Gardner, Charlie J. A1 Giorgi, Ioanna A1 Griffiths, Richard A. A1 Hamaza, Salua A1 Hanheide, Marc A1 Hayward, Matt W. A1 Hedblom, Marcus A1 Helgason, Thorunn A1 Heon, Sui P. A1 Hughes, Kevin A. A1 Hunt, Edmund R. A1 Ingram, Daniel J. A1 Jackson Mills, George A1 Jowett, Kelly A1 Keitt, Timothy H. A1 Kloepper, Laura N. A1 Kramer Schadt, Stephanie A1 Labisko, Jim A1 Labrosse, Frédéric A1 Lawson, Jenna A1 Lecomte, Nicolas A1 de Lima, Ricardo F. A1 Littlewood, Nick A. A1 Marshall, Harry H. A1 Masala, Giovanni L. A1 Maskell, Lindsay C. A1 Matechou, Eleni A1 Mazzolai, Barbara A1 McConnell, Alistair A1 Melbourne, Brett A. A1 Miriyev, Aslan A1 Nana, Eric Djomo A1 Ossola, Alessandro A1 Papworth, Sarah A1 Parr, Catherine L. A1 Payo Payo, Ana A1 Perry, Gad A1 Pettorelli, Nathalie A1 Pillay, Rajeev A1 Potts, Simon G. A1 Prendergast Miller, Miranda T. A1 Qie, Lan A1 Rolley Parnell, Persie A1 Rossiter, Stephen J. A1 Rowcliffe, Marcus A1 Rumble, Heather A1 Sadler, Jon P. A1 Sandom, Christopher J. A1 Sanyal, Asiem A1 Schrodt, Franziska A1 Sethi, Sarab S. A1 Shabrani, Adi A1 Siddall, Robert A1 Smith, Simón C. A1 Snep, Robbert P. H. A1 Soulsbury, Carl D. A1 Stanley, Margaret C. A1 Stephens, Philip A. A1 Stephenson, P. J. A1 Struebig, Matthew J. A1 Studley, Matthew A1 Svátek, Martin A1 Tang, Gilbert A1 Taylor, Nicholas K. A1 Umbers, Kate D. L. A1 Ward, Robert J. A1 White, Patrick J. C. A1 Whittingham, Mark J. A1 Wich, Serge A1 Williams, Christopher D. A1 Yakubu, Ibrahim B. A1 Yoh, Natalie A1 Zaidi, Syed A. R. A1 Zmarz, Anna A1 Zwerts, Joeri A. A1 Davies, Zoe G. AB With biodiversity loss escalating globally, a step change is needed in our capacity to accurately monitor species populations across ecosystems. Robotic and autonomous systems (RAS) offer technological solutions that may substantially advance terrestrial biodiversity monitoring, but this potential is yet to be considered systematically. We used a modified Delphi technique to synthesize knowledge from 98 biodiversity experts and 31 RAS experts, who identified the major methodological barriers that currently hinder monitoring, and explored the opportunities and challenges that RAS offer in overcoming these barriers. Biodiversity experts identified four barrier categories: site access, species and individual identification, data handling and storage, and power and network availability. Robotics experts highlighted technologies that could overcome these barriers and identified the developments needed to facilitate RAS-based autonomous biodiversity monitoring. Some existing RAS could be optimized relatively easily to survey species but would require development to be suitable for monitoring of more ‘difficult’ taxa and robust enough to work under uncontrolled conditions within ecosystems. Other nascent technologies (for instance, new sensors and biodegradable robots) need accelerated research. Overall, it was felt that RAS could lead to major progress in monitoring of terrestrial biodiversity by supplementing rather than supplanting existing methods. Transdisciplinarity needs to be fostered between biodiversity and RAS experts so that future ideas and technologies can be codeveloped effectively. PB Springer SN 2397-334X YR 2025 FD 2025-05 LK https://hdl.handle.net/20.500.14352/123151 UL https://hdl.handle.net/20.500.14352/123151 LA eng NO Pringle, S., Dallimer, M., Goddard, M.A. et al. Opportunities and challenges for monitoring terrestrial biodiversity in the robotics age. Nat Ecol Evol 9, 1031–1042 (2025). https://doi.org/10.1038/s41559-025-02704-9 NO This work was funded by the EPSRC UK-RAS Network. D.J.I. is funded by a UK Research and Innovation Future Leaders Fellowship (grant ref: MR/W006316/1), and Z.G.D. and J.C.F. were supported by Research England’s ‘Expanding Excellence in England’ fund. NO EPSRC UK-RAS Network NO UK Research and Innovation DS Docta Complutense RD 11 ago 2025