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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Interested in automated insect monitoring.
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- @JeremyFroidevaux
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- @Antonio.A.Ferraz
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Scientist interested in integrating remotely sensed habitat characterization with animal movement and acoustics datasets for conservation applications. Working at JPL and UCLA-IoES affliated
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Open Acoustic Devices
I am co-founder of Open Acoustic Devices, the creators of AudioMoth and HydroMoth. My background is Electronic Engineering and Computer Science.
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PhD Candidate in autonomous marine biodiversity modelling
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FruitPunch AI
CTO and Founder of FruitPunch AI
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San Diego Zoo Wildlife Alliance
Wildlife ecologist with a passtion for conseration technology.
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PhD Candidate at University College London. Research and develop wireless sensor networks for biodiversity monitoring. Currently working on a software package for AI bioacoustics classifiers on edge device.
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Saint Louis Zoo
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- @alex_rogers
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University of Oxford
I am a Professor of Computer Science at the University of Oxford where I work on developing novel low-cost conservation technology (including AudioMoth and SnapperGPS).
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Link
New Paper: Identification of fish sounds
Ellie Warren
Xavier Mouy recently shared this new bioacoustics paper on Twitter. This research focuses on identifying fish sounds in relation to specific species through the use of three underwater portable audio-video platforms....
5 May 2023
Article
In this research, six acoustic indicators were used to evaluate the sound of the urban soundscape and the sound of birds in urban parks. The results of the research show that there is a significant relationship between...
2 May 2023
Article
HydroMoth GroupGets Campaign is Open
Ellie Warren
If you've been waiting to try a HydroMoth, join the GroupGets campaign before limited supplies run out
17 April 2023
Careers
Project Manager, Rainforest Connection (RFCx)
Carly Batist
The Project Manager will work to implement acoustic monitoring projects in countries worldwide with some of the biggest stakeholders in conservation tech and biodiversity monitoring!
12 April 2023
Careers
Hardware Lead - Biodiversity / Conservation
Ben Williamson
New role at Pivotal Earth
4 April 2023
Link
The WILDLABS Variety Hour: March 2023 - YouTube
Stephanie O'Donnell
If you missed our Variety Hour show yesterday, do not fear! It's already live on youtube for your viewing pleasure. Enjoy!
30 March 2023
Link
Alex Rogers: Acoustic Devices for Biodiversity Monitoring — Smart Forests Atlas
Stephanie O'Donnell
In this radio episode, we speak to Alex Rogers, Professor of Computer Science at the University of Oxford. We discuss how Alex's research team developed the acoustic recording device AudioMoth, how low-cost technologies...
24 March 2023
Article
New paper in Trends in Parasitology discusses how acoustic monitoring can be used to assess presence and overlap of host or reservoir species, disease vectors and human activity.
8 March 2023
Careers
Proposals wanted for Innovation in Practice
Ellie Warren
The Innovation in Practice edition of Methods in Ecology and Evolution is still seeking proposals about conservation technology
6 March 2023
Article
In this study, we used a network of acoustic sensors to record the gun hunting pressure at known hunting sites in the Ionian Islands, Greece—a known poaching hot-spot—over four spring migrations (2019–2022).
24 February 2023
Article
The Arbimon newsletter is back!
Carly Batist
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
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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hi Iqbal,I'm sure you could get some good feedback on this from XC users on this, particularly on the subject of protocols, recording settings, etc. So maybe a nice idea to post... |
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Acoustics | 8 months ago | |
| 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 4 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 1 week 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 |
