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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- @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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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
Apply to work with an absolutely all-star group developing AI/ML techniques and models for acoustic monitoring!
28 June 2023
The GSMA ClimateTech programme
21 June 2023
Job opportunity in Leiden, The Netherlands
9 June 2023
Careers
Permanent and Full Time role at the UK Centre for Ecology & Hydrology
8 June 2023
Field Inclusive, Inc. is offering a $2000 travel award to students to attend bird-focused conferences, workshops, and trainings. Interested acoustic monitoring community members should apply by July 31st for...
2 June 2023
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Description | Activity | Replies | Groups | Updated |
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Over the years, we have experienced AI in vision & speech. We have seen growth in LLMs. But, we could also have large sound... |
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Acoustics | 2 hours 59 minutes ago | |
As someone from the future, thank you for posting this update! |
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Acoustics | 5 days 23 hours ago | |
Dear Colleagues,I hope this message finds you well. I am Manuel Sánchez Nivicela., an independent ornithology researcher based in Ecuador,... |
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Funding and Finance, Acoustics, Latin America Community | 6 days 18 hours ago | |
Kudos for such an innovative approach—integrating additional sensors with acoustic recorders is a brilliant step forward! I'm especially interested in how you tackle energy... |
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Acoustics, AI for Conservation, Latin America Community, Open Source Solutions | 1 week 1 day ago | |
🐝 Apis Nomadica Labs: Mapping Royal Jelly Terroir Through Mobile Bee BiotechAbout Us:Apis Nomadica Labs is a mobile apiary research... |
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Acoustics, Conservation Tech Training and Education, Animal Movement, Human-Wildlife Coexistence | 1 week 3 days ago | |
Awesome, I think I get what you mean! Thank you! |
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Acoustics | 2 weeks 3 days ago | |
This is such a compelling direction, especially the idea of linking unsupervised vocalisation clustering to generative models for controlled playback. I haven’t seen much done... |
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Acoustics, AI for Conservation, Emerging Tech | 2 weeks 4 days ago | |
Hi Josept! Thank you for sharing your experience! This types of feedback are important for the community to know about when choosing what tech to use for their work. Would you be... |
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Acoustics, Latin America Community, Software Development | 3 weeks 2 days ago | |
Another option you can try is HawkEars, which is a classifier made particularly for Canadian birds. Unlike BirdNET, it doesn't have a graphical interface, though. |
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Acoustics | 3 weeks 2 days ago | |
PROJECT UPDATE: We are curating an open-access, annotated acoustic dataset for India! 🇮🇳🌿This project has two main goals:🎧 To develop a freely available dataset of annotated... |
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Acoustics | 1 month ago | |
Just to provide an update to my post from 2021. Colleagues and I at the BTO have built a species classifier now for the BTO Acoustic Pipeline for the sound identification of all... |
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Acoustics | 1 month ago | |
Thanks @Adrien_Pajot, we are! Also buoys! |
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Acoustics, Animal Movement | 1 month 1 week ago |