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
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EcoFirst
Biologist and naturalist involved in NGO's activities as well as profesionnally
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- @AudreyLooby
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University of Victoria
I am Banting postdoctoral fellow at the University of Victoria, focusing on coastal soundscape ecology and underwater noise pollution. I am also one of the co-leads of FishSounds.net.


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- @mdorigo
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- @stefan_istrate
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Machine Learning Researcher & Nature Photographer. Building conservation tech for biodiversity monitoring at Wildlife Insights.


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Society for Conservation GIS


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Department of Conservation (New Zealand)
I work with the Terrestrial Biodiversity Team at the Department of Conservation, New Zealand. I'm interested in machine learning and spatial data science.
wekaResearch.com | doc.govt.nz

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GreenLab


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World Wide Fund for Nature/ World Wildlife Fund (WWF)
WWF-Tanzania GIS Specialist/Developer/Trainer
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- @MattyD797
- | He/Him
PhD Student | Cornell University | Smithsonian Institution; My focus is in computational ecology within fishery acoustics


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As a fresh electrical engineer, I am passionate about leveraging technology for biodiversity monitoring, logging, and poaching detection in tropical regions.
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Funding
Wildlife Acoustics Scientific Product Grant was introduced to support the advancement of habitat monitoring, and environmental conservation.
26 July 2024
Discover the challenges marine animals face in busy shipping lanes—from the constant noise disrupting their habitats to the threat of ship collisions. Slowing down ships could offer a simple yet effective solution to...
8 July 2024
Manufacturing Partnership Brings Low-Cost Pipistrelle Family of Detectors to Researchers, Ecologists and Bat Enthusiasts Around the World
2 July 2024
Article
One of the most thrilling moments for any researcher is seeing their hard work published for the world to see. As part of the Women in Conservation Technology (WiCT) Kenya Cohort One, we not only learnt about the use of...
17 June 2024
Come join us at AIMS, and work on deep learning for bioacoustics research!
14 June 2024
The San Diego Zoo Wildlife Alliance's Burrowing Owl Recovery Program and Conservation Technology Lab seek a postdoctoral research associate to develop bioacoustic tools for monitoring the western burrowing owl...
11 June 2024
Come and do the first research into responsible AI for biodiversity monitoring, developing ways to ensure these AIs are safe, unbiased and accountable.
11 June 2024
WildLabs will soon launch a 'Funding and Finance' group. What would be your wish list for such a group? Would you be interested in co-managing or otherwise helping out?
5 June 2024
Now accepting applications for two $15,000 grants to help protect wildlife through cutting-edge, technology-driven efforts
3 June 2024
Do you have photos and videos of your conservation tech work? We want to include them in a conservation technology showcase video
17 May 2024
Biodiversa+ is running a survey to map the European biodiversity monitoring landscape, identify opportunities for collaboration, and strengthen coordination for improved monitoring.
7 May 2024
August 2025
event
September 2025
event
October 2025
November 2025
event
September 2024
event
event
64 Products
Recently updated products
Description | Activity | Replies | Groups | Updated |
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Super interesting work! Maybe one day you will also be able to have a career as a science fiction writer. Lot of interesting outcomes can come of this. ❤️ |
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Acoustics, Data management and processing tools, Early Career | 8 months 2 weeks ago | |
It's still a bit early days. For nocturnal flight calls (which are the majority of the mysteries) the recordings are generally of poor quality and the model doesn't find anything... |
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Acoustics | 8 months 2 weeks ago | |
I think lithium AAs would be ideal, but since it's not likely to be super cold I think you could get away with Alkaline if you're ok with somewhat reduced runtimes. |
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Acoustics | 8 months 3 weeks ago | |
Hi WILDLABSWe have been working on a macOS version of PAMGuard and it would be great if some folk here in the community would like to give... |
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Acoustics, Software Development | 8 months 3 weeks ago | |
The figures come very close to the primo mic. When I looked into this a couple of years ago I don’t recall seeing one come this close. |
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Acoustics | 8 months 3 weeks ago | |
This is a thread for anyone who has questions about AI for Conservation Office Hours 2025.We're once again teaming up with Dan Morris from... |
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Acoustics, AI for Conservation, Camera Traps, Community Base, Geospatial | 9 months ago | |
Okay, super! Really nice thread you started. It’s great to get these insights.With my own experiments, as you mentioned, accuracy is very good within the polygons. But in addition... |
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Acoustics | 9 months ago | |
The PCB mount terminals are actually quite robust and paired with a lock washer and something that would better secure the nylon (e.g., a piece of flat grooved plastic to add... |
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Acoustics, Conservation Dogs, Sensors | 9 months ago | |
I guess, you know USB digital audio | Android Open Source Project. from which I conclude it should be possible, however, my Android experience is also zero. |
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Acoustics | 9 months ago | |
PCBs back, working great but right now a custom firmware build ("force_27"), need to make sure all is well with the standard build. This of course a non-switch version. |
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Acoustics | 9 months 2 weeks ago | |
Hi Brett, I am interested in developing really low cost multi channel underwater acoustic recorders. Can you tell me a bit more about the board and stuff you were using... |
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Build Your Own Data Logger Community, Acoustics, Camera Traps, Climate Change, East Africa Community, Marine Conservation, Open Source Solutions, Protected Area Management Tools | 9 months 3 weeks ago | |
These would be infrasound, so no the sealed volume doesn't need to be buried. It only needs to be a few cc total volume for a single element. I found an old poster... |
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Acoustics | 10 months ago |
Audio Data Across Domains (AudioXD) Workshop
6 June 2022 3:52pm
1 September 2022 3:21pm
Thanks Alice, and great to hear from you and Steph about the work that you all are leading. It would be great to follow up on the idea of doing more international collaboration in the ecoacoustics/bioacoustics space. If you're interested, feel free to drop me a line to catch up sometime about ideas.
Also, something of a side note, but we'll also have a Wildlabs blog post up summarizing the AudioXD meeting soon, hopefully.
26 September 2022 9:22pm
I love the idea of increasing international collaboration and inclusion within acoustic monitoring! I think there particularly needs to be more collab'ing between the terrestrial & aquatic/marine acoustic monitoring folks!
It would be great for more virtual/hybrid events to foster such international inclusion, so anything to facilitate that sort of online platform would be awesome!
There is also the new Bioacoustics Stack Exchange for Q&A. And the upcoming IBAC conference in Japan next October (2023).
Ecological Forecasting Initiative's data analysis webinar series
26 September 2022 6:50pm
New paper: A novel method for identifying coded tags recorded on aquatic acoustic monitoring systems
26 September 2022 2:11pm
Mangrove soundscape
27 August 2022 4:57pm
29 August 2022 2:47pm
You might check out the devices listed in the Conservation Tech Directory - you can search for 'acoustic recorder' or 'ARU' or something like that.
The most common off-the-shelf models (other than Frontier Labs' BARLTs mentioned above😊) are Open Acoustic Devices Audiomoths & Hydromoths (which may be particularly useful for you since they come in completely watertight cases that can be stuck underwater for deployments), Wildlife Acoustics' SongMeter series, and Cornell Lab of Ornithology's Swift units.
30 August 2022 10:10pm
Camilo--
Are you interested only in airborne sounds or do you want to deploy hydrophones? That decision would inform a lot of other decisions about your purchase of equipment, as would having a clearer picture of your budget.
23 September 2022 5:39pm
Hi there Camilo,
What an interesting project! If you are looking for a lower cost, but effective tools for acoustic monitoring you might want to look into two options:
SoundTraps - are very commonly used and perform quite well:
SonarPoints - these are also a great instrument option:
page/sonarpoint | Desert Star Systems
The SonarPoint system is the third generation of Desert Stars passive underwater acoustics monitoring toolkits.
Senior Conservation Technology Expert Position (Consultancy) with the Global Wildlife Program
22 September 2022 5:35pm
New paper: Passive acoustic monitoring as a tool to investigate the spatial distribution of invasive alien species
21 September 2022 2:07am
New paper: Evaluation of a coastal acoustic buoy for cetacean detections, bearing accuracy and exclusion zone monitoring
20 September 2022 3:00pm
New paper: Soundscapes show disruption across the diel cycle in human modified tropical landscapes
20 September 2022 2:40pm
WILDLABS Journal Club
15 September 2022 11:42am
15 September 2022 12:17pm
Ah Journal club - this was a lot of fun but a little chaotic. We've been wondering if we should bring it back with a slightly different format. ie we all agree on a paper to read before rather than bringing a mix of things to present. What does everyone think? Is anyone else keen? Is there a format you'd suggest we use?
15 September 2022 3:49pm
I have been waiting for journal club to come back!! 10000% down.
I agree with @StephODonnell, would love it to come back!!! And now that variety hour is happening, that's more of the "mix of things" that she mentioned anyways so I think that new format would be great.
Online Course – Introduction to Aquatic Acoustic Telemetry
14 September 2022 6:13pm
CFP - transnational biodiversity monitoring (from European Biodiversity Partnership)
14 September 2022 1:42pm
Join the BirdNET team!
9 September 2022 2:43pm
BOEM job openings
Postdoctoral Fellow in Soundscape Ecology at Purdue University
8 September 2022 4:12pm
Catch Up with the Variety Hour: September 2022
6 September 2022 12:31pm
Postdoc: Noise Impacts on Marine Animals
1 September 2022 9:25pm
New paper - 'soundClass: An automatic sound classification tool for biodiversity monitoring using machine learning'
1 September 2022 8:53pm
Solicitation of Interest: NAVFAC Atlantic Marine Resources
31 August 2022 7:28pm
Acoustics Modeler & Analyst, Marine Acoustics Inc
30 August 2022 9:45am
Conservation Technology Research Internship
26 August 2022 4:58pm
New paper: Acoustic indices as proxies for biodiversity: a meta-analysis
22 August 2022 4:03am
Ceres Wild Rhino application
22 August 2022 1:29am
29 September 2022 4:05am
Replacement acoustic membranes for Audiomoth case
31 May 2022 2:15pm
9 June 2022 11:35am
Hi carly,
You've probably seen this already as we tagged you, but I'm dropping it here in case anyone else is having the same issue!
We used the plastic from a stronger A4 plastic folder-case taped. Don't know the type, the one we keep our fieldnotes...
— Attila D. Sandor (@adsandor) June 9, 2022
9 June 2022 1:09pm
@alex_rogers jumping in too:
@groupgetscom has the original vent fitted to the case in stock and available individually - https://t.co/IozIRPVPOS. There is also a UK-based specialist who can provide small numbers of vents - https://t.co/wrQy80Xx0I.
— Alex Rogers (@alex_rogers_cs) June 9, 2022
20 August 2022 9:49am
Alex,
which one of those
https://selectronix.co.uk/collections/waterproof-acoustic-vents
would be the appropriate for the Audiomoth case?
Agus
Looking for plant and animal eco-acoustics specialists in the Alps
10 August 2022 3:01pm
10 August 2022 3:24pm
Hey maya,
If you're free - come along to our Variety Hour call next week and ask folks there too. We're keeping the last 10 mins open for people to jump up and put out calls like this!
Steph
Catch Up with the WILDLABS Variety Hour: August 2022
10 August 2022 11:44am
Product Grant Program
9 August 2022 7:09pm
African Bioacoustics Conference 2022
5 August 2022 3:08pm
IBAC Online Symposium 2022 - Frontiers in Bioacoustics
5 August 2022 2:42pm
Opportunity: Postdoctoral Researcher
4 August 2022 9:08pm
HydroMoth GroupGets campaign
28 June 2022 11:07am
20 July 2022 3:06am
From Alex on Twitter:
Yes. The HydroMoth has the same microphone and firmware as the standard AudioMoth which is widely used for terrestrial conservation. You would need the standard green case which has a waterproof acoustic vent.
20 July 2022 5:57pm
@Andrew_Hill Out of curiosity, since this campaign reached its goal & is ending soon, is it possible to turn the remaining Hydromoth units that didn't sell into Audiomoths for a limited GroupGets? I understand that Hydromoths can be used terrestrially as well, but they are more expensive than the last Audiomoth campaigns have been by $50+ so just wanted to see if Audiomoths would still be cheaper. Just trying to figure out if I should buy more Hydromoths or wait until Audiomoths start selling again (ends up being a trade-off between cost and time basically).
31 July 2022 5:20pm
@Andrew_Hill I wonder if you could let us know more about the time keeping difference btw the regular AudioMoth and the HydroMoth (which is said to do better)?
1 September 2022 11:46am
Great minds Alice!! I'd actually sent your workshop to justin separately this morning because of the alignment with audioxd.
As for joining things up globally, I think you're right. Looking at all that's happening in the bioacoustics community right now, seeing all these sort of events, what's happening with the bioacoustics stack exchange, and hearing the conversations that are happening - and it feels like such an opportune time to find a way to support all of these efforts link up and join forces. We have some plans on this front that will mean we'll be able to provide coordination support to help, and I'm interested to hear what people think is needed.
Steph