Acoustic sensors enable efficient and non-invasive monitoring of a wide range of species, including many that are difficult to monitor in other ways. Although they were initially limited in application scope largely due to cost and hardware constraints, the development of low-cost, open-source models like the Audiomoth in recent years has increased access immensely and opened up new avenues of research. For example, some teams are using them to identify illicit human activities through the detection of associated sounds, like gunshots, vehicles, or chainsaws (e.g. OpenEars).
With this relatively novel dimension of wildlife monitoring rapidly advancing in both marine and terrestrial systems, it is crucial that we identify and share information about the utility and constraints of these sensors to inform efforts. A recent study identified advancements in hardware and machine learning applications, as well as early development of acoustic biodiversity indicators, as factors facilitating progress in the field. In terms of limitations, the authors highlight insufficient reference sound libraries, a lack of open-source audio processing tools, and a need for standardization of survey and analysis protocols. They also stress the importance of collaboration in moving forward, which is precisely what this group will aim to facilitate.
If you're new to acoustic monitoring and want to get up to speed on the basics, check out these beginner's resources and conversations from across the WILDLABS platform:
Three Resources for Beginners:
- Listening to Nature: The Emerging Field of Bioacoustics, Adam Welz
- Ecoacoustics and Biodiversity Monitoring, RSEC Journal
- Monitoring Ecosystems through Sound: The Present and Future of Passive Acoustics, Ella Browning and Rory Gibb
Three Forum Threads for Beginners:
- AudioMoth user guide | Tessa Rhinehart
- Audiomoth and Natterjack Monitoring (UK) | Stuart Newson
- Help with analysing bat recordings from Audiomoth | Carlos Abrahams
Three Tutorials for Beginners:
- "How do I perform automated recordings of bird assemblages?" | Carlos Abrahams, Tech Tutors
- "How do I scale up acoustic surveys with Audiomoths and automated processing?" | Tessa Rhinehart, Tech Tutors
- Acoustic Monitoring | David Watson, Ruby Lee, Andy Hill, and Dimitri Ponirakis, Virtual Meetups
Want to know more about acoustic monitoring and learn from experts in the WILDLABS community? Jump into the discussion in our Acoustic Monitoring group!
Header image: Carly Batist
- @carlybatist
- | she/her
Science Outreach Lead-Rainforest Connection (RFCx) & Arbimon; Ecoacoustics, biodiversity monitoring, primates, lemurs
- 69 Resources
- 285 Discussions
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- @StephODonnell
- | She / Her
WILDLABS & Fauna & Flora
I'm the Executive Manager at WILDLABS.
- 152 Resources
- 668 Discussions
- 30 Groups
Interested in automated insect monitoring.
- 0 Resources
- 15 Discussions
- 3 Groups
WILDLABS & Wildlife Conservation Society (WCS)
I hold a PhD in Biological Sciences and specialize in bioacoustics and passive acoustic monitoring of cetaceans in the Argentine Sea and Antarctica. Recently, I've also embraced computing to leverage technology in enhancing our conservation efforts.
- 7 Resources
- 2 Discussions
- 14 Groups
Freaklabs
I'm an engineer and product designer working on wildlife conservation technology.
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- @JeremyFroidevaux
- | He/him
- 1 Resources
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- @TaliaSpeaker
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WILDLABS & World Wide Fund for Nature/ World Wildlife Fund (WWF)
I'm the WILDLABS Research Specialist at WWF-US
- 13 Resources
- 56 Discussions
- 24 Groups
Sustainability Manager for CERES Tag LTD. An animal health company; animal monitoring, conservation, & anti-poaching/ rural crime. Wildlife, livestock, equine & companion. #CeresTrace #CeresWild #CeresRanch
- 2 Resources
- 19 Discussions
- 24 Groups
Wildlife Drones
Wildlife Drones has developed the world’s most innovative radio animal-tracking system using drones so you can track your radio-tagged animals like never before.
- 11 Resources
- 8 Discussions
- 32 Groups
- @Antonio.A.Ferraz
- | him
Scientist interested in integrating remotely sensed habitat characterization with animal movement and acoustics datasets for conservation applications. Working at JPL and UCLA-IoES affliated
- 1 Resources
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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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Article
Rainforest Connection (RFCx) is bringing back the Arbimon newsletter for 2023! We're excited to share new features and tools of the platform, what's coming up, and some insights into our projects on bioacoustic...
23 February 2023
We're very pleased to announce the publication of new 'Good practice guidelines for long-term ecoacoustic monitoring in the UK', produced by Manchester Metropolitan University, Baker Consultants Ltd and a great team of...
23 February 2023
Rainforest Connection (RFCx), in collaboration with USFWS, seek four Puerto Rican field agents to assist in deploying and retrieving audio recorders for a long-term biodiversity monitoring project in and around six...
22 February 2023
Our group once again has openings for Research Assistants to work with us on our bioacoustics projects. A job ad and description of how to apply are below - please feel free to get in touch with any questions!
16 February 2023
The Cornell University Lab of Ornithology is seeking a Software Developer to join the K. Lisa Yang Center for Conservation Bioacoustics.
10 February 2023
You will develop and apply novel approaches and machine learning techniques for the detection, classification and identification of marine fauna from passive acoustic monitoring (PAM) validated with paired visual...
10 February 2023
IMOS Animal Tracking Facility is hiring a Technical Officer to assist with the preparation, deployment and maintenance of acoustic receivers to monitor movements of tagged animals & continue to develop operational...
7 February 2023
Are you excited by the potential for new technologies to help monitor the natural world? Do you enjoy communicating your passion for technology and nature with diverse audiences? We are seeking an enthusiastic...
2 February 2023
Consultancy opportunity at ZSL for an experienced monitoring specialist to support species monitoring in rewilding landscapes across Europe
31 January 2023
Are you stuck on an AI or ML challenge in your conservation work? Apply now for the chance to receive tailored expert advice from data scientists! Applications due 27th January 2023
18 January 2023
WILDLABS and Fauna & Flora International are seeking an early career Vietnamese conservationist for 12-month paid internship position to grow and support the Southeast Asia regional community in our global...
11 January 2023
To assist with creative research project in the DC/VA/MD region
6 January 2023
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43 Products
Recently updated products
Description | Activity | Replies | Groups | Updated |
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Hmm 20kg raised 5m would only buy you less than half an AA battery assuming 100% efficiency. Lame, so much for that idea. |
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Acoustics | 1 year 11 months ago | |
@gracieermi & I are happy to announce the latest update to the Conservation Tech Directory, bringing our total resources in the... |
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Acoustics, AI for Conservation, Biologging, Camera Traps, Community Base, Data management and processing tools, Drones, eDNA & Genomics, Remote Sensing & GIS, Software and Mobile Apps | 1 year 11 months ago | |
Awesome stuff!! Interested in what kind of recorders you are using and how are you sync'ing them for the TDOA? |
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Acoustics | 1 year 11 months ago | |
Jamie's tip piqued my curiosity, so I bought what I thought might be what Jamie was talking about. It is an SK-001 as detailed here (not my video) for SGD4 or thereabouts.... |
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Acoustics | 1 year 11 months ago | |
Hi Eric, Dropping in a reply we had over on Linkedin here. Annoyingly I can't do a snazzy embed of the comment - will fix that!Anton Baotic shared: I guess it depends on... |
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Acoustics, Early Career | 1 year 11 months ago | |
Thank you @carlybatist , @Freaklabs and @MK . The inputs are very useful and I am progressing on my project based on that. Appreciate a lot. |
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Acoustics, AI for Conservation | 1 year 11 months ago | |
Fascinating article, combining machine learning and acoustical signals to correlate coral reef health.https://www.sciencedirect.com/science... |
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Acoustics, AI for Conservation, Marine Conservation | 2 years ago | |
Hi Julien,I use this mic for my raspberry pi setup and it works well picking up bird species singing in our garden while the mic and raspberry sit under our roof tiles.Greetings,... |
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Acoustics | 2 years ago | |
Koen, Hi - the config for the audiomoth looks fine (you could put a high-pass filter on to cover frequencies 12-96 kHz only). The scheduler is not set (you have 0 files per day... |
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Acoustics | 2 years 2 months ago | |
Would anyone know about the recommended number of months to conduct acoustic monitoring of sharks. This is part of a small grant project.... |
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Acoustics | 2 years 3 months ago | |
We've been using 18650 lithium ion protected cells in our BAR recorders since 2013. The protected cells are great because the protection circuitry kicks in to disconnect the... |
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Acoustics | 2 years 4 months ago | |
Unfortunately, the ASA is currently planning to do an in-person meeting only. Things may change if the COVID situation doesn't improve in May, but it is hard to predict at... |
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Acoustics | 2 years 4 months ago |
WILDLABS AWARDS 2024 - Fostering bat conservation and citizen science in Zimbabwe: Establishing bat groups and training individuals to use bat detectors
4 April 2024 12:12pm
19 April 2024 2:16pm
Abigail. I would love to know more and potentially support the initiative. Please send me more info on [email protected]
24 April 2024 2:27pm
Thank you Robyn. Sure I will send more information to your email
Thoughts on RooBadge?
2 April 2024 2:55pm
5 April 2024 12:31pm
Sound deterrents to prevent collisions with Kangaroos in Australia have been sold for many years. None have been shown to work. Whether the Volkswagen device will be any better waits to be seen. Collision data will have to be collected for a while to see if the VW device has any effect on collision rate.
8 April 2024 12:49am
That is an interesting concept, and it would be great if something out there worked. In the meantime, I will try not to drive at dusk 🦘
At one point, I knew the "sonic" animal guards were the most stolen components of cars. You head in, get groceries, and come out, and they are gone. They weren't on the car long enough for me to confirm that would work
20 April 2024 2:40am
Totally agree.
Inititally sceptical until I saw Helena and Graeme were involved.
MJ
4th International workshop on vocal interactivity in-and-between humans, animals, and robots
19 April 2024 3:03pm
Webinar: Bats and Wind Energy
18 April 2024 6:11pm
WILDLABS AWARDS 2024 - BumbleBuzz: automatic recognition of bumblebee species and behaviour from their buzzing sounds
12 April 2024 8:37am
12 April 2024 8:41pm
Super great to see that there will be more work on insect ecoacoustics! So prevalent in practically every soundscape, but so often over-looked. Can't wait to follow this project as it develops!
17 April 2024 10:23am
Thanks Carly! I will keep anyone interested in this project posted on this platform. Cheers
WILDLABS AWARDS 2024 - TimeLord: A low-cost, low-power and low-difficulty timer board to control battery-powered devices
5 April 2024 3:29pm
16 April 2024 9:34am
Thanks @Freaklabs, I think you'll really enjoy getting involved with this too as we're looking for input from makers in the community to get the most from the approach and to capture features and usability ideas from a large number of people.
I've a new modular drop-off tag build using @Rob_Appleby's original SensorDrop board that I think would be great for this project too to see if we can drop different compartments, or do various different timed events with the one TimeLord board.
Most importantly, we have to make it play a MIDI version of the DoctorWho theme song when you arm the device. That has to be the #1 feature if you ask me!
16 April 2024 9:35am
Reminds me that we should look at both terrestrial and marine applications when we get stuck in to the demo builds to make sure we cover use cases
16 April 2024 10:22am
'Most importantly, we have to make it play a MIDI version of the DoctorWho theme song when you arm the device. That has to be the #1 feature if you ask me!'
Seconded!
Wildlife Drones will be at the 21st Australasian Bat Society Conference
9 April 2024 6:03am
WILDLABS AWARDS 2024 - FinDrop: Accessible Acoustic Monitoring for Mesophotic Marine Environments
5 April 2024 10:22pm
7 April 2024 6:07pm
Congrats @MattyD797 and team!!! We do a lot of work in the underwater bioacoustic realm and your tool certainly seems like it would be a great instrumental addition to the community. Look forward to learning more about your project!
Liz
Underwater advertisement call of the threatened Telmatobius rubigo (Anura: Telmatobiidae
6 April 2024 9:56pm
Bioacoustic device security in urban parks
8 March 2024 2:49pm
24 March 2024 4:53am
Yes, I agree with Panji......make sure you have notes of where you put them and remember that photos of trees without leaves look completely different 6 months later......not that I would ever make that mistake.........well not again......especially after spending 2 days trying to find 3 ARU's.
24 March 2024 9:38pm
We suggest and use Python Locks for urban areas here in Australia. Can also screw the Mini 2 to a tree or phone post with the python lock.
5 April 2024 12:55pm
We've deployed passive acoustic monitors in various urban environments without any issues of theft, even in locations where camera traps and other technology has been historically taken or vandalised. I think acoustic sensors generally look less valuable than other technology, and I would recommend removing or covering any stickers or labels on devices that would otherwise make them more appealing! Placing them in hedgerows or on trees with some (but not too much!) foliage will help keep them well hidden too.
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.
Seventh International Conference on the Effects of Noise on Aquatic Life
3 April 2024 4:34pm
Postdoctoral Research Associate in Ecoacoustics
2 April 2024 2:49pm
Think Wildlife Podcast | The Role of Bioacoustics in Conservation with Bourhan Yassin, Founder of Rainforest Connection
28 March 2024 11:27pm
Hi,
I am Anish and I'm new to this platform! I host the Think Wildlife Podcast and wanted to share a recent episode with Bourhan Yassini. We talk in-depth about the role of AI and bioacoustics in conservation. Tune in to listen more!
AI for Conservation!
4 March 2024 8:51pm
22 March 2024 12:29pm
Welcome, Have you considered participating in any of the AI for Good challenges. I find it is good way to build a nice portfolio of work. Also contributing to existing open source ML projects such as megadetector or to upstream libraries such as PyTorch is good way to getting hired.
GitHub - alexvmt/awesome-data-and-ml-for-good
Contribute to alexvmt/awesome-data-and-ml-for-good development by creating an account on GitHub.
GitHub
22 March 2024 5:57pm
Thank you for the tip! I'll definitely consider contributing to open source projects and taking part in challenges :)
25 March 2024 5:22am
We could always use more contributors in open source projects. In most open source companies Red Hat, Anaconda, Red Hat and Mozilla, people often ended up getting hired largely due to their contributions on open source projects. These contributions were both technical such as writing computer code and non-technical such as writing documentation and translating tools in their local language.
European Congress on Orthoptera Conservation
22 March 2024 9:35pm
Recording Orthoptera Sounds: International Workshop (Italy)
22 March 2024 9:25pm
How does behavior influence the use of technology for animal detection ?
22 March 2024 7:49pm
Leveraging Actuarial Skills for Conservation Impact
15 March 2024 12:31pm
19 March 2024 6:35pm
Thank you for your response Akiba. I will have a look. 👏🏻
19 March 2024 7:52pm
I would look into the TNFD (Taskforce on Nature-Related Disclosures), Finance for Biodiversity, Accounting for Nature, etc. which are all focusing on how to incorporate nature risk into corporate reporting and sustainability frameworks!
20 March 2024 3:48pm
Thank you Carly, I will definitely take a look.
Unveiling the Cicada Symphony: Seeking Support for Bioacoustics Research
18 March 2024 12:41am
18 March 2024 3:25pm
Ah okay. I found it with google reverse image search:
I thought it would be huge, but it's little. Unbelievable what these tiny things can do for the price. Looks like the battery life will far exceed the capacity of the SD card in it (64GB).
19 March 2024 7:53pm
If you're interested in a free, no-code ecoacoustic analysis platform for your data, check out Arbimon!
BirdWeather | PUC
27 October 2023 7:45pm
2 November 2023 9:20pm
I love the live-stream pin feature!
14 March 2024 10:29pm
Hi Tim, I just discovered your great little device and about to use it for the first time this weekend. Would love to be directly in touch since we are testing it out as an option to recommend to our clients :) Love that it includes Australian birds! Cheers Debbie
16 March 2024 10:47pm
Hi @timbirdweather I've now got them up and running and winding how I can provide feedback on species ID to improve the accuracy over time. It would be really powerful to have a confirmation capability when looking at the soundscape options to confirm which of the potential species it actually is or confirm it is neither to help develop the algorithms.
Also, is it possible to connect the PUC to a mobile hotspot to gather data for device that isn't close to wifi? And have it so that it can detect either wifi or hotspot when in range? Thanks!
The Freshwater Sounds Archive
15 March 2024 10:32am
Introducing The Freshwater Sounds Archive, a global database of sounds produced by freshwater species.
Submit your species-specific or unidentified sounds to the archive now and receive recognition for your contribution in a forthcoming data paper as a co-author!
Senior Post-doctoral Researcher/Senior Research Associate Opportunity: Movement ecology of Greenland halibut
13 March 2024 2:00pm
Labelled Terrestrial Acoustic Datasets
16 February 2024 10:24pm
8 March 2024 11:54pm
Thanks for sharing Kim.
We're using <1 mA while processing, equating to ~9 Ah running for a year. The battery is a Tadiran TL-5920 C 3.6V Lithium, providing 8.6 Ah, plus we will a small (optional) solar panel. We also plan to implement a threshold system, in which the system is asleep until noise level crosses a certain threshold and wakes up.
The low-power MCU we are using is https://ambiq.com/apollo4/ which has a built-in low power listening capability.
9 March 2024 6:25am
<1 mA certainly sounds like a breakthrough for this kind of device. I hope you are able to report back with some real world performance information about your project @jcturn3 . Sounds very promising. Will the device run directly off the optional solar cell or will you include a capacitor since you cannot recharge the lithium thionyl chloride cell. I had trouble obtaining the Tadarian TL-5920 cells in Australia (they would send me old SL-2770s though) so I took a gamble on a couple of brands of Chinese cells (EVE and FANSO) which seemed to perform the same job without a hitch. Maybe in the USA you can get Israeli cells more easily than Chinese ones?
Message me if you think some feeding sounds, snoring, grooming and heart sounds of koalas would be any use for your model training.
9 March 2024 7:01am
Really interesting project. Interesting chip set you found. With up to around 2mb sram that’s quite a high memory for a ultra low power soc I think.
It might also be interesting while doing your research thinking about if there are any other requirements people could have for such a platform with a view towards more mass usage later. Thanks for sharing.
Here's what you missed at World Wildlife Day 2024
7 March 2024 9:02pm
15 March 2024 2:42pm
Support Amazon turtle project
4 March 2024 12:31pm
8 April 2024 9:29am
Thank you Carly!
We have over 60 bats recorded in Zimbabwe