Camera traps have been a key part of the conservation toolkit for decades. Remotely triggered video or still cameras allow researchers and managers to monitor cryptic species, survey populations, and support enforcement responses by documenting illegal activities. Increasingly, machine learning is being implemented to automate the processing of data generated by camera traps.
A recent study published showed that, despite being well-established and widely used tools in conservation, progress in the development of camera traps has plateaued since the emergence of the modern model in the mid-2000s, leaving users struggling with many of the same issues they faced a decade ago. That manufacturer ratings have not improved over time, despite technological advancements, demonstrates the need for a new generation of innovative conservation camera traps. Join this group and explore existing efforts, established needs, and what next-generation camera traps might look like - including the integration of AI for data processing through initiatives like Wildlife Insights and Wild Me.
Group Highlights:
Our past Tech Tutors seasons featured multiple episodes for experienced and new camera trappers. How Do I Repair My Camera Traps? featured WILDLABS members Laure Joanny, Alistair Stewart, and Rob Appleby and featured many troubleshooting and DIY resources for common issues.
For camera trap users looking to incorporate machine learning into the data analysis process, Sara Beery's How do I get started using machine learning for my camera traps? is an incredible resource discussing the user-friendly tool MegaDetector.
And for those who are new to camera trapping, Marcella Kelly's How do I choose the right camera trap(s) based on interests, goals, and species? will help you make important decisions based on factors like species, environment, power, durability, and more.
Finally, for an in-depth conversation on camera trap hardware and software, check out the Camera Traps Virtual Meetup featuring Sara Beery, Roland Kays, and Sam Seccombe.
And while you're here, be sure to stop by the camera trap community's collaborative troubleshooting data bank, where we're compiling common problems with the goal of creating a consistent place to exchange tips and tricks!
Header photo: ACEAA-Conservacion Amazonica
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Conservation International
I graduated in Ms of Entomology, and currently I work with Conservation International Cambodia as Biodiversity and Science Senior Coordinator.
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Wild Spy
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Wildlife Logistics
Ecologist / Business Management
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Partner in Conservation at WWF
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Behavioural ecologist @CNRS in France - working mostly on ungulates in Europe and Africa
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Botswana Predator Conservation Trust
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Creative director and artist in love with nature and the use of technology for wildlife conservation.
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Computer engineer, Drone Pilot, Seed researcher
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Duke University
Master of Environmental Management student at Duke University studying how technology can facilitate conservation efforts in a multitude of ecosystems.
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WCS is seeking a Conservation Technology Specialist to join their work in the Okapi Wildlife Reserve.
11 August 2023
Please join us in celebrating this year’s top #Tech4Wildlife Photo Challenge Honorees as chosen by our panel of leading conservation organization judges, and enjoy the story contained within these entries about how our...
4 August 2023
Join us as we count down the WILDLABS community's honorees in the first-ever #Tech4Wildlife Community Choice Awards!
3 August 2023
Exciting opportunity for an experienced biodiversity monitoring expert in ZSL's conservation department
18 July 2023
Article
In 2019, the U.S. Navy initiated a time-lapse camera study to investigate seal presence at select haul-out locations in the lower Chesapeake Bay and coastal waters of Virginia, which are important areas to Navy training...
13 July 2023
Apply for funding (£500,000-£750,000) to develop software systems, which will help to improve biodiversity monitoring by automating the analysis of images and videos
12 July 2023
Applications are now open till 23 July for the 2023 Canon Oceania Grants with the category of the Environmental Grant valued at AU$5,000. The finalist will be selected based on the environmental and social merits of...
7 July 2023
Article
At Appsilon, we are always working to enable our users to get the most out of our solutions. With this in mind, we are happy to introduce two new add-ons to Mbaza AI.
4 July 2023
In this Conservation Tech Showcase case study from Osa Conservation, you’ll learn about how technology is aiding their long-term efforts to prevent wildlife crime, protect critical species, and build a climate-adaptive...
22 June 2023
In this interview between Rob Appleby and Ellie Warren, we discuss the importance of DIY, recycling, and sharing tools in order to make our community more sustainable.
14 June 2023
Careers
Permanent and Full Time role at the UK Centre for Ecology & Hydrology
8 June 2023
Acorn removal study of Nendo Dango, Ecological Restoration Research group at the University of Granada
5 June 2023
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July 2021
Description | Activity | Replies | Groups | Updated |
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Hi @mguins , as @kimhendrikse mentioned resolution (and also brand) for thermal cameras can dictate a big jump in price. GroupGets has a budget Lepton (FS - short for 'factory... |
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Camera Traps | 1 week 5 days ago | |
I would be interested how you setted up this system. Which model do yu use and how are they connected? |
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Human-Wildlife Conflict, Camera Traps, Sensors | 1 week 5 days ago | |
Keep us in touch looks promissing! |
+7
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Camera Traps | 1 week 5 days ago | |
This is super cool! Me and @Hubertszcz and @briannajohns and several others are all working towards some big biodiversity monitoring projects for a large conservation project here... |
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps | 1 week 5 days ago | |
A few months ago, the Wildlife Insights team conducted a survey to learn more about camera trap data management practices, the use of AI... |
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Camera Traps | 2 weeks ago | |
Hello Community,I am currently working on specifying some camera trap projects and am particularly interested in gathering statistics on... |
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Camera Traps | 2 weeks 2 days ago | |
Just a heads up that GBIF has released a new technical document for community peer review. The guide, Best Practices for Managing and... |
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Camera Traps | 2 weeks 5 days ago | |
Ben, I have just noticed you work at Chester Zoo. I am due to be at Welsh Mountain Zoo on Fri 22nd and Sat 23rd giving talks about our Margay project that uses arboreal... |
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Camera Traps | 3 weeks 4 days ago | |
And finally for now, the object detectors are wrapped by a python websocket network wrapper to make it easy for the system to use different types of object detectors. Usually, it'... |
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Autonomous Camera Traps for Insects, Camera Traps | 4 weeks 1 day ago | |
Frank's idea of using 2 camera traps is inspired!I've fiddled with cheap camera traps a bit, and some (most?) of them use a low power, inaccurate timer for the time lapse function... |
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Camera Traps | 1 month 3 weeks ago | |
Thanks folks. Will go check and let you know what I learn.Mike |
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Camera Traps | 1 month 3 weeks ago | |
Thank you for your suggestion, Collin. It's not my decision, but I'll pass it on |
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Camera Traps, Drones | 1 month 3 weeks ago |
Low-cost underwater camera trapping and deep learning

30 November 2021 12:00am
Technical Difficulties: The Promise and Pitfalls of Machine Learning for Conservation

23 November 2021 12:00am
Caiman: Images as Sources of Intelligence

18 November 2021 12:00am
Technical Difficulties: Pangolin in a Haystack

11 November 2021 12:00am
Mesh camera trap network?
9 April 2017 1:29pm
8 November 2021 12:44pm
Hi Sam,
I´ve been waiting for your Instant Detect 2.0 .
So great to hear about your progress. Please keep us updated!
Greetings from Austria,
Robin
8 November 2021 1:05pm
Hi Sam,
Impressive! Any chance the LoRa code is open source? I should like to take a gander.
Thanks
Opportunity: Wildlife Connectivity Technician (Seasonal)

3 November 2021 12:00am
Technical Difficulties: Understanding the Realities

13 October 2021 12:00am
Technical Difficulties: A Deployment Checklist

13 October 2021 12:00am
Advice needed: Beginner's Conservation Tech Starter Kit
22 September 2021 6:06pm
5 October 2021 11:52pm
Hey Rob!
Thanks for all the tips! Getting 2 SD cards was a good reminder. I'd put extra batteries on my shopping list, but forgotten an extra SD card. Do you have a recommendation for a minimum SD card size?? I don't have any understanding of how long it'll take one of any size to completely fill up.
I also think I'll try a little of both for video vs. still images, but the majority of it will probably be video to see how the squirrels are behaving/fighting.
And I'm way ahead of you with the picnic table idea. These squirrels will be treated to some very fun props and dining opportunities along the way.
5 October 2021 11:56pm
Hey Harold, that'd be amazing! I'll get in touch for more info, thank you!
8 October 2021 1:02am
Hey Ellie--
Glad to see you getting started with this.
I'll speak to the data-storage question, it might be worth it for you to do something like paying for extra google drive space rather than go through the external hard drive process. That way you're ensuring you don't have to worry about losing your drive or just leaving it at home. It's $30 US for 200GB of space for a year, which is quite reasonable, especially for a single recorder / camera trap.
I'd also make sure you have an SD card reader, and maybe a sealed card holder/wallet to keep data safe while it transitions from the field. How much to budget for batteries will depend on exactly what sensors you end up purchasing but in my experience, ordering high-end alkaline batteries is the best bet (for example, in the Duracell line, their Procell D batteries really do perform better than the normal consumer level coppertop batteries). I'd recommend playing around with the scheduler software for whatever acoustic sensor you end up obtaining to figure out whether you'll be limited by power or storage depending on how you set things up.
Old camera traps go cellular
6 February 2020 12:00pm
27 August 2021 4:30pm
Oh very cool Robin. Do you mind if I ask how much it is for the unit?
27 August 2021 5:43pm
Hi Rob,
prices drop but I payed 88€ for mine.
7 September 2021 5:18pm
Thank Capreolus,
for your feedback, did you try it where the cellular network is weak?
Thank you.
How do I use animal-borne imaging technology in marine and terrestrial environments?

16 August 2021 12:00am
Workshop in analysis of camera trap data using distance sampling
7 August 2021 1:15pm
Tech Tutors: How do I use tech ethically?
5 August 2021 3:28pm
App Development Environment for Commercial Trail Cameras
1 July 2021 6:17pm
4 July 2021 12:27am
much appreesh @StephODonnell
21 July 2021 12:40am
I've put together a short slide deck outlining the concept and status (see attached PowerPoint). Critcally, I'm looking for a 1 to 3 "inaugural open source developers" to help launch the effort. Ideally, these developers would be associated with a project in need of enhanced firmware. I've already spoken with @Alasdair about this, and it looks like there could be an opportunity based on one of his projects. Please repond on this thread (or message me directly) if you know of anyone who might be interested or available. Skillset looks like:
•C (C++?) for Feature Development
•Python (for tool development)
•Thread-X RTOS
•Embedded System Software Design
•GitHub/Colab/Open Source Development Environments
•Ability to Operate (and to help define) a Nascent Software Development Environment
30 July 2021 2:18pm
@Freaklabs
Akiba may be interested?
How to dissociate the detector sensor from the camera in a camera trap surveyed area?
19 July 2021 8:36am
19 July 2021 7:11pm
I think it would be technically possible. Something like the camera being put to sleep, and only activated when an outer sensor is triggered. I would be more worried about getting ethical approval for such a study where the aim is to have a live domestic animal being attacked by a predator in a confined space.
20 July 2021 10:18am
Hi Egil, indeed, ehtcial approaval is of course needed and I will ask for it for sure! (But note that it is hard to explain farmers that I need ethcial approuval for that project aiming at reducing attacks, while they get attacks every other weeks despite fences, livestock guarding dogs and/or shepherds !!).
30 July 2021 12:29pm
My guess is that the camera triggering will prove to be far less of a challenge than getting ethical approval for penning livestock where predators can reach them. If you have such a high rate of wolf attacks in free-ranging flocks then you can directly measure the decrease in rate of attacks in flocks that have the repellent vs those that do not.
Tech Tutors: How do I get started with Wildlife Insights?
29 July 2021 12:04am
Wildlife Insights Launches

27 July 2021 12:00am
Time lapse camera: recommendations needed
20 May 2021 3:20pm
28 May 2021 6:40pm
Hi again,
DSLRs are not that complicated and they are also used in rainforests by photographers (for "nice" non-sccientific images). I have heard reports that termites can be rough though! I have seen people making heavy duty metal "overboxes" to protect against asian elephant "vandalism".
I have no experience myself with Reconyx ultra fire models and merely mentioned you might want to consider them as they have higher resolution and can thereby potentially record smaller details. With these small sensor cameras, as trail cameras are, the actually resolution is likely limited by the quality of the lens though!
With a DSLR you have a large sensor (= good quality pixels (less noise)), full control over the lens quality and angle of view BUT the setup will be considerably more expensive. I believe you could get comparable syncronisation of multiple cameras with either DSLRs or trailcameras.
18 June 2021 2:57pm
Hi Ivonne,
Have you considered using a GOPRO? They have some pretty natty features now and they have a good range of mounting and waterproofing gadgets. If you don’t need traditional camera trap features these work well and you can dial up the image quality to suit your needs.
Dave
22 July 2021 6:02pm
Do you need the photos during the timelapse, or just all at once at the end? If the latter, how many exposures will you need per timelapse recording? Depending on your answers, that might limit you to only options that let you retrieve images during recording - perhaps requiring wifi or celular?
Not knowing your requirements there, just some general thoughts:
GoPros
I too would think a GoPro would be an option, iff wide angle suits your purposes (though, if resolution isn't a high priority, GoPros do have exposure-time cropping options). Cheap, robust, with myriad accessories easily available. They also have wifi support - though, last I checked, you can't browse & download images while the GoPro is in recording mode (not even between exposures). Maybe newer models have removed that limitation?
There's also relatively novel options like the GoPro MAX with 360° video recording.
Trail cameras
I've used several different trail cameras that have timelapse options - they're pretty common. I haven't used Reconyx ones, though. In general I find trail cameras to be pretty useless photographically - fine, maybe, for just monitoring wildlife activity.
Mirrorless / DSLR
If you do go for a 'real' camera, go for one with (at least the option of) a pure electronic shutter. Few DSLRs have this option. Some - but not all - mirrorless do. Mechanical shutters (a) can cause motion blur and (b) tend to break after a few hundred thousand exposures. e.g. if you're doing one exposure per minute, you'd get less than a year from most consumer cameras.
The Sony a6100 (or later) cameras are good options for this - they're old and therefore can be found very cheap, but the image quality is still light-years ahead of trail cameras & GoPros.
A slightly more up-market option - probably only of any interest if night-time exposures are important - would be a Nikon Z5. Alas they're current-model so you probably won't find big discounts, but you get:
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Excellent image quality (provided 24MP is sufficient resolution for you - are you aiming for 8K timelapse?). There are higher-end options (Z6, Z7) as well as Sony a7r options if you need higher resolution or (marginally) better image quality.
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The ability to use practically any lense ever made on them (their Z mount supports adapters to practically any other mount system). In case you have particular lens requirements, or existing lenses you want to use.
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Twin UHS-II SD card slots, so you can record to two cards simultaneously if data loss (from a faulty SD card) is a concern.
Keep in mind, though, that most mirrorless/DSLRs have limitations on how many exposures they'll allow on their built-in intervalometers (e.g. 9999 for Nikons). But there's usually ways around that using $10 plug-in intervalometers, if need be (and fancier options if you want more control, such as "bulb ramping" for recording across day & night smoothly).
24-hour monitoring of birds' nests
21 May 2021 1:43pm
17 July 2021 4:32am
Hi Ben,
This is relatively straightforward. It just requires an IP network camera, a 12V PoE injector, 12V power source, high-capacity SD card and an ethernet cable to your laptop.
I designed and put this ruggedized system together in a Pelican case for outdoor use. It may interest you:
https://envirocam.com.au
Various lenses from 2.8mm (wide-angle) to 16mm (close-up) can be used for or even thermal for complete visibility in darkness. Up to four lenses can record simultaneously for multiple angles of view.
Whist used for illegal-dumping detection in bushland, it can be equally used for your scenario.
I'm happy to give you some pointers - just reach out.
Best regards,
Anthony
21 July 2021 9:50pm
I would suggest, if time is of the essence, to use an off-the-shelf "security" camera.
I had some luck using Wyze cams, they are $35 apiece and connect via wifi. You power them via USB and it should be easy to set up either a large car battery with a usb charger or even a simple solar setup with a 5V output. The new version is weatherproof, although it would probably require further waterproofing for a rainforest setup. They are fairly small (I think something like a 5x5x5cm cube) and have visual motion detection, something that would be of benefit for your as it would also pick up reptiles as they move into the frame. They a microSD slot and you can view the data remotely, the app will send you notifications every time there is a movement detected. They are not in real-time but usually with less than a minute delay and for a couple of $$ a month you get unlimited cloud storage as well.
As mentioned earlier, of might be easier to run a camera on wire and power it with PoE, the connection would be much more stable but then you need to have a physical connection and a cable running through the forest which is another challenge.
Just my $0.02, keep in mind this is not as robust of a solution as, let say, envirocam, but it will allow you to set it up really quickly, given you have internet access.
22 July 2021 4:28pm
Dear Anthony and Michal,
Many thanks for the suggestions! Anthony, I have sent you a message through the site you linked to. I'd be interested to know more about the cameras you are using.
Michal, it's good to know about Wyze - I had not come across them. We're working with the options we have available in Brazil for now, but in future we may decide to import equipment. It's a long and bureacratic process to do so, even for relatively simple items. We don't have internet access at the field site, so it will have to be either a cable or local wifi setup (camera to computer). When we have a system set up I will try to post some details here about how it works out.
Thanks!
Ben
Tech Tutors: How do I get started with Megadetector?
22 July 2021 3:34pm
How do I get started with Wildlife Insights?

19 July 2021 12:00am
Structured light/lidar /laser for measuring animals in camera traps and BRUVs.
4 July 2021 10:41am
16 July 2021 2:35pm
Could you explain a bit more, do you want a measurement of length, or whole volume?
Like @wkcmark said, there are some simple solutions for measuring length fish, using stereo arrangements for example (2 cams looking at the same spot from slightly different angles). I also found this creative solution, using a single camera in a special acrylic case, that makes use of refraction indices. This, again, is for underwater systems.
If you could project two lasers at a known angle on the body of the animal like in exploration submarines, you could calculate the distance from the camera and measure the animal, although this would be a manual process.
17 July 2021 2:45pm
The simplest version might be a laser rangefinder, a measurement of image size, and some straightforward geometry, whihc would allow reasonable calculations of linear measurements.
17 July 2021 4:48pm
I've been wondering about rangefinding/size-measuring technologies that could be incorporated into camera traps for a long time, and am following this thread and the work of @Freaklabs with great interest.
So far I see there's stereo photography, Lidar, structured light/illumination, laser rangefinding, being suggested. I'm curious if we could come up with a relatively exhaustive list of potential technologies, then possibly discuss the pros/cons of each when used in a camera trap? For example, laser rangefinding might give precise and accurate measurements but maybe because it is an active sensor it drains the battery quickly and the laser might affect animals?
If there's interest I can start a separate thread so as to not detract from this one.
Tech Tutors: How do I choose the right camera trap(s) based on interests, goals, and species?
14 July 2021 8:42pm
16 July 2021 12:07pm
Thank you Stephanie,
live streaming to a cell tower
5 July 2021 2:58pm
6 July 2021 2:53am
Hi Doug.
We often work in remote areas like rainforests, desert, Australian outback, etc so we often have to develop custom hardware. We haven't seen anything that fits our needs in a budget range that could accomodate the projects that we work on.
We've since gottenr requests to make the devices publicly available but are still working on finding time to document and set up the manufacturing for them.
However you may be interested in one of the designs we've been using in the Middle East and Australian outback. It's for 3G cellular communications and has inputs for a solar panel and rechargeable batteries. We're manly using it to connect periodically to a cell tower and upload data it collects from other wireless devces (LoRa) in the area. But you can also use it for streaming if your solar/battery capacity is large enough.
If you're interested us, please direct message us on WildLABS and we can discuss more and perhaps set you up for pre-release hardware. I've included some pics below:
Akiba



7 July 2021 11:01pm
Thanks for your quick response. I am definitely interested in your device if I understand correctly. Your device sends the camera feed to the celular network? Telus advertises 4G/5G does that also carry 3G? So I would need a camera, solar panel battery and a celular data plan?
Doug
8 July 2021 4:10am
Hi Doug.
It's actually an interesting application, however it might actually be cheaper to try and put together an off-the-shelf solution rather than go custom. There seem to be some livestreaming trailcams that might give you what you want almost out of the box. The Spartan GoLive trailcam seems like it might do this. Also other animal webcam setups seem to use a combination of WiFi security camera + a WiFi-LTE modem. This might actually be the cheaper and quicker way to go.
I do think that having a cellular streaming camera setup specifically for wildlife is a really interesting design. Trailcams are generally designed for camera trap functionality so I suspect the live functionality would be an afterthought. I'm curious if they have to deal with things like heat and recovering the stream after the communications goes down.
In our designs, we assume a very resource constrained environment, ie: no power sources, little or no connectivity, etc. So looking at a design where it's specifically expecting a power source (ie: dedicated large solar panel) and good/decent cellular connectivity with the design focus on uptime might be something interesting to pursue.
But for now, I recommend checking out the live trailcams or a wifi security cam + LTE bridge setup. And if you're interested in a dedicated solution specifically for wildlife cams, I'd love to discuss what the requirements would be. It might be super useful for wildlife orgs and parks to build awareness and improve funding,as well as benefit the research and conservation community.
Akiba
How do I get started with Megadetector?

7 July 2021 12:00am
WILDLABS Tech Tutors: Season 3

6 July 2021 12:00am
How do I choose the right camera trap(s) based on interests, goals, and species?

6 July 2021 12:00am
How (some) Trail Cameras Fail + how to fix
1 July 2021 6:31pm
3 July 2021 1:45pm
That's such a cool list. Thanks for posting it!
Akiba
Discover new services to improve camera traps' user experience!
24 June 2021 9:09am
Sourcing camera traps in Ukraine - advice needed!
15 June 2021 10:19am
17 June 2021 4:46am
Hi,
Maybe try sourcing from Aliexpress? I an't speak to the quality, but at some price point it becomes worth looking into this option.
-harold
8 November 2021 9:53am
Hi Capreolus, hi all,
As this thread seems to have come alive again, I thought it might finally be time to share some of the progress that's been made on a LoRa connected camera trap system developed by the Zoological Society of London called Instant Detect 2.0. There are already some blogs on this site about Instant Detect 2.0 so I’ll just focus on the LoRa camera here.
Sending images using an off-the-shelf LoRa module and protocol isn’t possible, so we had to develop our own protocol (MAC and Application layers) from scratch using the LoRa physical layer.
We designed this protocol to meet with EU radio emissions standards and usage restrictions (duty cycles) so that the system can be CE certified, and we have also designed protocol variants for many other countries based on their radio regulations. Our goal is to have variants developed that allow the system to be used legally in every country.
The Instant Detect 2.0 LoRa cameras have now been undergoing testing and optimisation for almost 3 years. The key requirements we have designed for and now have working are:
1. 100% reliable transmission (no images are lost in the ether),
2. maximise range (regardless of terrain and vegetation),
3. maximise speed (this reduces power consumption and on-air time),
4. multiple cameras sending images at once (deconfliction management and queuing),
5. minimise power usage so the whole network can run off batteries (including the base station),
6. easy to set-up by non-technical users (it just works).
The Instant Detect 2.0 system is now undergoing field trials to prove its capabilities and find its limits and if all goes to plan we hope to have it available sometime next year.