Group

Animal Movement / Feed

Animal movement technologies are revolutionizing our understanding of wildlife, revealing insights like migration patterns, key corridors, and the impacts of mounting pressures on natural systems. As we continue to develop these tools and work toward translating movement data into actionable insights, coordination between efforts is essential. This group is a place for the animal movement community to connect and discuss our efforts to advance the field.

discussion

GPS Tracker For Wildlife

Hello everyone! I'm Akio, and I'm new to this group.I'd love to start a discussion about GPS trackers for wildlife. As the developer of Loko—an open-source, offline GPS tracker—I’...

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Thank you for this valuable information!

Some of the features you mentioned can be quickly added to Loko, while others require more consideration. Loko’s communication is one-way—meaning the transmitter doesn’t know whether the receiver has received the data. This design choice is made to conserve battery life. However, all data is logged internally and can be accessed via USB.

I will add GeoTIFF loading to the Loko App. Currently, Loko is not suitable for wildlife tracking because it is not waterproof, but I am working on improving its mechanical design.

Loko already supports multiple connections, allowing many transmitters to connect to a single receiver or/and multiple receivers.

Regarding encryption: What do you mean by "Encryption should not be optional"?
Are you suggesting that communication should always be encrypted by default? on loko I made it user-configurable because encrypted data packets are 32 bytes, whereas unencrypted ones are 18 bytes. A smaller data packet improves reception sensitivity and extends the transmission range.

In your opinion, what would be a reasonable price for such a device? This is very important when adding new hardware features.

Cheers, 

Akio)

Hi Herhanu , appreciate for your valuable feedbacks.

  1. can you explain what type of release mechanisim do you mean ,   picture will be much helpfull .  do you mean with a remote release mechanisim activates and release the tracker from crocodile collar?
  2. how far data need to be sent ?    with a mesh network of Loko receivers wide range of area can be covered i guess.
  3. long distance transmission is very challanging  when transmitter is very close the ground , on crocodiles especially. 

for what purpose do would you use accelerometer data? is there any specific use case?

Cheers, )

Sure, Akio! Happy to answer!
1. Yes, something like that. The few existing i guess applied already for GPS collar (literally collar) that usually for big cats and some other big mammals. There is also GPS tag for Cetaceans that can pop up, but its only remained with the animals several days CMIIW (eg see links below)
link 1

link 2

link 3

2. I guess it depends on your research questions or project objectives. But for crocodile they can have vast home range from 100 ha to 10,000 ha (depends on species). For my species, it at least uses 500 ha of area, and the farthest between points can be 15km apart.

3. accelerometer, especially in crocodile can give insight about their movement ability. As they can random as they can be - or being a statue for hours (like when you look at crocs in the zoo). Of course this would depends on your objectives.

Hope this helps!

Cheers~ 

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discussion

Building flexible antennas for telemetry radio

Hello I have been working on creating low-cost telemetry radios for tracking wildlife. I am confident that many people could develop tracking tags for VHF frequencies between 148-...

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This is very cool Chittakon! I have about approximately 1000 measuring tapes lying around in my garage that would be perfect for this (and if I happen to have to measure something in the field I can!)! An no more fighting my way through the bush with solid Yagis!!

Cheers,

Rob

This is great, I am looking at making a 173mhz flexible aerial and was wondering whether you have the spec needed for this at all?

Thanks!

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discussion

The 100KB Challenge!

If you could send/receive 100KB of data from anywhere on the planet via satellite; what would you send?I work for a company called Ground Control, we design, build and manufacture...

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Dan

Nice one - what kind of thing would you use this for? 

~500mA peak current, it has a similar power profile as the current RockBLOCK product, in that it needs lots of juice for a for a small period of time (to undertake the transmission) we include onboard circuitry to help smooth this over. I'll be able to share more details on this once the product is officially launched!

 

Dan

~500mA peak current, it has a similar power profile as the current RockBLOCK product, in that it needs lots of juice for a for a small period of time (to undertake the transmission) we include onboard circuitry to help smooth this over. I'll be able to share more details on this once the product is officially launched!

 

Hi Dan, 

Not right now but I can envision many uses. A key problem in RS is data streams for validation and training of ML models, its really not yet a solved problem. Any kind of system that is about deploying and "forgetting" as it collects data and streams it is a good opportunity. 

 

If you want we can have a talk so you tell me about what you developed and I'll see if it fits future projects.

 

All the best

 

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discussion

External GPS trackers for large snakes 

Does anyone have experience with external GPS trackers for large snakes? I've scanned through the literature but all most all studies are on smaller species and for a short period...

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Hi @RuSomaweera I haven't tracked snakes and would be interested to hear about any appropriate approaches too! I found this paper you might've already seen by Christensen et al. (2024) discussing attachment methods for snakes more generally (from my quick scan, I don't think it covers species such as anacondas in great detail though). Only one study that used an external GPS system met the reviwers inclusion criteria (by Gerke et al. 2021), which appeared to involved duct tape and super glue and this device from Ecotone. There's a picture on page 547 of the article. It looks as if the tracking times averaged 19 days and ranged from 10-28 days. Perhaps a more flexible and water-ready variant of this might be something like a neoprene 'sleeve' that can be fitted around the body of the snake with the GPS device attached to the sleeve? And perhaps some sort of medical-grade silicone adhesive would be better able to stick to the snakes skin? I am not sure if it would be appropriate or not, but I found this article discussing a type of medical silicone called 'BioAdheSil'. Perhaps you could discuss it with the authors? Anyway, looking forward to other responses and information you gather!

Cheers,

Rob

Not with GPS; however, we could set up a node grid where you can localize their movement within the grid space. I don't know how much a snake moves though, so that would have to be taken into account of course. 

 

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discussion

AI for Bird and Bat Recognition

Hi everyone,I'm working on a project involving the automatic recognition of bats and birds from their audio recordings in Italy, with a possibile evolution also in other european...

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Hi Lorenzo,

I highly recommend the OpenSoundscapes package (developed by the Kitzes Lab at U Pittsburgh) - there are workflows to build your own CNNs there, the documentation is really thorough, and the team are very responsive to inquiries. They also have a bioacoustics 'model zoo' that lists relevant models. The Perch model from Google would be good to look into as well.

Some recent papers I've seen that might also be worth checking out -

Hope that helps a bit!

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discussion

The transmission range of animal tracking tags.

Hello everyone, I have some questions about radio telemetry used for animal tracking. As you may know, using radio signals for tracking animals is very important. I’m currently...

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There was research on this in the very early days of VHF radio tracking. I presume what you are interested in is the period between audible bleeps vs the easeof detecting a mximum as an antenna is rotated to get a directional fix. If memory serves the optimum between battery life and ease of use was either an interval of 0.8s or a frequency of 0.8 Hz (so an interval of 1.2 s). The low end of your adjustment range would be midway between those two - the res tof the range would be very hard to use.

Hi Chittakon,

I think an 'ideal' optimization between transmission interval and battery life would depend on the application.  As I think Peter has indicated, longer transmission intervals could make it very difficult to determine direction, particularly on a moving animal. If you were not trying to find direction and/or locate the transmitter - maybe just detecting presence or absence - then a longer interval could work.  cheers

Choice of pulse interval on VHF transmitters really comes down to how mobile your study animal is and how complex the tracking environment is.

I have used pulse intervals down to 2 seconds on animals that spend a lot of time sitting still. This does save on power but if you are used to a faster pulse interval, it can be a real lesson in patience when you are trying to get an accurate bearing on the transmitter. For animals that are constantly on the move, don't even think about going slower than 1 second, particularly if the transmitter is likely to be intermittently blocked by habitat features.

Other ways of saving power can be to have periods when the transmitter is scheduled to sleep (when you are unlikely to be tracking) or to have bursts of pulses (say 1 minute on, one minute off).

Another important feature to consider is ensuring that the transmission has a stable pulse strength and frequency. There is nothing as frustrating as a transmitter that fluctuates in signal strength.

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Link

Collaring Elephants and Post Release Monitoring

This leads to an exciting blog we did recently, it also includes a spatial map indicating elephant movement tracks of an orphaned elephant who self released himself into the wild (Kafue National Park). Cartography was done using ArcGIS Pro. If you're interested in animal...

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discussion

CCTV or camera trap for 24/7 video recording

Hi All,After a failed attempt to use an out of the box wired system, we are looking for recommendations for a CCTV camera which are battery powered and record onto a local SD card...

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Hi,

 

I am using these for my current project:

 

https://www.amazon.in/PHILIPS-HSP3800-Security-AES-128bit-Encryption/dp/B0C825BGQ3?crid=4FWTXE0TZEFH&dib=eyJ2IjoiMSJ9.b9x-7vQHDtcwc8DUnYKemkhwg0yB7Hp8U-q8pZMhdbOT83R__shkhqcFcMW2k0KZ9w3iQRs4AvBIYIJyMCBiteHQP5FXtxwwK2qgt5s5jAU1rYVNL8LjYgA1ba4m0XpraOMw_wg1emcDkOIKpHV0Nod5HOUVYp06wuhc1ZAppLoOfNS6Rcxmi_tTBnTKH_U8VJL9MP0CTw1pqKfk4UdOE5pTGD_jn2T4wwIoecVdxWk.5vQKeK0y_4uZhensywhUCXDSLs6llu7L5ctmyMfRsnU&dib_tag=se&keywords=philips+outdoor+cctv+camera&nsdOptOutParam=true&qid=1733714088&sprefix=philips+outd%2Caps%2C245&sr=8-3

They seem to be of good quality and support offline SD card storage. These run on 5V/1A. You should be able to run them for about two days on a 45 or 50,000mAh powerbank.

There should be UK versions of these.

However, like all CCTV manufacturers (atleast the ones i checked), downloading the continuous recordings isn't as easy as plugging in the SD card into your computer and copying the files.  The video files are deliberately made hard to read. Everything is through their app. You can download events (movement/sound) captured by the cameras though.

 

 

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discussion

Thesis Collaboration

Hello everyone, I am an experienced Data Scientist and I am currently studying a second master in Environment Management (ULB - Belgium). I am currently looking for a master...

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Hi Simon,
Did you already contact INBO? Both biologging and citizen science are big themes at INBO. Last year we had a master thesis on camera trapping invasive muntjac. You can send me a private message for more info!

Hi Simon,

We're a biologging start-up based in Antwerp and are definitely open to collaborate if you're interested. We've got some programs going on with local zoo's. Feel free to send me a DM if you'd like to know more.

Hi Simon,
We (Reneco International Wildlife Consultants) have an ongoing collaboration with a local University (Abu Dhabi, UAE)  for developing AI tools (cameratrap/drone images and video analyses) and biomimetic robots applied to conservation (e.g  https://www.sciencedirect.com/science/article/pii/S1574954124004813 ). We also have a genetic team working on eDNA.    Field experience could be possible, in UAE or Morocco.
Feel free to write me back if you may be interested and would like to know more
 

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event

WILDLABS Behind the Buzz: Key Policy Frameworks

Talia Speaker and 1 more
Join us for the first event of Behind the Buzz: From Data to Decisions, where we explore global conservation policy through the lens of animal movement. In this first event, experts Jillian Campbell and Dagmar Zikova...

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discussion

Video evidence for the evaluation of behavioral state predictions

Hi all, glad to share two of our contributions to the current e-obs newsletter in the context of the evaluation of behavioral state predictions and the mapping of...

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Currently, the main focus is visual footage as we don't render audio data in the same way as we do for acceleration (also: the highly different frequencies can be hard to show sensibly side by side).


But In this sense, yes, the new module features 'quick adjust knobs' for time shifts: you can roll-over a timestamp and use a combination of shift/control and mouse-wheel to adjust the offset of the video by 1/10/60 seconds or simply enter the target timestamp manually down to the millisecond level. This work can then and also be saved in a custom mapping file to continue synchronisation work later on.

 

No, not yet. The player we attached does support slower/faster replay up to a certain precision, but I'm not sure that this will be sufficiently precise for the kind of offsets we are talking about. Adding an option on the frontend to adjust this is quite easy, but understanding the impact of this on internal timestamp handling will add a level of complexity that we need to experiment with first. 

As you said, for a reliable estimate on this kind of drift we need at least 2 distinct synchronized markers with sufficient distance to each other, e.g. a precise start timestamp and some recognizable point event later on.

I perfectly agree that providing an easy-to-use solution does make perfect sense. We'll definitely see into this.

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discussion

Firetail 13 - now available

Thanks to our wonderful user community and a lot of feedback, shared sample data and fruitful discussions I am glad to announce that Firetail 13 is now available, featuring a...

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discussion

Integrating wildlife tracking with other technologies

Hello all, An interesting article that outlines the use of radio tracking in combination with physiological sensors to assess the effect of habitat on the physical well-being...

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Hi Paul, 

I just remembered another one for the list. @BethClark is taking some really cool environmental readings for seabirds - Gannets - basically to build a picture of their lives in 3D. She talks about it on her blog here.

A few excerpts: 

Electronic devices are attached onto the birds to record their behaviour: GPS, altimeters, accelerometers and dive recorders. The key will be to use multiple loggers on the same bird to record their flights in great detail. The GPS tracking project has been going on Grassholm for a few years now and we are building up a good picture of where they tend to forage.

The altimeters show the height above the sea, which gives us 3D tracks of the birds’ movements – very cool! The higher you are, the further you can see, but the more difficult it is to pick up scents from the sea. We will find out if these 3D help us pick out foraging behaviour and see how they actually find fish (and fishing boats) in a huge and seemingly featureless ocean.

Dive recorders show the timing and depth of the famous torpedo plunge dives, which will let us know when the birds have successfully found a fishing ground.

The accelerometers measure acceleration in 3 directions, showing even a single wing flap. This will help us to measure how much effort the bird are putting in when they travel and forage, which is very important for trying to figure out how they decide where to go. We will also be able to identify other behaviours, such as telling apart high-speed plunge diving from a slower dive made from the surface.

I think altimeters and dive recorders might be new ones for your list. Beth's here on WILDLABS.NET (and has promised a nice case study for our Resources area), so I think she'd be delighted to answer any questions you might have. 

Cheers,

Steph 

 

Hello again!

An interesting paper exploring the new technologies being used to study cetaceans has a section devoted to what they term high-resolution multisensor tags (page 4).

As with @BethClark 's work above, the questions that arise when studying marine mammals bring another dimension into what information we might require sensors to collect. For example: 

Among cetaceans, there are two suborders: Odontocetes (toothed-whales) and Mysticetes (baleen whales). In general, toothed whales and dolphins use high-frequency acoustics for interanimal communication and feeding. In the marine environment, where sight is limited, sound propagates extremely well and all marine mammals communicate primarily through acoustic cues. Similar to bats, toothed whales and dolphins feed via high-frequency sound production known as echolocation, where acoustic signals reflect off of targets and the returning echoes can be translated into information on the environment or potential prey. For many years, independent passive acoustic recorders have been used to study the vocalizations of marine mammals. However, the incorporation of acoustic recorders (hydrophones) into animal-borne tags has only occurred in the past 20 years (Fletcher, Le Boeuf, Costa, Tyack, & Blackwell, 1996). The information that is recorded on the sensors in these tags (e.g. acoustic, movement) can be used to determine the frequency and acoustic structure of vocal behaviours that occur concomitant with motor behaviour, for example, echolocation signals during feeding events (Madsen, De Soto, Arranz, & Johnson, 2013) or contact calling while diving ( Jensen, Marrero Perez, Johnson, Aguilar Soto, & Madsen, 2011). Echolocation ‘clicks’ and ‘buzzes’ have been used from animal-borne tags to study the foraging behaviour of a wide range of odontocetes, from the small harbour porpoise, Phocoena phocoena, to the largest, the sperm whale (Fais et al., 2015; Wisniewska et al., 2015). This information has provided critical data on the feeding depths, frequency, timing and prey types targeted by different species and the behaviours associated with foraging (Johnson, de Soto & Madsen, 2009). These insights into feeding behaviour have recently been used to help determine foraging performance and foraging ecology (Watwood, Miller, Johnson, Madsen, & Tyack, 2006), as well as the energetic consequences of disturbing this behaviour (Miller et al., 2009). These new data products are ripe for linking to conservation efforts such as the individual and population consequences of human activities disrupting these behaviours (e.g. the use of naval sonar and seismic surveys). We explore below the tools produced, as well as new ones in development, to forge these links.

You have already identified sound in your original list, but I think the use of hydrophones with tags is an interesting addition - an example that didn't immediately spring to mind (at least for me), when I thought about the list. 

Cheers, 

Steph 

 

In Press: Nowacek, D. P., et al., Studying cetacean behaviour: new technological approaches and conservation applications, Animal Behaviour (2016), http://dx.doi.org/10.1016/j.anbehav.2016.07.019

 

Hi Both of you, 

Just a quick note now. Very interesting articles and topics found and discussed here. In my work with biophysical aspects of cheetahs I will review these things you have written. Thank you very much. Followed here from the sidelines  

 

                            BR Henrik 

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discussion

Human mobility data

I want to use human mobility data to understand human-wildlife interaction in urban ecosystems. Any leads or if anyone has used such data from any source will be helpful. 

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discussion

Tracking orangutans 

Hi all! I'm looking for a solution to track orangutans that get released in the wild after rehabilitation in collaboration with the Sumatran Orangutan Conservation Programme....

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Depending on what you really need, you might have different options. I don't think collar/bracelet for great apes is currently resolved reliably, and could pose risks to the animals. Implantable transmitters are one option but more invasive. I think Chris Walzer (currently at WCS) has done some initial work on implanting orangutans (or gibbons), but that was quite some years ago. Others might have done it since as well. FWIW we have implanted captive chimpanzees with subcutaneous transmitters for other reasons and some have removed/damaged it, so that's a risk. Intraabdominal might be another (though even more invasive) option. 

Is  visual observation an option? This is well used in many species, though might be very costly/labour intensive. I have been involved in a project with howler and spider monkey where this has been used successfully, happy to put you in touch with them. 

If your questions is primarily absence/presence of certain individuals, you could also try DNA based methods? And someone suggested below individual ID from video/pictures, this has been done in captive great apes, so it is an option, but you still need to get the shots in the first instance, so probably not many advantages over manual monitoring methods. 

Our city-neighbours Robotto are a Drone AI-software company and have an ongoing animal tracking projects in Thailand, Australia, and Greenland (probably more by now) in co-op with WWF, using drones. 

Give them a look! I know Kenneth, their CEO, pretty well so can match you two.

A rough explanation of how the tracking process happens is:
A forest ranger brings a suitcase with a drone to a watchpoint, pilots the drone around the area for 30-50 minutes while monitoring detections real-time on the provided screen.

Have seen it live in Thailand, it was impressive! :)

In a recent call with researchers in Thailand. They have mentioned that they use passive chip readers to log data about chipped animals as they pass by.  

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discussion

Looking for advise on a suitable VHF receiver 

Hi all,I am looking for advise and recommendations to purchase a suitable VHF receiver.  We already have a Lora collar with VHF operating on 149.180.  Being new to VHF...

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Hello @robbiemp  

My method may not be the best at the moment, but I’ll share the results from my previous tests. Here’s what I’ve tested: “DIY using SDR connected to a smartphone as a radio telemetry receiver.”

I have a VHF receiver that works with SDR and an Android smartphone. I’ve tested it with a VHF tag that I built myself, "My VHF Telemetry Tag Building Project From Scratch."

It depends on whether you need data or just audio. If you need data, SDR may not perform very well. But if you’re just after audio signals, it can work similarly to a regular VHF receiver. By using a Yagi antenna and connecting the SDR to the smartphone, it can work for any frequency range you want. I used 148-151 MHz, but you can use more than that.

Please understand that it works similarly to a commercial VHF receiver, but it may not be as good as the ones available in the market due to various limitations. However, it can still be used. I tested it with a Yagi antenna that I made myself (but if you already have an antenna, you can use it too), and I was able to detect my VHF tag from a distance of about 1.2 kilometers and 800 meters for the VHF tag I received from @Rob_Appleby  . This is just a rough test.

If you need a receiver that can operate across a wide range of frequencies, I think the RTL-SDR would be a good option as well.

This may not be the best method, but it works just fine. Thank you, and if you have any questions, don’t hesitate to ask me.

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