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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Wildlife Acoustics
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Michigan Natural Features Inventory (MNFI)
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Dzanga-Ndoki national park biodiversity monitoring



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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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Recently updated products
Description | Activity | Replies | Groups | Updated |
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The Conservation Technology Lab at San Diego Zoo seeks undergrads for summer projects in computer vision, machine learning, bioacoustics,... |
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Acoustics, AI for Conservation, Conservation Tech Training and Education | 2 years 7 months ago | |
Yeah, it's an exciting project. Also will be a great excuse to improve PAMGuard documentation - something sorely needed. Python libraries also on the way as part of this.As for... |
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Acoustics | 2 years 9 months ago | |
Hi Alex,I'd go much further along the lines that David @dtsavage sets out. Before jumping to implementations, better think through why you want to keep all that data, and for who... |
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Acoustics, Data management and processing tools | 2 years 9 months ago | |
The open-source program Audacity can show the spectrograms and histograms and has quite a lot of other useful features, e.g. playing ultrasound calls slower, so it can be heard by... |
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Acoustics, Citizen Science, Data management and processing tools, Open Source Solutions, Software Development | 2 years 9 months ago | |
Thanks so much!! |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Community Base, Data management and processing tools, Drones, eDNA & Genomics, Emerging Tech, Open Source Solutions, Geospatial, Software Development | 2 years 10 months ago | |
I love the idea of increasing international collaboration and inclusion within acoustic monitoring! I think there particularly needs to be more collab'ing between the terrestrial... |
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Acoustics | 2 years 10 months ago | |
Hi there Camilo, What an interesting project! If you are looking for a lower cost, but effective tools for acoustic monitoring you might want to look into two options: ... |
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Acoustics, AI for Conservation, Data management and processing tools, Sensors, Software Development, Latin America Community | 2 years 10 months ago | |
I have been waiting for journal club to come back!! 10000% down.I agree with @StephODonnell, would love it to come back!!! And now that variety hour is happening, that's more of... |
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Acoustics, Community Base | 2 years 11 months ago | |
Alex,which one of thosehttps://selectronix.co.uk/collections/waterproof-acoustic-vents would be the appropriate for the Audiomoth case?Agus |
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Acoustics | 2 years 11 months ago | |
Hey maya, If you're free - come along to our Variety Hour call next week and ask folks there too. We're keeping the last 10 mins open for people to jump up and put out calls... |
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Acoustics | 3 years ago | |
@Andrew_Hill I wonder if you could let us know more about the time keeping difference btw the regular AudioMoth and the HydroMoth (which is said to do better)? |
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Acoustics, Marine Conservation | 3 years ago | |
The Bioacoustics Stack Exchange has now made it past the private beta stage and onto public beta as of July 26! This means that the site... |
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Acoustics | 3 years ago |