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
Article
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
12 July 2023
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Description | Activity | Replies | Groups | Updated |
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Hi Ryan, hmm, I had no idea there was a microphone named that. I thought about how it’s used to lure birds for netting, and I like Greek Mythology. I thought it was a perfect fit... |
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Acoustics, Emerging Tech, Funding and Finance, Protected Area Management Tools, Software Development | 1 month 2 weeks ago | |
Hi all, I'm Vainqueur BULAMBO. I'm looking for a fully funded PhD opportunity in ecological data science or conservation... |
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Acoustics, AI for Conservation, Autonomous Camera Traps for Insects | 1 month 2 weeks ago | |
Really looking forward to following this project. I'm very curious how you'll be able to tease out different species, particularly among species that feature a variety of worker... |
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Acoustics, AI for Conservation | 1 month 3 weeks ago | |
Yep see you on friday |
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Geospatial, Acoustics, AI for Conservation, Camera Traps, Citizen Science, Community Base, Data management and processing tools, Emerging Tech, Open Source Solutions, Protected Area Management Tools | 1 month 3 weeks ago | |
Hi Danielle, A friend of mine was having a fellowship at K Lisa Yang Center and she successfully built a classifier for Javan Slow Loris. So far I only heard she only made... |
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Acoustics | 2 months ago | |
Thank you so much! This is super helpful and I really appreciate the feedback! |
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Acoustics, Data management and processing tools | 2 months 1 week ago | |
That's amazing thanks so much! |
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Acoustics, AI for Conservation, Data management and processing tools, Early Career | 2 months 1 week ago | |
I have now built my fox and cat trap.I want to triger it by face reconition so not to get possums or goanners.Can you help ?Doug Hemingway.0418 390 701 |
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Acoustics, Build Your Own Data Logger Community | 2 months 1 week ago | |
I just started using this software a few days ago and so far it has captured and kept my attention more than other programs such as Raven or Kaleidoscope. I have only been using... |
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Acoustics | 2 months 3 weeks ago | |
As someone who is looking for a relatively simple solution for multiple collaborators (all with very little expertise in bats or acoustics) in a large consortium, I am curious as... |
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Acoustics | 2 months 3 weeks ago | |
Highly recommend the Saffron Aid modified Song Meter Mini for a professional deployment. If you want to go down the audiomoth route it makes sense to look at options for the... |
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Acoustics | 2 months 3 weeks ago | |
I think its possible. I spoke to Stuart at the BTO a while ago about this. It's just not available as an off the shelf solution yet. If you can get real time outputs on the pi (or... |
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Acoustics | 2 months 3 weeks ago |