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Animal Movement / Feed

The Animal Movement Group is a collaborative community dedicated to advancing the study, monitoring, and conservation of animal movement. It provides a space for researchers, practitioners, and innovators to exchange knowledge, explore bio-logging approaches and data, and address conservation challenges linked to species mobility.

discussion

DIY using SDR connected to a smartphone as a radio telemetry receiver

 Hello everyone, I would like to ask if anyone has ever used a radio telemetry tag for tracking wildlife with an SDR receiver connected to a smartphone. Does it work well? I...

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I wrote a really simple app for Android phones that acts as a telemetry receiver using the RTL-SDL dongles.  First version was 5 years ago, and I will admit I didn't really understand what I was doing with the signal processing at the time.  I have improved it some, but haven't added all the features I have wanted quite yet.  A big change I made was integrating the RTL-SDR android driver directly into my code so a separate package doesn't have to be installed.  Some concerns have been brought up, that making a cheap receiver could lead to bad actors using it to find animals, and I have had to sit and debate that.  Still, the code for the projects is here:

https://github.com/donfbecker/Telemetry-Receiver

I saw mention of tracking BPM with AI, and I have to say, you don't need AI.  Code for this one will not be released until after we finished up a project or two using it (publishing is competative, sometimes you have to keep your advantage).  The hardware has a cellular modem in it, so we get updates on BPM (which translates to Body Temperature), every 20 minutes.  I had it at 5 minutes, but the solar panels don't keep up as well then.  Like I said, no code, but I can give you a teaser of what I have been watching the last few days as our snakes emerge from over wintering.

 

 

The main issue with the RTL-SDR is that with the 8bit sampling, you have a noise floor around around -50dB, so you have to have a signal stronger than that to detect it.  The built in amplifier amplifies it's own noise as well, so isn't always great.  The wideband LNAs that are sold for software radios amplifies EVERYTHING, which sounds great, but isn't.  Tracking frequencies often aren't too far off from local FM radio stations in my area, so the LNA amplifies them too.  If they get too strong, they saturation the amplifier, and the RF front end on the SDR, basically erasing your signal.  The solution is to put a good bandpass filter in front of the LNA, but I've never been able to find one for the frequencies we use, so had to resort to building my own.  I only recently figured out the black magic that goes into LC filters, and dealing with all the extra capacitance added by PCBs.  I finally have a filter working in the range I need, and will be testing it out on my hardware soon to see how it helps with range.

Overall there is a lot of utility in using the RTL-SDR dongles, but the more I get into it, the more I am trying to design my own SDR hardware.  I don't need it to be as capable as the commercially available hardware.  I've made a few basic ones already just feeding the output of mixers in to the ADCs on an STM32 microcontroller, using an SI5351 to generate an LO signal for direct converstion.  I am going to start playing with using a TLV320ADC audio codec chip to sample signals.  It does 32bit sampling, which lowers the noise floor down to -130dB or so, assuming I don't introduce a bunch of noise from my hardware.  The sampling rate wouldn't be as fast, but still plenty for picking up the CW pulses from wildlife transmitters.

--Don

P.S. I am recovering from the flu, please ignore typos

How far did you end up taking this project?

HI Chittakon, 

Have you tested the dB gain as that is a measurement of how sensitive the receiver is to pick up a VHF signal.  Most commercial grade VHF receiver from telemetry manufacturers are in the -150dbm with a maximum noise figure of 3 dB.  

What was the type of VHF transmitters you were using and what was the length of the antenna of the transmitter?  Was the transmitter on the ground or position above the ground and if so what height and polarization plane?

There are a lot of variables which determine field range.

Chris Kochanny

www.vectronic-aerospace.com

 

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discussion

Developing an accessible, multi-channel drone telemetry system (Seeking feedback and use-cases)

Hi everyone,I’ve been working on a project called Volant at my company Apicalis Labs to address a specific bottleneck I’ve seen in wildlife...

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Hi Jeremy, thanks for your detailed response. The information you've provided is very useful. 

The product I've spoken about above, Volant, is our entry-level system that won't be able to do remote data downloads or parameter modification. Our more advanced system, Stratus, coming out next year will have that capability. Stratus will also allow for tracking over 200 transmitters simultaneously and use a phased array for finding direction, whereas Volant requires triangulation. It can be difficult to obtain a highly precise location of the transmitter due to the nature of VHF transmitters. We'll be working on improving that over the coming months, so hopefully that number will come down to within 50m or less. The figure I've cited is worst-case. On ideal terrain, the precision is higher, but it doesn't sound like you'll ever be operating under those conditions!

When are you planning to do your next field study with VHF transmitters? We're based in Perth, Australia and we're currently testing locally here. We'll look at opening up testing internationally before our product launch in Q4 this year. 

We have some more information on our website and you can also get in touch with me at [email protected].

Thank you!

Hi Robin. Thanks for getting in touch with me and thanks for your information. I also received your contact submission on our website, so I'll chat to you there in more detail. 

Simon.

Hi Simon, this sounds so interesting and is something I've been thinking about for my work in the past.
My team tracks Temminck's pangolins in Malawi using VHF and satellite tags. These animals have been rehabbed and released so we conduct welfare checks on them following release.
Our biggest challenge is that sometimes the satellite tag dies prematurely and then we struggle to pick up VHF signal without knowing an approx sat location. If the terrain is especially hilly then the distance we can pick up VHF signal from is really reduced, especially if the animal is in a burrow. I've previously wondered if a VHF monitoring system is possible with our drone (DJI Mavic 3T).

Your system sounds great and I'm definitely interested in learning more. A 50-100m real-time estimate would work well for us.

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discussion

Camera trap recommendations

Hi everyone! I’m looking for camera trap recommendations for a pilot study in Rwanda focused mostly on capturing small to large mammals (both domestic and wild).I’m hoping to find...

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Surprised no one has recommended Bushnell. In Indonesia we use Bushnell 30MP Core DS-4K No Glow  119949C and Bushnell 32MP Core DS-4K Double Sensor 119987C, both are now the same price here. Depending on where you are they may be more expensive, but they retail in North America for close to USD 100. No wifi but in remote locations that doesn't matter. Low flash and good image/video quality. Definitely recommend getting a case for protection against animals (we have macaques and Sun bears). They like to grab hold and scratch a little but we've never had serious damage. 

Hi Stephanie, We are manufacturing an innovative AI-powered trail camera called DeterCam, and we are based in the UK: https://innovfactory.com/ 

The camera is equipped with our Edge AI technology, which allows it to detect only animals and send media (pictures/videos) only when an animal is present in front of the camera. This significantly reduces false triggers and power consumption.

Our Edge AI architecture allows the camera to operate for up to 1 year on battery power (assuming approximately 5 triggers per day). The system also allows full remote control from our cloud platform, including:

• Video duration
• PIR trigger settings
• Detection configuration
• Camera management and updates

The camera is equipped with a 4G module, allowing all media and detections to be uploaded directly to the cloud, meaning there is no need to physically collect data from the SD card.

We supply the complete solution, including manufacturing the battery packs ourselves. The total internal battery capacity can reach up to 32,500 mAh. To date, we have sold over 10,000 units worldwide.

Please let me know if you have any questions.

You can email me if you have any further questions: [email protected] 

Hi, are you looking to import these? Do you have any import tax considerations? This could impact which models you buy. I have been using Acorn models, very reliable and provide photo and 4K video with sound options.

Best wishes

Susan

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discussion

Call for Collaboration: Share your voice at ICTC next week! 

Hello, fellow WILDLAB-ers! I'm Mandy, your current Human-Wildlife Coexistence Group Leader!  :)I am heading to the ICTC conference in Peru next week and while reviewing the...

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Hi Anna!

Is there anything that sparks your curiosity, which I can address for you? Take a look at the upcoming day 2 and day 3 sessions, and if you see anything that intrigues you, please let me know! I'll happily join the session that aligns, and share your thoughts! ☺️

Kind regards,

Mandy

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discussion

Low-cost GPS tracking of giant tortoises 

Hi all, I am working for a conservation NGO on a small, remote island with a free roaming giant tortoise population. I was wondering whether anyone has experience with a low-...

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Greetings Lisa, it is interesting to see to the project you are working on.  If there's anything I can do to help with my skillset let me know.

Thanks, Mike

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discussion

Tiger coexistence challenges

Too Many Tigers, Jungle Too Small: Human-Animal Conflict In Land Of Mowgli Check out this recent article about tiger conservation and community coexistence challenges...

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Hi Mandy, writing from Indonesia where we manage the Sumatra Merang Peatland Project (SMPP) which is in a landscape supporting some of the last Sumatran tigers. Our project is part of a corridor including two national parks and a few scattered conservation areas within active oil palm and Acacia plantations. There's not a lot of room for tigers and they do range through human communities or come into contact with plantation workers. 

Fatal attacks are rare but two occurred in 2022. We hold annual HWC trainings with communities but also celebrate International Tiger Day with them, having a light-hearted event with games, face paint, and education of the importance of biodiversity, even when scary. We emphasize common sense personal safety measures to reduce the potential for conflict. Luckily livestock aren't very common in this area so that conflict trigger is not a major issue. Mostly it's about restricting activity at dusk/night/dawn, travelling in groups, not running, etc. We haven't found any feasible tech options (tagging is beyond our scope/budget) but we do use camera traps to see if/when tigers are present in/around our project area. This can only do so much for HWC as it's not a rapid response tool but does indicate presence. 

Regarding your question "Who/what parties should be held responsible for the loss of life, both human and tiger? Can they be held responsible?" there isn't an easy answer! Indonesian law technically gives tigers the same right-to-life as humans but in practice reprisals of course happen. In our region the military did respond to the 2022 events with patrols and presence, but they were not allowed to shoot. Obviously there is no proactive recourse against the tiger itself as a responsible party. It's an opportunity to redouble efforts on community education to explain why the attacks occurred (both fatalities were at forest frontiers, crouching with back to the forest, etc) and how to avoid re-occurrence! 

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careers

Ecological Data Scientist

The Smithsonian Institution is the world’s largest museum, education, and research complex, with 21 museums and the National Zoo. This position is located in the Smithsonian's National Zoo and Conservation Biology...

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discussion

Looking To Connect: Game Developer to Conservation Tech (Built Animal Movement App)

Hi everyone! My name is Kristof.I'm a game technology developer transitioning into conservation tech, and I'm so excited to have discovered this community - I honestly had no idea...

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Hi Kristof,

 

 Very cool that you made your own app like this! I'm not a movement ecologist, but I'd generally say this sort of thing will be more nice to look at than solves research questions. For example, most statistical models will show that proximity to water and human development are the strongest predictors of elephant movement. But it's still a very cool tool for outreach and communication with the general public or conservation decision makers! 

I can imagine a visualization like this being very helpful in communicating drivers of human-elephant conflict in SE Asia, where elephant movements outside of protected areas may be explained by the combination of attractive food crops, accessible water and shade refuge in tree plantations, and repulsive hazing by farmers. These sorts of things that can be modeled statistically don't necessarily translate well to the public - so visualization is really important! 

On a non-geospatial note, I would say that AR/VR also has a lot of potential for increasing public engagement/support for conservation. Getting individuals who may never go to East Africa to experience visually how increasingly severe droughts affects the landscape and promotes conflict between pastoralists and agriculturalists and wildlife could be really powerful. That's perhaps an area where game development expertise would be particularly useful. 

Cheers,

Brandon

I am glad to see more programmers coming into the conservation field.  The first big project I did that really got me involved with conservation work, was taking the path finding algorithms I used from learning game programming, and using them to detect and measure the distance of routes that turtles traveled up and down streams in a river drainage.  

Wolves, cool!

Will this then need collared wolves ?

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discussion

Anyone here in Jaipur??

Jaipur, so many injured elephants.This IG page has post showing lots of elephant- human conflict. Anyone who can confirm if the situation is that bad?It has me worried.

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discussion

I WANT TO TELL YOUR STORY

I create ocean exploration and marine life content on YouTube, whether it be recording nautilus on BRUVs, swimming with endangered bowmouth guitarfish, documenting reef...

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Amazing!

Found your instagram page and have been scrolling all morning ( most educative doomscrolling I've done so far😂). Love it, am seeing sea creatures I've never seen.

Wonderful work! Would you be interested in documenting a story about afforestation from the Pacific Ocean to the Himalayas (Indus River focus)? 

I’m interested in doing an expedition documentary bridging mythology and conservation with a YouTuber to help bring awareness towards forest conservation all along the river. The focus is water and water wildlife.

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discussion

Acoustic recording tags for marine mammals (soundscape research)

Does anyone have advice on finding/using commercially available biologgers (or buoy systems) with acoustic sensors for recording sound?We are interested in studying the behavioral...

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Hi, 

Perhaps this is a tad late for you Maggie, but sharing in case this post comes up in a future search. Project CETI just released a fully open-source biologger, both hardware and software. Pretty cool. Here are the links:

 

I found this article on Hackaday a while ago: 

It may be possible to install some of these in a semi-fixed location and then use them to generate baseline data in conjunction with observations.

For example, six or seven locations along with a population study would let you get a very coarse heatmap of areas that animals avoid.

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discussion

Bridging real time detection with movement ecology

Hello! I'm working on AI surveillance and am curious about the best way to format detection data so it’s most useful for movement ecologists.If you're working on bio-logging or...

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I'm not sure if this the feed back you are looking for, but many tools used for tracking data assume some kind of independence of samples. In other words, that the samples can be collected in any location, not just in designated sampling location. Automated camera systems typically have fixed locations, or if they are mobile, may not be able to sample all habitats consistently (at least for any more cryptic taxa). 

For an automated camera system to produce data suitable for standard movement modelling frameworks, it would need to be from a system that had a reasonable chance of detecting the animal at any given moment of the day or night (no spatial gaps) and it should have coverage that extends beyond the potential boundary of the animals range (or the animal is constrained in range). The data needs to be compiled as date/time, x, y, (z), photo derived behaviour information. The temporal and spatial granularity will be dependant on the qualities of the species and how much up-time you can give your camera network.

I appreciate that perspective—the 'fixed-point' nature of cameras definitely creates spatial bias that GPS collars don't have.

To make this data more 'movement-model ready,' we are focusing on Individual Re-Identification (Re-ID). If our AI can consistently tag unique individuals across a distributed network, we can generate a 'sparse trajectory' (x,y,t).

Regarding your point on 'no spatial gaps,' how do you feel about Probabilistic Occupancy? If we can't have 100% coverage, would providing 'Detection Probability' metadata alongside the coordinates help your models account for the sampling bias?

Also, for tools like MoveApps, would you prefer the output in a flattened CSV (Standard Event Format) or a specific MoveBank-aligned schema?? Whats your take?

I think the success of a probabilistic occupancy model would depend entirely upon the target species and how homogeneous the environment is in the context of that species. In more diverse environments ensuring that you have your sample locations well stratified might help solve some of the problems, however, there will always be movement related questions that cannot be confidently answered.

It should be noted that GPS based data can also be strongly biased by heterogeneous habitats, particularly because of loss of GPS signal under heavy cover/underwater/underground or even environments where the animal changes its posture. Unfortunately, it is rare to see these limitations/biases acknowledged in the literature.

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