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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- @Gathoni
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PhD Candidate at Nottingham Trent University, UK. Ecologist with a passion for wildlife conservation and conservation technology with foundational training in BSc and MSc Rangeland Management (Ecology option). Current project: Use of acoustics to monitor ecosystem restoration.

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Develops acoustics for cetacean and bat monitoring: F-POD, C-POD, BatBug
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Open Acoustic Devices

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- @AlexBats
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- @nicktechs
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creative technologist
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Wildlife Protection Solutions (WPS)
Director of Technology at Wildlife Protection Solutions. Primarily focuses on leveraging machine learning and advanced data analytics to combat poaching, monitor biodiversity, and predict environmental threats.
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Arribada Initiative
Director at Arribada, a UK-based conservation technology research & development organisation



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- @Sasi
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I am a researcher working on non-human primates in southern India
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Senior web developer and ML practitioner
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- @Tysmucker
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Wildlife Biologist/Conflict Specialist and drone enthusiast in Montana
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Catch up on the conservation tech discussions and events that happened during World Wildlife Day 2024!
7 March 2024
Do you know anyone interested in this position? Let them know by sharing widely.
27 February 2024
The Ecological Acoustics and Behavior Lab at the University of New Hampshire seeks a PhD student to join our lab to investigate how forest habitat affects moose occupancy and soundscape in northern New Hampshire
13 February 2024
The primary focus of the research is to explore how red deer movements, space use, habitat selection and foraging behaviour change during the wolf recolonization process.
10 February 2024
These researchers are introduce the ISPA (Inter-Species Phonetic Alphabet) as a new way to precisely interpret and transcribe animal sounds. By using text to represent sounds, existing human language machine learning...
8 February 2024
Applications open for a PhD position in plant vibroacoustics at the University of Southampton
8 February 2024
We demonstrate the power of using passive acoustic monitoring & machine learning to survey species, using ruffed lemurs in southeastern Madagascar as an example.
23 January 2024
Hi! We're engineers eager to understand how technology can simplify acoustic work. If you use recorders, your input would be invaluable. Please consider taking our 5min survey. As a thank you, participants will be...
23 January 2024
Come join our team! We're looking for a Program Officer to join the WILDLABS Community, hosted by WCS in Argentina. This role will support our research program, with the chosen candidate leading our horizon scanning...
22 January 2024
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We're hiring ecologists for immediate start / remote working / short contract
19 January 2024
Two years in Cape Town, South Africa. Yearly visits to Rwanda. If you love to code, and all things Python/deep learning/tech stuff/ then you'll have an awesome time!
16 January 2024
This article discussed early work on modeling how acoustic properties of the environment will change with variations in weather.
9 January 2024
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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 |