Human-wildlife conflict is a shockingly common problem, often with enormous consequences for both individual animals and entire populations.
When human-wildlife conflict comes to mind, you may immediately think of wildlife crime instead - which isn't wrong, since many regions with wildlife crime problems like poaching are also areas where people may frequently deal with human-wildlife conflict, causing the two issues to go hand-in-hand. But human-wildlife conflict is a much broader issue encompassing many ways that human presence and interference can cause problems for us and animals alike. Human-wildlife conflict includes:
- Elephants trampling a farmer's crops, resulting in retaliation
- New real estate developments infringing on ecosystems where predator species live, leading to predators having less territory and less food, which in turn leads to predators attacking domestic animals and livestock
- Freeways dividing the territory of animals like mountain lions, leading to wildlife venturing into neighborhoods or being killed by cars
- Lead bullets used in hunting causing scavengers like condors to die of lead poisoning
These are just a few examples of how humans can negatively impact wildlife, and it's clear to see how many of these scenarios could escalate. Human-wildlife conflict solutions don't just include ways in which we can prevent these issues (for example, through tracking predators, monitoring populations' territories, or building barriers and wildlife crossings monitored by sensors), but also the ways in which we can help people connect with wildlife and care about learning to live alongside them.
If you're interested in solutions that can prevent human-wildlife conflict, join this group and get to know the people who are working to protect and save species around the world!
Header image: Casey Allen on Unsplash
- @ryanhuang
- | He/Him/His
Conservation scientist based in Pretoria, South Africa
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- @Rob_Appleby
- | He/him
Wild Spy
Whilst I love everything about WILDLABS and the conservation tech community I am mostly here for the badges!!
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Msc student in wildlife management and conservation
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Neuroscientist & engineer looking for a data/R&D role in conservation.
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Aspiring biodiversity conservationist holding a Bachelor of Science Honors degree in Wildlife Ecology and Management. l have experience in biodiversity conservation, livelihoods, climate change issues and am dedicated to advancing in these fields.
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An Environmental sciences and Management graduate from SUA, passionate and eager to drive change to the Environment, making World a better place for present and future generations.
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- @carlybatist
- | she/her
WildMon
Science Outreach Lead at WildMon; ecoacoustics, biodiversity monitoring, nature tech
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- @hyodopenguin
- | she/her
I am currently a rising junior at UC Berkeley studying data science. I hope to apply data with biodiversity, especially by utilizing camera traps for species classification. People in conservation tech are truly living my dream careers, and I can't wait to get even more inspired!
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Worked as a mechanical engineer for a defence co, then software engineer, then for a research lab specialising in underwater robotics.
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- @nyangetamagesa
- | Miss
I am currently working as research assistant at Lion Landscapes, I am deeply passionate about conservation activities and dedicated to preserve our planet's natural resources
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20+ years traveler and management consultant turned tech founder and conservationist. Founder & CEO of Zambezi Zero; super intelligence to solve for the biosphere SDGs.
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- @tobiaspetri
- | him/his
Schäuffelhut Berger GmbH
data science & algorithmic development
for movement ecology
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As people continue to move into natural habitats, conflicts between human beings and wildlife continue to rise. Although there are a number of early-detection systems and tools in place to prevent human-wildlife...
5 June 2018
Conflict between humans and wildlife is increasing as human communities expand and wild habitats are destroyed, prompting need for new mitigation techniques. As a winner of the Human Wildlife Conflict Tech Challenge,...
19 April 2018
‘The Field’… Say the words ‘The Field’ to a group of conservationists and it will immediately conjure up vivid memories of everything from sticky wet rainforests to burning dusty deserts. What’s more, it’s almost...
17 January 2018
Article
A new research project is looking to investigate whether technology combined with the ancient skills and knowledge of Namibian trackers can help save cheetahs from extinction. Called FIT Cheetahs, the research project...
4 December 2017
We are delighted to announce that British conservation technologist Alasdair Davies and the Dutch team of Laurens de Groot and Tim van Dam from the ShadowView Foundation are the winners of the first international Human...
1 November 2017
Our panel of international experts has been hard at work reviewing the 47 proposals we recieved for innovative technological tools to address human wildlife conflict. The panelists have systematically been assessing the...
20 October 2017
The inherent complexity of not only deploying technologies in the field but also doing so in a scientifically rigorous manner can prove a substantial barrier for the effective use of conservation technologies, and clear...
11 October 2017
The Domain Awareness System (DAS) is a revolution in monitoring technology, creating real-time awareness of protected areas assets. This technology has the potential to completely change standard monitoring procedures...
26 September 2017
Article
Human-wildlife conflict can be difficult to understand without knowing its impact on people and communities. In this case study, authored by community member and Human Wildlife Conflict Tech Challenge coordinator Femke...
19 September 2017
Earlier this year, WILDLABS community member Shashank Srinivasan was involved in an operation to capture the Pilibhit man-eater. In this account, he shares how they successfully managed to tranquilize and capture the...
10 August 2017
Frustrated by the limitations of the tools that were available for managing large camera trap data sets, Heidi Hendry and Chris Mann set out to develop something that met their needs, and thus, Camelot was born. In...
7 July 2017
Funding
The European Space Agency is calling for Kick-Start ideas to leverage space technology for wildlife protection. Three main topics of interest have been identified: 1) Wildlife monitoring, tracking and inventory, 2)...
5 July 2017
September 2024
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Description | Activity | Replies | Groups | Updated |
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Ah, and perhaps have a look at conservationdrone.org 😉 |
+7
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Drones, Human-Wildlife Conflict | 1 week ago | |
Thank you so much! Now everything is in the hands of amazing organizations and companies! But the first results of the Disaster Management cohort are bringing a very optimistic... |
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AI for Conservation, Climate Change, Early Career, East Africa Community, eDNA & Genomics, Emerging Tech, Ending Wildlife Trafficking Online, Human-Wildlife Conflict, Open Source Solutions | 2 weeks 1 day ago | |
Great!!! |
+32
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AI for Conservation, Drones, Emerging Tech, Human-Wildlife Conflict, Wildlife Crime | 2 weeks 2 days ago | |
@cmwainaina please take a look |
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Biologging, AI for Conservation, Camera Traps, Connectivity, Data management and processing tools, East Africa Community, Emerging Tech, Ethics of Conservation Tech, Human-Wildlife Conflict, Marine Conservation, Protected Area Management Tools, Remote Sensing & GIS, Sensors, Software and Mobile Apps | 3 weeks 4 days ago | |
Hi @nyangetamagesa , i'm so grateful for our input. |
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Human-Wildlife Conflict, Data management and processing tools, East Africa Community, Women in Conservation Tech Programme (WiCT) | 4 weeks ago | |
Thank you so much Adventina for sharing this wonderfully knowledge with me. |
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Human-Wildlife Conflict | 1 month ago | |
Hi everyone, it’s time I introduce our project titled “Innovative Sensor Technologies for Sustainable Coexistence: Advancing... |
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Biologging, Human-Wildlife Conflict | 1 month ago | |
I will start by asking: What will the future of conservation be if all the incentives do not hit the jackpot????In recent years, we have... |
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Conservation Tech Training and Education, East Africa Community, Human-Wildlife Conflict | 1 month ago | |
In that case, you might want to keep an eye on the project from @Lars_Holst_Hansen |
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Camera Traps, AI for Conservation, Conservation Tech Training and Education, Early Career, Human-Wildlife Conflict, Protected Area Management Tools | 2 months ago | |
Hey @FleuryGS :)Bright Frog Game Studios is producing some really cool environmental education video games that more people should know about! I've gone ahead and added it as an... |
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Human-Wildlife Conflict | 3 months ago | |
Thank you Robyn. Sure I will send more information to your email |
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Citizen Science, Acoustics, Conservation Tech Training and Education, Human-Wildlife Conflict | 3 months 3 weeks ago | |
Totally agree.Inititally sceptical until I saw Helena and Graeme were involved.MJ |
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Acoustics, Citizen Science, Community Base, Human-Wildlife Conflict | 3 months 3 weeks ago |
Comparing local ecological knowledge with camera trap data to study mammal occurrence in anthropogenic landscapes of the Garden Route Biosphere Reserve
9 April 2024 7:09pm
Combining camera traps and online surveys provided a more comprehensive understanding of mammal communities in anthropogenic landscapes, increasing both spatial coverage and the number of species sightings.
Mammal responses to global changes in human activity vary by trophic group and landscape
3 April 2024 4:52pm
These researchers used camera trapping as a lens to view mammal responses to changes in human activity during the COVID-19 pandemic.
Not so silent spectators: How spectator vessels at international sailing regattas alter marine soundscapes
3 April 2024 4:50pm
Check out how water-based sporting events are impacting underwater noise pollution for marine life.
Early Warning Systems (HWC) - successes/failures, recommendations?
13 December 2023 5:36pm
27 March 2024 3:45pm
INTERESTING. Okay hold tight on that idea. We've got some events coming on this topic (hence my questions), so a working group could follow on from that?
28 March 2024 7:17am
Hi @Henrikcox
I hope you are well.
I am not sure if you may remember myself and my colleague from CLS. We had a meeting and met in-person at Earthranger last year.
I would be very keen to discuss your current satellite limitations and suggest options based on your required outcome. Please let me know if I can assist?
Ai monitoring of wolves in the Netherlands
7 September 2023 9:45am
25 March 2024 5:06pm
26 March 2024 3:13pm
Hi Henrik!
We are going to do tests in the Copenhagen Zoo in Denmark during 2024 and in spring 2025. In the summer of 2025, the plan is to install a system in Northeast Greenland but I am also looking for opportunities to test it at sites with more plar bear action - like in Churchill Manitoba in fall 2025.
The system we started with is based on an NVIDIA Jetson Orin™ NX 16GB module but we are testing it alongside a RaspberryPi 5 based system.
Cheers,
Lars
27 March 2024 1:56pm
Great to know Lars! Let's stay in touch on this, would love to join the testing out there.
Cheers,
Henrik
SURAKHSYA Portal for Human-Elephant Conflict - any updates?
25 March 2024 11:15am
25 March 2024 11:39am
Ha - you're already in my thread, i've got your project in there, don't worry!
But it's more I don't want proof of concept early R&D type projects that are just destined for a paper or a hobby project, I want to hear about projects that have some plan for usability and scaling so that other people can take and implement them.
25 March 2024 12:17pm
I think that my system is likely the closest thing you will find in terms of production ready and potential to scale as it once was a commercial system with complete over the air updates more than 10 years ago. It’s been in use by many people for more than 10 years and has used AI triggering since 2019. I’m pretty sure no other system can claim that.
So I have the system but you got me on the scalability because to do that you need funding. I don’t have the funding. If I had the funding I’d be doing it full time. But I’ve said enough now. So I’ll leave it at that.
25 March 2024 12:26pm
This thread is off-topic in this conversation, so happy to continue it in the other one. However, just noting - your system is one example, but not the only one - there are certainly other early warning systems in varying stages of development, testing and roll out, and using different levels of technology (ai or otherwise).
Now for Wildlife
12 March 2024 2:36pm
Lion Deterrence
29 February 2024 9:59pm
4 March 2024 5:34am
I remember the study in EA when they painted cows with zebra strips to stop the Tsetse fly bites. Sometimes it is the simplest things that work
8 March 2024 2:52pm
Hi @rokshanabushra
So are you looking to replicate something like this?
https://predatorguard.com/products/predator-deterrent-light
This is, in principle at least, fairly simple, as it's really just some red LEDs and a small solar-battery power system. You could buy one of the commercial options and do a teardown (or I can do it if you like, as I'd be interested to find out exactly what they are doing).
In lieu of that, I suspect a light-dependent resistor is probably used to control the lights coming on at night (i.e. something along these lines: https://www.instructables.com/How-to-Make-LDR-Darkness-Sensor-Circuit-Simple-DIY/).
If you employ some sort of 'blink' or flashing protocol (you could use a 555 timer to keep the costs down), you could save quite a bit of power (compared to running the lights constantly). For example, something along these lines: https://www.instructables.com/Adjustable-SingleDual-LED-Flasher-Using-555-Timer-/ You could also add a PIR motion sensor so it only comes on when nearby motion is detected, but of course the costs of building goes up.
There are also a few off-the-shelf flasher designs that might be cheap enough already to consider (e.g. https://www.ledsales.com.au/index.php?main_page=product_info&cPath=142_143&products_id=2820). This seems like a reasonably good option for low power, although I have no idea how well it actually works...You can also buy LEDs that flash by themselves (e.g. https://www.ledsales.com.au/index.php?main_page=product_info&cPath=148_152_159&products_id=2951).
If you think sounds might also help (e.g. human noises etc.), check out the Boombox from Freaklabs: https://freaklabs.org/technology/boombox/ and it should be possible to add 'eyes' in the form of reflectors, or, some kind of LEDs that activate at the same time as the sound. You could contact Akiba or Jacinta about it as I am sure they'd help if they can: https://freaklabs.org/about/#:~:text=providers%20including%20ARGOS.-,the%20team,-Chris%20%E2%80%98Akiba%E2%80%99%20Wang
Anyway, happy to help if I can and all the best for the project.
Cheers,
Rob
8 March 2024 4:11pm
Hi Rokshana,
Maybe you can try this product from India called ANIDERS -
I think this product would help you a lot. This is their website -
Tools for automating image augmentation
26 January 2024 2:33pm
16 February 2024 7:42am
Hi @arky !
Thanks for your reply.
I am running into pytorch/torchvision incompatibility issues when trying to run your script.
Which versions are you using?
Best regards,
Lars
18 February 2024 11:05am
@Lars_Holst_Hansen Here is the information you requested. Also run Yolov8 in multiple remote environments without any issues. Perhaps you'll need to use a virtual environment (venv et al) or conda to remedy incompatibility issues.
$ yolo checks
Ultralytics YOLOv8.1.4 🚀 Python-3.10.12 torch-1.13.1+cu117 CUDA:0 (Quadro T2000, 3904MiB)
Setup complete ✅ (16 CPUs, 62.5 GB RAM, 465.0/467.9 GB disk)
OS Linux-6.5.0-17-generic-x86_64-with-glibc2.35
Environment Linux
Python 3.10.12
Install pip
RAM 62.54 GB
CPU Intel Core(TM) i7-10875H 2.30GHz
CUDA 11.7
matplotlib ✅ 3.5.1>=3.3.0
numpy ✅ 1.26.3>=1.22.2
opencv-python ✅ 4.7.0.72>=4.6.0
pillow ✅ 10.2.0>=7.1.2
pyyaml ✅ 6.0.1>=5.3.1
requests ✅ 2.31.0>=2.23.0
scipy ✅ 1.11.4>=1.4.1
torch ✅ 1.13.1>=1.8.0
torchvision ✅ 0.14.1>=0.9.0
tqdm ✅ 4.66.1>=4.64.0
psutil ✅ 5.9.8
py-cpuinfo ✅ 9.0.0
thop ✅ 0.1.1-2209072238>=0.1.1
pandas ✅ 1.5.3>=1.1.4
seaborn ✅ 0.12.2>=0.11.0
18 February 2024 11:18am
Perfect thanks! I am still a novice using Python but my wife can help me!
Post-doc possition - Field spanning movement ecology, ecology of fear, bio-logging science, behavioral ecology, and ecological statistics
10 February 2024 7:20am
Southern African Wildlife Management Association Conference 2024
6 February 2024 12:20pm
Passionate engineer offering funding and tech solutions pro-bono.
23 January 2024 12:06pm
26 January 2024 3:18pm
Hi Krasi! Greetings from Brazil!
That's a cool journey you've started! Congratulations. And I felt like theSearchLife resonates with the work I'm involved round here. In a nutshell, I live at the heart of the largest remaining of Atlantic forest in the planet - one of the most biodiverse biomes that exist. The subregion where I live is named after and bathed by the "Rio Sagrado" (Sacred River), a magnificent water body with a very rich cultural significance to the region (it has served as a safe zone for fleeing slaves). Well, the river and the entire bioregion is currently under the threat of a truly devastating railroad project which, to say the least is planned to cut through over 100 water springs!
In face of that the local community (myself included) has been mobilizing to raise awareness of the issue and hopefully stop this madness (fueled by strong international forces). One of the ways we've been fighting this is through the seeking of the recognition of the sacred river as an entity of legal rights, who can manifest itself in court, against such threats. And to illustrate what this would look like, I've been developing this AI (LLM) powered avatar for the river, which could maybe serve as its human-relatable voice. An existing prototype of such avatar is available here. It has been fine-tuned with over 20 scientific papers on the Sacred River watershed.
And right now myself and other are mobilizing to manifest the conditions/resources to develop a next version of the avatar, which would include remote sensing capacities so the avatar is directly connected to the river and can possibly write full scientific reports on its physical properties (i.e. water quality) and the surrounding biodiversity. In fact, myself and 3 other members of the WildLabs community have just applied to the WildLabs Grant program in order to accomplish that. Hopefully the results are positive.
Finally, it's worth mentioning that our mobilization around providing an expression medium for the river has been multimodal, including the creation of a shortfilm based on theatrical mobilizations we did during a fest dedicated to the river and its surrounding more-than-human communities. You can check that out here:
Let's chat if any of that catches your interest!
Cheers!
2 February 2024 1:22pm
Hi Danilo. you seem very passionate about this initiative which is a good start.
It is an interesting coincidence that I am starting another project for the coral reefs in the Philipines which also requires water analytics so I can probably work on both projects at the same time.
Let's that have a call and discuss, will send you a pm with my contact details
There is a tech glitch and I don't get email notifications from here.
Landscape of technology solution for African lion conservation
15 January 2024 11:03am
29 January 2024 10:25am
Hi Simon,
Thanks for your reply. I would be interested in having a chat with you and hear more about the work you are doing! Lets connect and we can try to schedule a call in the coming days.
Thank you,
Best,
Jacobo
29 January 2024 11:03am
Hi Maureen,
Thank you very much for your insights. I would definitely like to connect with you and discuss this further! I will reach out to you so we can potentially schedule a quick call and chat about this further.
Thank you,
Best regards,
30 January 2024 10:47am
Hi Jacobo,
We have launched a new tracking/logging/finding technology which you may find of interest https://www.tagranger.com/
Based on LoRaWAN (but with yor own handheld gateway) you can communicate with your Tags in real time. As well as requesting current GPS locations from long distances away you can also use the integrated ranging tools which give you distance to your Tag in metres when you get closer.
Key features:
LoRaWAN (tested up to 21km line of sight) No infrastructure required, but you can also add it to your own LoRaWAN network.
UWB ranging gives distance (in metres) to the Tag up to 150m away
Hybrid Ranging combines the equivalent of a VHF pinger from a few km away (line of sight) with the UWB ranging when you get closer
Log Download remotely using UWB radio
Ultra light 39g Tag
Power Efficiency Defined by your configuration profie, 2 days to 4 years!
Let me know if you would like any further help with this.
Craig
How are Outdoor Fire Detection Systems Adapted for Small Forest Areas, Considering the Predominance of Indoor Fire Detectors?
8 January 2024 4:27pm
22 January 2024 6:35pm
Fire detection is a sort of broad idea. Usually people detect the products of fire, and most often this is smoke.
Many home fire detectors in the US use a radioactive source and measure the absorption of the radiation by the air. More smoke means more absorption.
For outdoor fire detection, PM2.5 can be a very good smoke proxy, and outdoor PM2.5 sensing is pretty accessible.
This one is very popular in my area.
Cold-Weather Soundscapes
HWC Tech Challenge update 2020
Presentation opportunity: Text analysis for conservation (NACCB 2024)
8 January 2024 4:05pm
Apply to Beta test Instant Detect 2.0
11 May 2023 10:55am
21 December 2023 3:48am
Will you accept personal/hobbyist focused on conservation on their small plots of land (10-100 acres)?
I would, and know others, who would happily pay more than the official conservationists rate for the service, which could help to further subsidize the project. (Referring to your statement here: https://wildlabs.net/discussion/instant-detect-20-and-related-cost)
Seeking Host Organisations for Travel Scholarship Application
19 December 2023 12:54am
20 December 2023 3:07am
Hi Eva,
Me and my colleagues run a small NGO based on Yogyakarta in Indonesia, although our projects are spread around the country. One of our active project is working with the movement ecology of Sunda gharials in Berbak-Sembilang National Park. One of the other is for Malayan Giant Turtle conservation using one-plan approach, which we are planning to start in situ phase. We can't give you promise about anything, but are able to be the host organization and would love to talk the opportunity!
Cheers,
Dhanu
Thermal cameras for monitoring visitors in highly vulnerable conservation areas
21 June 2022 3:44pm
22 September 2023 12:00pm
I would be interested how you setted up this system. Which model do yu use and how are they connected?
6 October 2023 12:27pm
We have the the FLIR FC series (FC 618) thermal cameras setup. with regards to the connection between the cameras and monitoring station, this through fiber cable and microwave radio links.
15 December 2023 8:09pm
Hi,
This is a really late answer but I was new to wildlabs then. I have a security appliance that uses state of the AI models and user defined polygon areas of interest that generates video alerts of intrusions in typically under a second.
Although its setup to install automatically on an NVidia AI on the edge boxes of your intentions were to monitor a great deal of cameras you could also install it on a desktop with a high end GPU for very high performance. At home I use a desktop with an rtx 2080ti and monitor around 15 cameras and a thermal imaging camera (old one).
I have also tested a high end model (yolov7) on a high end thermal imaging camera image and it works fine as well.
![Thermal yolov7](/sites/default/files/inline-images/image_4.jpeg)
Thermal imaging cameras are hellishly expensive though and I’ve found that new extremely light sensitive cameras like the HIKvision colorvu series almost obsoletes them in terms of people detection at night at a fraction of the cost.
If you are interested I’d be happy to show you a demo in a video meeting sometime if you like. I’m pretty sure it would meeting all your intrusion detection and alerting needs.
My project page is
How polar bears and people are kept safe thanks to integrated video and radar system
15 December 2023 12:22pm
Milestones Systems and Polar Bear International present their test of bear-dar in Churchill in the this Youtube video:
https://www.youtube.com/watch?v=WiXAHYCA99M
Bear-dar: Updates from the Field
15 December 2023 11:58am
Polar Bear International chat about bear-dar and burr on fur in this video on Youtube
https://www.youtube.com/watch?v=AfL42Wqctkk
New Toolkit to Help Communities in Africa to Live Safely with Elephants
13 December 2023 5:44pm
Holistic, Ethical & Community-led Human-Wildlife Conflict Solutions with Gabriela Fleury
![](/sites/default/files/2023-10/picture-1733-1498260570-1733.jpg)
8 December 2023 1:38pm
ICOTEQ launch TAGRANGER® system of products
23 November 2023 1:25pm
AWMS Conference 2023
Instant Detect 2.0 and related cost
16 November 2023 12:50am
16 November 2023 10:55am
Hi Kaarthika, hi all,
ZSL's Instant Detect 2.0 is currently undergoing Beta testing with external partners and so is still pre-production. We therefore do not have final pricing for the system.
Saying this, we have got a manufacturing partner fully set-up who has already completed two full build rounds of the system, one in 2020 and another in 2023. This means we actually have a very good idea of the system's build costs and what these are likely to be when we can manufacture the system in volume.
While I cannot release this pricing yet, I am confident that we will have an unparalleled proposition.
In particular, the satellite airtime package we can supply to conservationists due to the generosity of the Iridium Satellite Company means that each system can send 3,600 (25-50KB) images a month from anywhere in the world for a single fixed fee. This equates to around a 97% discount to the normal commercial rates.
We are currently very busy fundraising so that we can make this final step to scale the system.
If we can secure this funding, we hope to go into volume production by mid-2024.
Best wishes,
Sam
16 November 2023 2:12pm
Thank You for your valuable update Sam
16 November 2023 2:30pm
Hello Sam,
What would you say would be the estimate cost was for the first version Instant Detect 1.0 ? That might help my research ?
Insight; a secure online platform designed for sharing experiences of conservation tool use.
7 November 2023 1:01pm
A secure platform designed for those working to monitor & protect natural resources. Insight facilitates sharing experience, knowledge & tools to increase efficiency & effectiveness in conservation. By sharing we reduce time & money spent to find, test, & implement solutions.
How 400km solar-powered fence reduces human-wildlife conflict - The Standard
31 October 2023 7:35am
An electric, solar-powered fence erected by the Rhino Ark Charitable Trust partnering with the Kenya Wildlife Service completed in 2009 evolved into the longest conservation barrier that safeguards vital forests in the Aberdare Conservation Area fostering peaceful coexistence.
27 March 2024 3:22pm
Hi @Henrikcox this is very exciting news about the Sentinel. The LoRa and cell options sound really great for a lot of urban/semi-urban areas, so a big potential winner there. Does the Sentinel offer any sort of GPIO pins that could possibly be connected to something external (e.g. like a sound unit that can playback scary sounds) if a detection occurs?
Also @StephODonnell I'd be super keen for something like a 'WILDLABS working group' or similar on this, as it such an important topic.
Rob