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

How do you tackle the anomalous data during the COVID period when doing analysis?

COVID, as devastating as it for humans, significantly reduced anthropogenic pressures in all ecological systems since they were confined to their homes. My question is as the...

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To clarify, are you talking about a model that carries out automated detection of vocalizations? or a model that detects specific patterns of behavior/movement? I would suspect that the former is not something that may be impacted while training as the fundamental vocalizations/input is not going to change drastically (although see Derryberry et al., where they show variation in spectral characteristics of sparrows at short distance pre and post-covid lockdowns). 

I'm specifically referring to movement of animals affected by anthropogenic factors. My question has nothing to do with vocalisations. 

Humans were essentially removed from large sections of the world during covid and that surely had some effects on wildlife movements, or at least I am assuming it did. But that would not be the regular "trend". If I try to predict the movement of a species over an area frequented by humans, that surely comes into the picture - and so does their absence. 

My question is very specific to dealing with data that has absence (or limited interference) of humans during the covid period in all habitats.

You could just throw out that data, but I think you'd be doing yourself a disservice and missing out on some interesting insights. Are you training the AI with just pre-COVID animal movement data or are you including context on anthropogenic factors as well? Not sure if you are looking at an area that has available visitor/human population data, but if you include that with animal movement data across all years it should net out in the end.

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discussion

WILDLABS AWARDS 2024 - Innovative Sensor Technologies for Sustainable Coexistence: Advancing Crocodilian Conservation and Ecosystem Monitoring in Costa Rica

Hi everyone, it’s time I introduce our project titled “Innovative Sensor Technologies for Sustainable Coexistence: Advancing Crocodilian Conservation and Ecosystem Monitoring...

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Super interesting! I'm currently developing sensor accelerometers for fence perimeters in wildlife conservation centres. I think this is a really cool application of accelerometers; I would love to know how the sensor which you developed for part 3 looked like, or what type of software/machine learning methods you've used? Currently my design is a cased raspberry pi pico, combined with an accelerometer and ml decision trees in order to create a low-cost design. Perhaps there is something to be learnt from this project as well :)

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discussion

Seeking Input: GPS Fix Interval Methodology for Wildlife Tracking Collars

Hi Wildlabs community,I'm hoping that I can gather some input from people here on a technical challenge I've been facing with wildlife tracking collars. Specifically, I'm trying...

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Hi Marlene.

One possibility might be to use the GPS time to synchronize an on-board real time clock (RTC). This configuration would be a "GPS disciplined clock" where the GPS would be used to adjust the time, but the actual timekeeping happens on the real time clock. This would eliminate the drift since the interval would come from an alarm or timer from the offline RTC and would hence continue to work in areas like a den or in dense foliage where it would be difficult to get a GPS fix. 

Thank you.  A couple of things I've done in getting a completely different GPS logging system running.

I do use a local clock to keep local time when the GPS is off.  Each time the GPS comes on and finally gets a fix, I reset the local clock.  The alarm function is then based off of the local clock rather than the GPS.  At least for the chipset I use, the local clock remains running even when in sleep or power down mode and draws very little power.  

Another way you might attack the problem if so you want 1 hour fixes, is to set the alarm for 50 minutes, leaving the GPS on just long enough to get a clock fix and then sleep for the calculated time it takes to get the on-the-hour fix.  I've found that with GPS modules with memory backup (usually a supercap or second small battery), the second fix will be pretty quick, so although there is more power consumption, it's not double what a single fix would be.

Anyway, it's an interesting problem.  Let us know how you elect to address it.

 

Chris H

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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 There! 

For biologgers, I think there are a few on the market that have been attached to marine mammals. I've provided a few links to ones that I know have been used for understanding the behavioural responses to sound - Dtags made by SMRU and Acousonde tags. 

You could also have a look through The Inventory here on WildLabs for other devices on the market.  

Hope that helps!

Courtney

Hey Maggie, 

@TomKnowles and his team, 2025 awardees, are working on a acoustic tags to be deployed Basking Sharks!

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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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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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There is a mast, yes, and it is being tested at the moment. It seems to be working fine but at the moment I am not 100% sure it will remain on. But lets hope so

Hi Craig, 

I have had the chance to look more closely into your TagRanger product and the information that is available also here on WildLabs. I would definitely be interested as it seems to be a perfect fit for what I would like to do. 

I read that you have been doing a trial with tracking tortoises. I would be interested to know where that project is, if you dont mind me asking, please. I currently working in Seychelles with Aldabra Giant Tortoises and it would not surprise me if the project is here... If so, I would try and reach out to hear about that projects' experience, particularly with tracking tortoises. 

One question I did not find the answer to: does the TagRanger also record any enviornmental variables such as temperature? 

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discussion

New Group Proposal: Systems Builders & PACIM Designers

Co-Creating Collective Impact Across the Conservation Technology EcosystemDear WILDLABS Community,I am proposing the creation of a new WILDLABS group focused on...

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Hi Chad,

Thanks for the text. As I read it, PACIMs play a role in something else/bigger, but it doesn't explain what PACIMs are or what they look like. Now I've re-read your original post, I'm thinking, maybe I do understand, but then I feel the concept is too big (  an entire system can be part of a PACIM ? ) to get going within a WildLabs group. And you want to develop 10 PACIMS within a year through this group? Don't get me wrong, I am all for some systems change, but perhaps you're aiming too high. 

Hello again sir - PACIMs really mean 'projects' is the way I see it. Each part of the acronym can be seen as a project (if you have an assignment to do, you have a project really).

 

As for your query on 10 projects in 'this' group - I should ask for clarification if you mean particularly acoustics or in any group (I see now this is the acoustics thread after I selected all the groups for this post). If you are asking on acoustics, you're right - I am unsure on 10 as I am not too keen on acoustics yet. If you are asking 10 projects as a whole like 10 projects in the funding and finance group - I believe 10 to be a very reasonable number. Our projects we have co-created are for the most part replicable, rapidly deployable, quickly scalable, fundable through blended finance and more. 

 

Thank you again for the feedback.

Thank you for your reply, Chad

I meant 10 as a whole, indeed. Perhaps you see your post in one group, but since it is tagged for all groups, I assumed you meant 10 in total.

In your first post you explain PACIM stands for "Projects, Assignments, Campaigns, Initiatives, Movements, and Systems", so I understood it as more than just projects. Obviously, many things can be packed into a project or called a project, but then, what does it mean that 'Projects' is part of the list?

Well, if you think 10 projects is doable, then don't let me stop you.

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discussion

ICCB 2025 – Let’s Connect!

Hi Everyone,I’m excited to be attending my first ICCB 2025 as a student presenter and early-career researcher! My work sits at the intersection of computational epidemiology and...

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Hey Stephanie, 

I have dropped you couple of links. I believe we also have a booth somewhere. 

 

Hi Stephanie,

It’s great to hear about your exciting work and that you’ll be attending ICCB 2025 — congratulations on presenting!

The Savannah Tracking team is participating at the exhibition, and we’d love for you to stop by our booth 15.

Given your previous interest in collaring domestic dogs and collecting high-resolution GPS data, it might be a great opportunity for us to connect in person and dive deeper into how our lightweight collar solutions — like those currently deployed on Dingoes — could support your project. We'd be happy to show you how our satellite-enabled collars work, demo our data platforms, and explore a potential fit for your needs.

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discussion

LoRa-GPS for small mammals

Hi everyone,I am working in a national park where a local NGO is soon to be setting up a LoRaWan gateway mainly for monitoring animal movement and human activities in real-time...

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discussion

AfriMove

Hi everyone,I want to use this platform to spread the word about AfriMove, a collaborative initiative to share movement data collected from African mammals and a platform for...

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discussion

Agent Based Modelling Advice

Hello All,I'm wondering if anyone has any advice on creating Individual or Agent-Based Modelling simulations for large animals like deer? What is the typical approach with this...

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Thanks for the reply Alan.

The research question is: 

If I modify the infrastructure (roads, wildlife crossings, fences, water features etc basically any geospatial feature) in the environment can we predict where the deer/elk will move to based on those modifications? 

The goal is to prototype the new layout/features of an area that contains a large road to establish the best measures (wildlife crossings, fences) and placement to prevent elks crossing the large road as much as possible. The team want to minimize vehicle collisions. 

The second order effects are also interesting. If we close off an area they are used to going, does that change where they go, and if so, where?

Hi David, 

I would reiterate what Alan has said here - there is no concrete "right" or "wrong" way! It can be really helpful if you have animal movement data, particularly if it's from the area you'd like the model to emulate, but not a requirement. 

Based on the question you're asking, you could analyze the deer data you have to determine how different variables influence their movement, which you could then use to set some of the rules for your model. I would note that deer and elk can move across a landscape quite differently, so if you have a species mismatch this might not be the best approach. I have taken this approach for some models, but I have also built others where the rules were entirely based on information pulled from an in-depth literature review. All of my models deal with large mammals (deer, elk, cattle, wolves, etc.). 

One of the biggest things you'll have to decide is which/how many rules and parameters you want to include in the model, because you can end up with a long list rather quickly, making the model complex and heavy. How you set up your rules and parameters will also depend on the scale, of your model, of course. Behaviors and movement decisions appear differently at an hourly, daily, weekly scale across meters, kilometers, etc. so you'll want to account for that. 

Good luck! 

Vivian

Hi Vivian,

Thank you so much for your reply! I appreciate the pointers on species mixing, to clarify: I have been experimenting with deer data, but for once the project is underway I will be given access to lots of elk data, which I would then use for the elk simulation. The elk data will be from the location of interest.

A few questions if you have time...

  1. When you say 'model', do you mean an AI model, or do you mean a more general take: a set of programmatic rules you have encoded to control the agent?
  2. Similar to above, when you say 'analyze the data', are you manually extrapolating rules from looking at charts you make of the data, or are you selecting data parameters for funnelling into a machine learning model?
  3. When you say account for different time/distance scales, are you suggesting that looking at immediate next move is not sufficient and I need a second "layer" for agent decision-making which might be about seasonal drivers, or at least next move is date/season aware?
  4. In the models you have made are you ever encoding rules as "forces"?.. some things attract the animal to move to it, other things repel the animal to move away from it and the animal moves based on all the "forces" combined?

I have more questions, like whether you include feeding or memory in the agent, if you primarily examine land type it is on and can move to, topography... but the 4 listed questions will give me a great starting point.

If you have any good examples/literature for elk/deer on movement models I would love to take a look.

Thank you so much!

 

David

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discussion

PhD Advice

Hey Everyone!First post here. I'll be graduating soon with a Master's degree in Fisheries, Wildlife, and Conservation Biology from NC State and am looking to continue my education...

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Hi @ethanmarburger, I am probably not the best to give advice here given that it took me nearly two decades to actually finish my PhD, but I'd aim for something that you are really interested in so that you can keep up a high momentum. If you love your project you are more likely to cruise through the 'grind' periods. In terms of networking, WILDLABS is definitely a great place to start! You may well find some connections just looking across the threads here, and reaching out to people that are doing work you are interested in. More broadly, and depending on where you are in the world, you might be able to volunteer or even get some work on projects in your area, which can be a good way to get a foot in the door to larger research projects. You could possibly look at helping out on some analysis of spatial/AI datasets etc, or reach out to not-for-profits and conservation charities and see what they need/you might be able to help with - but try and be as specific as possible so they know straight away what you are after. Just a few quick ideas off the top of my head, and more than happy to discuss further. My best for your search!

Cheers,

Rob

Hi Ethan, It's indeed a competitive area. My advice for you (and anybody else seeking a PhD supervisor)...

  1. Do background research on each individual potential supervisor and always approach them demonstrating your alignment with their research focus.
  2. Show that you have read and understood one or two of their key (relevant) papers in your initial email to them.
  3. Have in mind something relevant to you AND to the potential supervisor, to propose as a topic in your initial email to them. But, remain open to their ideas - there's a good chance they have something that would align with your interests and that would (more) smoothly generate a successful PhD than you might have come up with ;-)
  4. Write clearly and succinctly.
  5. Demonstrate enthusiasm and highlight any relevant past experience and engagement in the relevant area (briefly).
  6. Attach a PDF CV.
  7. Apply for PhD positions in areas where you are qualified.
  8. Evidence that you have published a good paper, especially as first author, from your Masters thesis would be a bonus.

This is a time-consuming process. But you may end up spending 3+ years working with this supervisor, and vice versa. It's important for all concerned that you (and they) make a good, informed decision.

Good luck in your search!

Alan.

 

 

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discussion

The Boring Fund 2024 - MoveApps

 We are honored to be among the winners of The Boring Fund 2024! Thank you WILDLABS and Arm for selecting our project.MoveApps is a free no-code analysis platform for...

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We are pleased to inform you that we have now finalized point 2 and 3. Here some details of the update:

  • App browser improvements:
    • Improved overview and search: we have added a description of each category and
      the search and filtering options are improved.
    • Searching for Apps within a Workflow: we have added the option to include Apps
      that are not compatible with the IO type, making it easier to decide if a translator
      App is needed to include one of the incompatible Apps.

       

  • Public Workflows improvements:
    • Improved overview: the public Workflows are now organized by categories which
      can be also used for filtering.
    • More information: the details overview contains now the list of Apps included in
      each Workflow.
    • Sharing Workflows: when creating a public Workflow you will have to select one
      or more existing categories, but you can also always request a new category.

Go and check it out in MoveApps!

We are please to inform that we have implemented the point 1 and 4 and with this have finalized the project. The latest improvements:

  • Improvement in findability of help documentation: we have started to populate the platform with links (question mark icon) to the relevant
    sections of the user manual.
  • The log files of each App can now be downloaded and when an error occurs directly be sent to MoveApps support. Find more details here.

Again a great thank you for giving us the opportunity to implement these changes. We think they have greatly improved the user friendliness of MoveApps

 

 

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discussion

Prospective NSF INTERN 

Hello all,My name is Frank Short and I am a PhD Candidate at Boston University in Biological Anthropology. I am currently doing fieldwork in Indonesia using machine-learning...

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My name is Frank Short and I am a PhD Candidate at Boston University in Biological Anthropology. I am currently doing fieldwork in Indonesia using machine-learning powered passive acoustic monitoring focusing on wild Bornean orangutans (and other primates). I am reaching out because as a student with a National Science Foundation Graduate Research Fellowship, I am eligible to take advantage of the NSF INTERN program which supports students to engage in non-academic internships through covering a stipend and other expenses, with the only caveat being that the internship must be in-person and not remote. I was wondering if any organizations in conservation technology would be interested in a full-time intern that would be coming in with their own funding? 

In addition to experience with machine learning and acoustics through training a convolutional neural network for my research, I also have worked with GIS, remote sensing, and animal movement data through other projects. Further, I have experience in community outreach both in and outside of academic settings, as I previously worked for the Essex County Department of Parks and Recreation in New Jersey for 3 years where I created interpretive signs, exhibits, newsletters, brochures, and social media posts. Now while doing my fieldwork in Indonesia, I have led hands-on trainings in passive acoustic monitoring placement and analysis as well as given talks and presentations at local high schools and universities. 

I would love to be able to use this opportunity (while the funding still exists, which is uncertain moving forward due to the current political climate in the US) to exercise and develop my skills at a non-academic institution in the conservation technology sphere! If anyone has any suggestions or is part of an organization that would be interested in having me as an intern, please contact me here or via my email: fshort@bu.edu geometry dash. Thank you!

Hi Frank, your work sounds incredibly valuable and well-aligned with current needs in conservation tech. With your strong background in machine learning, acoustics, GIS, and outreach, you’d be an asset to many organizations. I’d recommend looking into groups like Rainforest Connection, Wildlife Acoustics, or the Conservation Tech Directory (by WILDLABS)—they often work on acoustic monitoring and might be open to in-person internships, especially with funding already in place. Best of luck finding the right match—your initiative is impressive!

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