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
- @Xavier_Mouy
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I build software and hardware tools to help the analysis or the collection of passive acoustic data.

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Researcher interested in the conservation of endemic anurans from arid High Andes. Focused on behavior, ecology, physiology, and reproduction studies. Education for conservation.
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- @CarlosAbrahams
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Baker Consultants
Director of Bioacoustics and Senior Lecturer



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WildTrack
Research, development and implementation of non-invasive montoring for endangered species



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- @SarikaRFCx
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Rainforest Connection
Conservation scientist (tigers, tech, forests, and communities) and Head of Partnerships at Rainforest Connection/Arbimon
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- @KylerA
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National Geographic Society


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Software Developer (movebank.org, firetail.de)
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- @dilip_singh556
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On the way to Bridge technology and Nature.
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- @laurenharrell
- | she/her/they/them
Data scientist/statistician working in bioacoustics and species distribution models, loves whales

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- @Jackeline
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- @owenmartin22
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I am a firefly researcher and wildlife painter based in Boulder, Colorado
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Careers
Island Conservation's Innovation Team is dedicated to developing innovative, data-driven tools to increase the scale, scope, and pace of island restorations around the world. As the Conservation Innovation Manager, you...
27 September 2023
If only there was a place where these users, manufacturers, and supporters of conservation technology could connect with one another. There is. It is called WILDLABS.
22 September 2023
The new white paper from Rainforest Connection (RFCx) explores the power of ecoacoustics and AI to monitor biodiversity and track progress towards GBF targets using case studies from around the world.
20 September 2023
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Five #tech4wildlife people, projects and updates that caught our attention this month. An AI supported bear early warning system, a project that's connecting indigenous communities with high speed internet, exploring...
12 September 2023
It's relatively easy to collect vast amounts of audio data - it's not so easy to analyse it and get consistent results. The Wilder Sensing platform enables users to upload vast quantities of audio which is then analysed...
1 September 2023
News about a population survey of California Spotted Owls using 1,600 autonomous recording units in the Sierra Nevada region. Machine learning made analyzing this acoustic data possible at this large scale for the first...
29 August 2023
The Smithsonian Institution seeks a field- and data-oriented biologist to support marine animal telemetry research and to assist with activities of the Atlantic Cooperative Telemetry (ACT) Network.
24 August 2023
Apply to work on a wonderful team translating acoustic monitoring data into conservation & ecological insights!
11 August 2023
This article discusses Cornell's bioacoustics work with AI tools to recognize both elephant "voices" as well as gunshots. The elephant rumbles analyzed in this work are almost imperceptible to the human ear, but can be...
9 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
Exciting opportunity for an experienced biodiversity monitoring expert in ZSL's conservation department
18 July 2023
Global methane data and new functionaity on the Carbon Mapper Data Portal
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61 Products
Description | Activity | Replies | Groups | Updated |
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Hi there Loveness, I agree there is a ton to learn with acoustic monitoring! Here's my favorite website for learning the (many) basics! Discovery of Sound in the SeaHave... |
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Acoustics | 9 months 1 week ago | |
Karibu sana |
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Acoustics, East Africa Community, Conservation Tech Training and Education | 9 months 2 weeks ago | |
Hi César, Is there a geographic area you're limited to? That would help to narrow down options. I would recommend reaching out perhaps to the Kitzes Lab, Sound Forest... |
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Acoustics, Citizen Science, Community Base, Early Career, Marine Conservation | 9 months 2 weeks ago | |
Retweet on OpenSoundscape - great package and documentation that allows you to build your own CNNs! Note that this is in Python though. There are tons of bioacoustics... |
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Acoustics, Data management and processing tools | 9 months 4 weeks ago | |
Hi @BrettMargoSupplies this product seems like a fantastic addition to The Inventory, WILDLABS' wiki-style discovery platform for conservation technology. Adding a product is... |
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Acoustics | 9 months 4 weeks ago | |
Hi everyone, I am conducting a research project as part of my MSc in Environment and Development at the London School of Economics. I... |
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Acoustics, AI for Conservation, Autonomous Camera Traps for Insects, Ethics of Conservation Tech | 9 months 4 weeks ago | |
Yeah that would be great - I have done a little looking into it today and I have some ideas. I'd love to collab. I will DM you |
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Acoustics | 10 months ago | |
Many thanks. That is a useful place to start. I don't think there is any shortage of blackbirds in the UK. And they nest in our garden every year. I don't remember the last time I... |
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Acoustics | 10 months 1 week ago | |
Hi Luke,As Matthew has suggested, the best way is always to run a test run whenever you are doing something new. Put your recorders out for one or two days and see how they... |
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Acoustics | 10 months 1 week ago | |
My organization has some Wildlife Acoustics SongMeter SM4 units that we’re looking to sell. We need more mobile and cost-effective ARUs for... |
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Acoustics | 10 months 1 week ago | |
Hi Chris - I missed this entire dialog, just to say I have successfully recorded all the"quiet" bats using pippyg / pippistrelle, but it inevitably turns into an SNR issue, and... |
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Acoustics | 10 months 2 weeks ago | |
Fantastic!! |
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Acoustics, AI for Conservation, Animal Movement, Build Your Own Data Logger Community, Community Base, Early Career, Ethics of Conservation Tech, Marine Conservation, Open Source Solutions | 11 months 2 weeks ago |