In recent years, drone technologies have been explored for a range of applications in conservation including (but not limited to) mapping, biodiversity inventories, antipoaching patrols, wildlife tracking, and fire monitoring. The rise of customizable, open-source drones like those of ArduPilot and OpenROV hold promise for more effective conservation applications, and combined with other monitoring sensors and devices, they are capable of collecting high-resolution data quickly, noninvasively, and at relatively low cost.
However, challenges remain in putting these tools to use. A recent paper reviewing 256 conservation drone projects highlighted some of these major obstacles, ranging from unintended social and ecological consequences of drone operations to still prohibitive costs, both in terms of hardware and in terms of storing and processing large volumes of data. The longstanding challenge of power/battery life remains as well.
If you're considering trying out drones for yourself, and want to explore the possibilities and understand the major conversations happening around this technology, check out these beginner's resources and conversations from across the WILDLABS platform:
Three Resources for Beginners:
- Conservation Technology User Guidelines Issue 5: Drones, World Wildlife Fund | Drones, best practices, ethics, regulations, case studies
- WILDLABS Virtual Meetup Recording: Drones, Craig Elder, Dr. Claire Burke, and Gabriel Levin | Drones, thermal camera, wildlife crime, ML, biologging
- New Paper: Drones and Bornean Orangutan Distribution, Sol Milne | Drones, data analysis, citizen science, community science, primates
Three Forum Threads for Beginners:
- Curious about radio-tracking with drones? | Wildlife Drones, Biologging (5 replies)
- Drones for GIS Best practice Document | Adrian Hughes, Drones (10 replies)
- WWF Conservation Technology Series: Drones in Conservation | Aurélie Shapiro, Drones (7 replies)
Three Tutorials for Beginners:
- How do I use a drone to capture radio-tracking data? | Debbie Saunders, Tech Tutors
- How do I choose the right drone for my conservation goals? | Shashank Srinivasan, Tech Tutors
- How do I strategically allocate drones for conservation? | Elizabeth Bondi, Tech Tutors
Want to know more about using drones, and learn from experts in the WILDLABS community? Make sure you join the conversation in our Drones group!
*Header photo: Parker Levinson, Point Blue Conservation Science
- @Kwabs22
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I'm a dynamic environmental conservationist driving change through research and innovation. I merge farming experience with agroforestry skills and drone technology, fueled by a passion for sustainable agriculture, championing a greener future for a sustainable food system.
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Conservation X Labs
Inventor/Engineer at Parula Innovations, Hardware Engineer for Sentinel at Conservation X Labs, (Recovering) Field Biologist
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Research software engineer working in computer vision for animal behaviour
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Soil science, droughts effect of poverty, human rights advocate, wage equality in Europe, Drones in Digital Education



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- @annavallery
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Seabird biologist experienced in research and applied conservation. Dedicated to conducting and using innovative research to inform conservation decisions.

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I help conservation scientists spend less time on boring stuff.



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- @mlamb2
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PhD Student working on a computer vision model to detect colonial waterbirds along the Texas coast in aerial imagery
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The World Can Be Better
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- @Gcharron
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Cofounder of Outreach Robotics, I have a master in mechanical engineering and I thrive on developing new technology for field scientists using remote controlled robots.


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- @ppebs
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Primatologist who studies human-primate coexistence and self-medicative behavior in non-human primates
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Liverpool John Moores University
Sensors, remote sensing, embedded systems, Drones
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- @GrecoBobby
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PhD Student Clemson University. Investigating applied management techniques in crocodilians
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Conservation International is proud to announce the launch of the Nature Tech for Biodiversity Sector Map, developed in partnership with the Nature Tech Collective!
1 April 2025
Link
An open database for accessing, contributing, analyzing, and visualizing remote sensing-based tree mortality data. Beta version
9 March 2025
Osa Conservation is launching our inaugural cohort of the ‘Susan Wojcicki Research Fellowship’ for 2025, worth up to $15,000 per awardee (award value dependent on project length and number of awards given each year)....
10 February 2025
Careers
Strategic Protection Of Threatened Species (NGO) is looking for engineering interns at the Dinokeng Game Reserve, South Africa
6 February 2025
Over the years, a large number of developments have gone up in the area that I live in and the municipality is not doing what they should when it comes to upholding the laws that have been put in place to protect the...
20 January 2025
A PhD opportunity for anyone interested in coastal drone surveys, seaweeds, climate change and the chance to do a whole bunch of different computer modelling including AI-driven species distribution modelling to assess...
30 December 2024
Interesting webinar on the use of advanced technologies(e.g. Artificial Intelligence, cloud computing, drones, camera traps and satellites) for biodiversity monitoring in the Amazon. Also available in Spanish.
25 November 2024
Careers
We are hiring a computer vision developer at the University of Florida!
20 November 2024
Great use of drones from Fauna&Flora's team
7 November 2024
deadtrees.earth is an open-access platform hosting more than a thousand centimeter-resolution orthophotos, more than 300,000 ha. Combined with Earth observation data and machine learning it will enable to uncover tree...
2 November 2024
Seeking expressions of interest from PhD candidates to join the MAVE Lab at the University of Wollongong, NSW, Australia
26 August 2024
September 2024
event
August 2024
33 Products
Recently updated products
Description | Activity | Replies | Groups | Updated |
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Hi all! I recently did a little case study using RGB drone data and machine learning to quantify plant health in strawberries. I wanted to... |
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Citizen Science, Conservation Tech Training and Education, Drones, Geospatial | 1 week 1 day ago | |
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Latin America Community, Acoustics, AI for Conservation, Camera Traps, Drones, Early Career | 2 weeks 6 days ago | ||
Hi Adam! Sounds like you have your work cut out for you. I have not used radar systems or AI systems for this sort of detection, but there are methods using change detection... |
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AI for Conservation, Drones, Wildlife Crime | 1 month ago | |
True, the US ecosystem is a challenging space right now, for basically all sectors. We should not let the US chaos prevent us from engaging with opportunities in other... |
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AI for Conservation, Camera Traps, Connectivity, Drones, Emerging Tech, Ethics of Conservation Tech, Marine Conservation, Sensors | 1 month 1 week ago | |
15 years ago I had to rebuild the dams on a game reserve I was managing due to flood damage and neglect. How I wished there was an easier,... |
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Drones, Conservation Tech Training and Education, Data management and processing tools, Emerging Tech, Geospatial, Open Source Solutions | 1 month 1 week ago | |
My organization has been using our Autel EVO Ⅱ Dual 640T drone, equipped with a FLIR Long Wave Infrared (LWIR) sensor to map temperature... |
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Drones | 1 month 1 week ago | |
Hi @skirchgeorg , thanks for the additional info. We discuss again about this with my colleague and we were still hesitating with the drone, as it will still make some noise that... |
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Drones, eDNA & Genomics | 1 month 3 weeks ago | |
Good morning JocelynThank you very much for your comment, this is proving to be very useful advice and thank you so much for setting me on the right path!! This is very exciting!!... |
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Animal Movement, Citizen Science, Human-Wildlife Conflict, Marine Conservation, Drones, Community Base, Geospatial | 1 month 4 weeks ago | |
Hi Nikita, If you haven't already, I'd recommend reaching out to the folks at the Cornell Ornithology lab. They're really glued into all things bird. In particular, I... |
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Animal Movement, Drones, Emerging Tech, Human-Wildlife Conflict | 2 months ago | |
How much does it cost to incorporate machine learning into your conservation drone geospatial analysis? How does it speed up your workflow... |
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Conservation Tech Training and Education, Drones, Geospatial, Open Source Solutions, Sensors, Software Development | 2 months 3 weeks ago | |
We just wanted to share this news outside the core robotics community - hoping to connect more with conservationists, researchers,... |
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AI for Conservation, Drones | 3 months 1 week ago | |
@cmwainaina check this out |
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Drones, Conservation Tech Training and Education, Geospatial | 4 months ago |
How do I strategically allocate drones for conservation?

8 February 2021 12:00am
WWF Conservation Technology Series: Drones in Conservation
19 November 2020 9:11am
4 December 2020 12:15pm
This looks like a great resource, thanks!
29 January 2021 7:17pm
Hello Aurelie,
Thank you for sharing this info. I just downloaded the brochure and I am sure I will find it very useful. I have senseFly's eBee Classic, with RGB, multispectral and thermal cameras, and look for cases of using those in nature/biodiversity monitoring/management. I guess the brochure will include some cases. Thanks for sharing.
kind regards, Giorgi (from Georgia)
Tech Tutors: How do I choose the right drone for my conservation goals?
14 January 2021 1:05pm
Press Release: BAS Giant Iceberg Mission
13 January 2021 12:00am
Horizon 2020 UFO project Matchmaking event
8 January 2021 10:58am
Existing guidelines for reducing disturbance to wildlife when using drones-
6 March 2020 3:01pm
18 December 2020 6:34pm
Hi Isla,
That's something that the drone world really needs to take on because there can be a world of difference in drone size, prop types and motor types to reduce impact on the wildlife we're studying.
I've had one real world experience where a Marmot about the size of a large cat was scared of a small drone (DJI Mavic Pro)
But a drone about half the size that could do the exact same work was able to fly 15 feet from the Marmot and not disturb it. If you're only needing an observation drone to take photos and videos I highly recommend the DJI Mavic Mini. I'm not a rep for them but fly their products a lot.
If you have any questions I'm happy to help.

Event: Wildlife Drones at ESA20

30 November 2020 12:00am
Making the Most of Tech Tutors Season 2!

30 November 2020 12:00am
WILDLABS Tech Tutors: Season Two

24 November 2020 12:00am
Conservation Technology User Guidelines Issue 5: Drones
18 November 2020 12:00am
Towards a more ethical Indian drone industry
15 October 2020 10:26am
23 October 2020 1:11pm
Hello Shashank, I found your post very interesting - congratulations on looking at the ethical side of this technology! One of the reasons that our organisation, WildTrack, focuses on non-invasive wildlife monitoring technology is to avoid the ethical problems associated with disturbing animal behaviour, physiology and ecology. We're also using drones, both fixed wing and multicopter for monitoring and developing AI recognition algorithms, and trying to work out the optimal protocols for collecting data without any disturbance. I'd be interested to talk more with you about what you see as the major ethical challenges.
Report: Helping Ensure Ethical Indian Drone Operations
19 October 2020 12:00am
#Tech4Wildlife News: Airdropping Sensors from Moths
13 October 2020 12:00am
[ARCHIVED] Drones and the law webinar
5 October 2020 11:51am
8 October 2020 6:30pm
Very cool, thanks for sharing, Adrian! We'll put this up on Twitter as well.
Webinar: Drones for Change

7 October 2020 12:00am
Webinar: Advances in Fisheries Electronic Monitoring

21 September 2020 12:00am
Tech Tutors: How do I use a drone to capture radio-tracking data?
5 August 2020 8:22pm
6 August 2020 7:26pm
Hi Wildlabbers,
What a great episode and Q&A!! We had SO many questions for Debbie that we couldn't get to all of them during the stream. If you have follow-up questions about tracking wildlife with drones, be sure to ask them here and we'll pass them along to Debbie. You can also see all of the questions from the session here in our collaborative document, which also has resources and a log of the chat!
We'll be posting the full tutorial and Q&A video here tomorrow, so if you missed the episode, you'll be able to catch up soon.
Thanks to everyone who came to this episode, and we hope to see you again next week!
-Ellie
17 September 2020 12:27am
Hi all,
Firstly, I'd just like to say a big thank you to everyone who attended my Tech Tutors presentation last month. And secondly, thank you for your patience in allowing me to respond to your questions. If you have any further questions, please feel free to post them on the forum here or email me (debbie@wildlifedrones.net). I would love to hear from you!
Cheers,
Debbie
Tech Tutors Q&A:
Carlos: I have one single question today: is Debbie or someone using fully autonomous drones in their projects? No human control ever? Here, they are banned, even in non-populated areas.
Debbie: Our first research prototypes were autonomous (Cliff et al. 2015; 2018), however it had to be able to be controlled manually if needed to comply with flight regulations.
However, the autonomous nature of that prototype meant that it wasn’t able to be readily adapted for use on a diversity of drone platforms as more advanced systems became available, and also recognised that wildlife researcher’s primary need was for a tracking system in the air rather than a robotic tracking system. However, one day we hope to again be able to integrate our system into large-scale fully autonomous monitoring programs. With our current system, once you are provided with bearings to all tags within range you can begin to make decisions about where the next best place to go is to get the most effective intersecting bearing lines.
Cliff, O. Saunders, D. and Fitch, R. (2018) Robotic Ecology: Tracking Small Dynamic Animals with an Autonomous Aerial Vehicle. Science Robotics Vol. 3, Issue 23, eaat8409.
Cliff, O., Fitch, R., Sukkarieh, S., Saunders, D.L. and Heinsohn, R. (2015). Online localisation of radio-tagged wildlife with an autonomous aerial robot system. Proceedings of Robotics: Science and Systems 2015, Rome, Italy, July.
Sol Milne: Amazing work! Has this worked for small, below skin tracking tags?
Debbie: Our system can track any very-high frequency (VHF) radio-tag from any tag manufacturer globally. This includes VHF-tags that are designed to be inserted under the animal’s skin. We have tested Giant Armadillo implant tags previously and have even been able to detect them from when they were 3 metres underground in a burrow (although they are actually pretty big tags!). The effect of having an implanted tag is the same for both drone and manual tracking – with no whip antenna the detection distance is shorter but it can typically still be detected.
Julian Dale: Can you provide a cost for your system? We are developing a system for a longer endurance fixed wing aircraft VTOL (2-4hr endurance) to cover large areas and with full autonomy. I would be interested to chat more about a collaboration if you are interested?
Debbie: Absolutely interested Julian! We definitely have both a fixed wing VTOL and full autonomy on our roadmap – it’s just a matter of getting to it. Please do get in touch (info@wildlifedrones.net) to discuss further and we can also give you some specific pricing for your project needs.
Julian Dale: Would it be possible to combine two antenna and SDR's to cover a wider swath on a fixed wing?
Debbie: This certainly may be possible, but it would need to be thoroughly tested with both the pros & cons considered, such as extra complexity in the code, extra hardware housing and integration etc.
Paul: Q about RF (RT?)- have you looked into using Bluetooth Low Energy or LoRa instead of VHF? Bluetooth or Lora Gateway on the drone would look for signals, vast amount lighter - but not sure about range, hence my question, thank you all the same.
Debbie: When developing our system we decided that rather than trying to invent a new type of miniature tag which has it’s own inherent challenges, we wanted to develop a better way to detect and track VHF tags that are already used all around the world. Having said this, we have explored various alternatives in terms of communications and data transfer such as LoRa but found our setup to perform more reliably and to have much greater communication ranges (tested for real time data feeds out to 2.5km currently).
Arky: Wonder if this system could be adapted for fixed wing drones / Vertical take-off and land (VTOL) systems that could be useful in some use-cases.
Debbie: Yes, it can be. We are currently in the process of exploring the best way for our system to be adapted onto a fixed-wing drone platform and it is a key part of our development roadmap. We can see many advantages and applications for using fixed-wing drones – especially as they are typically able to search much larger areas!
Rob: Hi Debbie, this system is amazing! I am so with Steph (what I could've done with this 10 or 15 years ago)! I was wondering, can your system work with SensorGnome-style coded VHF tags?
Debbie: The key issue with tracking coded tags using our system is that they are all on the same frequency. Our system works by finding the maximum signal for each unique frequency so having lots of tags in all different directions but with the same frequency wouldn’t work. Having said this, I have wondered whether we would be able to ramp up the interrogation of coded tag signals, detect them all and decode them on the fly so that they can be located. But I’m sure my tech team would roll their eyes at me over that one since I am sure it would quite challenging to do. But if you have any good ideas on how this may be achieved we’d be happy to give it a shot!
Sophie: Provided an Argos goniometer on board the drone, you could detect the animal equipped with an Argos tag as well?
Debbie: I’m not sure exactly what signals the goniometer is detecting, however if the Argos tag (or any other tag) includes a standard VHF radio signal as a back up option in case the tag fails then we can track it with our system regardless of who the tag manufacturer is. This may not work if they don’t use VHF radio-signals.
Sophie: Do you have a system to recover the drone in case of loss?
Debbie: If you wanted to put a radio-tag on your drone as well as on your animals, then our system could certainly track them both as long as they are within the detection range of the tag. The detection range varies depending on size, with small tags having shorter detection distances.
Pascal: Have you tried/considered using an automatic direction finder system (which can 'virtually rotate' its beam direction using a phased array of multiple antennas)? And/or continuously recording the received radio signal for (additional) later offline analysis?
Debbie: Yes indeed, we have considered and explored both of these options. The use of a phase array creates many interesting hardware and software challenges when considering a lightweight, robust system that can be used on a drone, and although there could certainly be benefits in such a system we found that the costs generally outweighed the benefits. In terms of collecting data and processing it later, this is currently possible as well as real time data collection. However one of the key advantages of our current system is that you are not “flying blind” since you can see exactly what signals you are/aren’t picking up and their directions which means that your data collection is much more targeted and effective.
Melissa: How does the drone work in high wind? What is the max wind speed you can fly it in? Also, what was the updated the flight time after your initial troubleshooting (if it got better than 10 minutes)?
Debbie: The system can work in high wind but the error margins around estimated locations will be larger due to the buffeting effect of the wind on the magnetometer which provides the bearings. If all you want to see is that you can detect your animals wind wouldn’t matter too much, but if you are aiming to get accurate locations you will find they will have larger errors than if you flew in calmer conditions. If it is really windy and the drone is working really hard to maintain it’s location you will also notice that it can tilt quite a lot and so in this case the antenna may be pointing at the sky instead of across the landscape and so would be less likely to detect tags. It’s always a good idea to fly within the recommended wind speed rating of your drone (from memory the DJI Matrice 210 recommended max wind speed is 10 m/s.
Julian: Can you tune your system to cope with radio interference from different aircraft? [ STEPH: is this duke julian? If so - we might hold this question]
Debbie: Not exactly sure what interference from different aircraft you are referring to sorry, but dealing with radio-interference is certainly one of the greatest challenges when listening for low powered tags in our noisy radio world! However, we do have a nice combination of hardware and software that enable us to eliminate or manage a range of different potential interferers both within and outside of the target frequency bands.
Liam: You mentioned earlier that you were interested in the migration routes of the parrots - have you tested the use of your system for migration pathways in any other species? And how do you work with the battery limitations?
Debbie: We haven’t had the opportunity to use our system to understand the full migratory pathways of swift parrots yet since we are currently unable to use long-term attachments on this species so we have had to focus on tracking them within their winter range instead – but we’re super keen to get there one day! We haven’t tested it along migration pathways as such, but rather we have tracked other migratory species within their winter foraging range. Would be great fun to try tracking along an entire migratory path though!
Miguel: Drones are usually very noisy. Don't animals run away when they hear the drone? Or does it fly high enough that it doesn't disturb the animals? How high can it fly while being able to get the data?
Debbie: Radio-tracking from a drone is less disruptive to most species compared to manually radio-tracking on foot, or using other drone sensors like visual or thermal cameras. This is because our system doesn’t require you to fly directly above or in close proximity of the animals you are tracking in order to get their location. Our system detects signals from distance, determines bearings and then triangulates the animal’s location. Filghts are generally limited to below 120m however we typically fly at around 40m or so depending on the height of the vegetation (at least this is the specific regulation height in Australia).
Isla Duporge: Thanks Ellie, I was just wondering how many have been made, cost of hiring and whether there is the intention to be able to sell them to researchers.
Debbie: So far we have made 30 of these systems and we are happy to provide you with specific costing details for your project if you would like to get in touch (info@wildlifedrones.net ). They are only available for hire, not to buy, but unlike most equipment hire arrangements, we provide full technical support for you and your team should you need any help or guidance. Also, given the tech is advancing all the time, if you have a long term project we will upgrade your system each year with the latest model!
Phoebe Griffith: Similar question to above, I was wondering if they might be possible to purchase (rather than hire) for long term tracking projects (we track animals for 2+ years), and if so what the approx costs are?
Debbie:
Same response as above:
We are happy to provide you with specific costing details for your project if you would like to get in touch (info@wildlifedrones.net ). They are only available for hire, not to buy, but unlike most equipment hire arrangements, we provide full technical support for you and your team should you need any help or guidance. Also, given the tech is advancing all the time, if you have a long term project we will upgrade your system each year with the latest model!
Rob: Have you had a chance to look at using tags/untagged animals for abundance (e.g. koalas) or survival studies, as your drones can cover so much area
Debbie: Yes, so we are currently in the process of using both thermal and radio-tracking drone technology to find both tagged and untagged animals at the same site. We recognise that not all animals can be tagged and have found that thermal technology can help fill that gap. The great thing about drones is that they are capable of carrying multiple sensors, allowing you to collect a diverse range of data.
Sean: Are you using an "off the shelf" flight platform or is it bespoke?
Debbie: Our system is able to be mounted onto off-the-shelf drone platforms that can carry a 1kg payload, such as the DJI Matrice 210 and similar models.
Carly: Also, this might be a stupid question, but can these things go up at night? E.g. tracking nocturnal animals.
Debbie: No such thing as a stupid question! They are all good! Drones can certainly be flown at night to track nocturnal animals. However, it should be noted that in most places, you’ll need to be a licensed drone pilot and have special authorisation to fly at night. We recommend that you check your local area’s drone rules and regulations for more information on this before you fly.
Tech Tutors: Review Session

3 September 2020 12:00am
Sustainable Fishing Challenges: Fishing Gear Innovations
19 August 2020 12:00am
Tracking Wild Reptiles, Amphibians, And Their Temperatures
31 July 2020 12:00am
15 September 2023 11:02pm
16 October 2023 4:07pm
How do I use a drone to capture radio-tracking data?
27 July 2020 12:00am
Rural Research residency in drone sowing and wild seeds in Spain
23 July 2020 1:21pm
Kākāpō Dreaming: A Wildlife Drones Adventure
8 July 2020 12:00am
Seeking feedback: draft principles for responsible use of conservation surveillance technology
9 June 2020 6:28pm
WILDLABS Tech Tutors: Season One

19 May 2020 12:00am
Using UAVs to Assess carbon in Mangroves
13 May 2020 1:06pm
Training Course: Quantitative Analysis of Marine & Coastal Drone Data

29 April 2020 12:00am
Connecting to MBARI's Deep-Sea Instruments
31 March 2020 12:00am
WILDLABS Community Call Recording: Rainforest X-PRIZE
30 March 2020 12:00am
Virtual Field Trip: Conservation Technology with Shah Selbe
24 March 2020 12:00am
24 November 2020 8:33am
Hi Julie,
yes authorizations are needed for drones and these are particularly difficult in many countries and are specific to the weight/size of the drone. Look at our report because the difference with a drone from an (untethered) balloon is the the presence of active collision avoidance, manueverability, size/weight and how far it flies (i.e. if it is beyond line of sight it is a different permit).