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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- @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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- @diyaquanauts
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Digital nomad, software developer, running mechatronic engineering firm in Seychelles to assist ocean conservation groups.
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University of Adelaide
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DrivenData
Engineer and AI for Good leader working on bringing machine learning tools to social impact organizations.
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TerrOïko
I am an ecological data engineer at Terroïko, where I work on OCAPI, a platform for semi-automatic camtrap data annotation, biodiversity data interoperability and biodiversity indicators.
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- @shana
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I am a Senior Research Scientist in the Department of Human Centered Design and Engineering at the University of Washington. I am a researcher with the eDNA Collaborative and Co-Director of the Pacific Marine Energy Center.
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Link
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
Careers
Reviewing Now: Animal Telemetry Postdoctoral Fellowship
Smithsonian Institution
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
Careers
RFCx/Arbimon is hiring a Quantitative Ecologist!
Carly Batist
Apply to work on a wonderful team translating acoustic monitoring data into conservation & ecological insights!
11 August 2023
Link
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
Article
#Tech4Wildlife Photo Challenge: Judges' Panel Honorees
WILDLABS Team
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
Careers
Senior Technical Specialist, Monitoring & Technology, ZSL
Anthony Dancer
Exciting opportunity for an experienced biodiversity monitoring expert in ZSL's conservation department
18 July 2023
Article
New Updates to Carbon Mapper Data Portal
Stephanie O'Donnell
Global methane data and new functionaity on the Carbon Mapper Data Portal
12 July 2023
Careers
RFCx/Arbimon is Hiring a Data Scientist!
Carly Batist
Apply to work with an absolutely all-star group developing AI/ML techniques and models for acoustic monitoring!
28 June 2023
Article
Request for proposals - Biodiversity + tech solutions
Anna Colquhoun
The GSMA ClimateTech programme
21 June 2023
Careers
Job opportunity in Leiden, The Netherlands
9 June 2023
Careers
Wildlife Monitoring Engineer
Tom August
Permanent and Full Time role at the UK Centre for Ecology & Hydrology
8 June 2023
Funding
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
August 2025
event
Louisa Richmond-Coggan
September 2025
October 2025
event
Vanesa Reyes
November 2025
February 2023
event
Wildlife Acoustics
January 2023
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Recently updated products
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Really interesting project. Interesting chip set you found. With up to around 2mb sram that’s quite a high memory for a ultra low power soc I think.It might also be... |
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Acoustics, AI for Conservation | 1 year 5 months ago | |
| Hi everyone, I am currently working on the vocal repertoire of an Amazon turtle species and would appreciate if someone would be open... |
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Acoustics | 1 year 5 months ago | |
| Thank you so much for your encouraging words! I'm thrilled to hear that you enjoyed our conversation, and I truly appreciate your support in spreading the word about my survey... |
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Acoustics, AI for Conservation | 1 year 5 months ago | |
| I heard it through industry chatter but can't find a news release on it yet. |
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Acoustics | 1 year 5 months ago | |
| Hi everyone,I posted this mystery recording to Twitter already, but perhaps this forum will have more ideas... Over the years, my lab... |
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Acoustics | 1 year 5 months ago | |
| Hi Danilo. you seem very passionate about this initiative which is a good start.It is an interesting coincidence that I am starting another project for the coral reefs in the... |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Climate Change, Community Base, Connectivity, Drones, Emerging Tech, Human-Wildlife Coexistence, Open Source Solutions, Sensors, Software Development, Wildlife Crime, Funding and Finance | 1 year 6 months ago | |
| Hi Teresa, Thanks for your interest in Arbimon! The platform has a couple different analysis tools that range from unsupervised (like audio event detection & clustering,... |
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Acoustics | 1 year 6 months ago | |
| Real nice video. I'll have another look in the weekend in detail. |
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Acoustics, Community Base, Protected Area Management Tools, Geospatial, Sensors | 1 year 6 months ago | |
| When it comes to long-range communication in the jungle, it can be challenging due to the dense vegetation that can obstruct radio waves.... |
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Acoustics, Connectivity | 1 year 6 months ago | |
| I would recommend going with Ubiquity 2.4Ghz devices which have performed relatively well in dense foliage of the California Redwood forests. It took a lot of tweaking to... |
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Acoustics, AI for Conservation, Connectivity, Open Source Solutions | 1 year 6 months ago | |
| Thank you @carlybatist |
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Acoustics | 1 year 6 months ago | |
| Let me introduce my Citibats Cambodia project (inaturalist.org/projects/citibats-cambodia) hosted on iNaturalist. At the moment we have... |
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Acoustics | 1 year 6 months ago |
