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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Digital nomad, software developer, running mechatronic engineering firm in Seychelles to assist ocean conservation groups.
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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 |
|---|---|---|---|---|
| Hi Sol,If the maximum depth is 30m, it would be worth experimenting with HydroMoth in this application especially if the deployment time is short. As Matt says, the air-filed case... |
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Acoustics, AI for Conservation, Data management and processing tools, Emerging Tech, Sustainable Fishing Challenges | 1 year 3 months ago | |
| Oh wow, thank you so much!!!I will keep that four advices in mind! |
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Acoustics | 1 year 3 months ago | |
| You won't get any audio if you don't allow enough time for the hydromoth/audiomoth to write. So when you do a continuous recording you need to experiment a little. I'm sure there... |
+3
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Acoustics | 1 year 3 months ago | |
| Congratulations! My first hydromoth was just arrived yesterday and so excited! Looking forward for the update from your project!!! |
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Acoustics, Animal Movement, Climate Change, Conservation Tech Training and Education, Data management and processing tools, Emerging Tech, Open Source Solutions, Protected Area Management Tools, Sensors, Software Development, Latin America Community | 1 year 3 months ago | |
| If you have the resources, I would suggest testing the sensitivity and directionality of the system at relevant frequencies both with and without an external mic, and let the... |
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Acoustics | 1 year 3 months ago | |
| Totally agree.Inititally sceptical until I saw Helena and Graeme were involved.MJ |
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Acoustics, Citizen Science, Community Base, Human-Wildlife Coexistence | 1 year 3 months ago | |
| 'Most importantly, we have to make it play a MIDI version of the DoctorWho theme song when you arm the device. That has to be the #1 feature if you ask me!' Seconded! |
+9
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Acoustics, Animal Movement, Emerging Tech, Open Source Solutions, Sensors | 1 year 4 months ago | |
| We've deployed passive acoustic monitors in various urban environments without any issues of theft, even in locations where camera traps and other technology has been historically... |
+5
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Acoustics | 1 year 4 months ago | |
| We could always use more contributors in open source projects. In most open source companies Red Hat, Anaconda, Red Hat and Mozilla, people often ended up getting hired largely... |
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Acoustics, AI for Conservation, Conservation Tech Training and Education, Early Career, Marine Conservation | 1 year 4 months ago | |
| Hello everyone, I'm interested in gathering insights on how the behavior of different species impacts the development and efficacy of... |
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Animal Movement, Acoustics, Camera Traps, eDNA & Genomics, Emerging Tech, Marine Conservation | 1 year 4 months ago | |
| Thank you Carly, I will definitely take a look. |
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Acoustics, Animal Movement, Climate Change, Conservation Tech Training and Education, Data management and processing tools, Geospatial, Software Development | 1 year 4 months ago | |
| Hi @timbirdweather I've now got them up and running and winding how I can provide feedback on species ID to improve the accuracy over time. It would be really powerful to have a... |
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Acoustics, AI for Conservation, Citizen Science, Emerging Tech | 1 year 5 months ago |
