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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M.S. student using Passive Acoustic Monitoring to study bird assemblages in Ecuador.
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Forgotten Parks Foundation
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Global Biodiversity Information Facility (GBIF)
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Based in Australia, in the Blue Mountains and working with WWF-Australia on a new program "Eyes on Country". Working on the interface of tech, conservation and First Nations/Ranger groups.
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Queensland University of Technology (QUT)
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I am a master's student currently working on acoustic monitoring of an Endangered frog species in South Africa.
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Article
Authors: Danielle I. Rappaport, Anshuman Swain, William F. Fagan, Ralph Dubayah, Douglas C. Morton
29 May 2022
Community Announcement
Apply now: Women in Conservation Technology Programme, Kenya
Stephanie O'Donnell
Are you an early career Kenyan conservationist looking to explore emerging conservation technologies while networking with a strong cohort of other female leaders? Apply now for our 6-month Women in Conservation Tech...
8 March 2022
Article
Introducing the WILDLABS On the Edge Fellows
WILDLABS Team
We're proud to introduce the first WILDLABS On the Edge Fellows for 2022, Loretta Schindlerova and Meredith Palmer! Working alongside expert Edge Impulse mentors, these two fellows will use embedded machine learning to...
10 February 2022
Article
GroupGets: AudioMoth Underwater Case
Open Acoustic Devices
Don't miss your chance to order the AudioMoth Underwater Case through GroupGets! This campaign is for a waterproof case designed specifically for AudioMoth version 1.2.0 (without the 3.5mm socket), and for use at depths...
11 January 2022
Article
New Paper: HydroMoth Testing
Open Acoustic Devices
Open Acoustic Devices have tested their new HydroMoth, an affordable marine acoustic tool that could open up new avenues for marine conservationists without budget for expensive hydrophones. Read the newly published...
5 January 2022
Article
Deep Learning for Marine Ecology and Conservation
Ellie Warren
This article provides a review of deep learning (predominantly ML) used in marine ecology and considerations for its future directions in conservation. In plain language, the authors provide a methodology for training...
20 December 2021
Article
MBARI shares trove of marine acoustic data
Monterey Bay Aquarium Research Institute (MBARI)
The Monterey Bay Aquarium Research Institute has an extensive acoustic archive from underwater recordings and has made their valuable dataset available to researchers around the world via an open data registry on the...
5 November 2021
Funding
Opportunity: μMoth v1.1 Group buy
Open Acoustic Devices
GroupGets has a Group buy campaign for a μMoth v1.1(Round 2), that runs till Sat, 06 Nov 2021 12:55:00 PDT. The μMoth v1.1 goes for a Single-unit price of $99.99 + shipping.To join this buy, kindly visit this page
4 November 2021
Article
This article outlines how acoustic monitoring of bird species provides a means to study ecosystems with minimal disturbance and over wide areas. Birds are excellent indicator species, therefore, monitoring their trend...
21 October 2021
Article
In David Savage's Technical Difficulties case study, he discusses lessons learned from working with bioacoustic tools in the field and dealing with damages caused by environmental factors and wildlife. Download this...
12 October 2021
Article
GroupGets: μMoth Now Available
Open Acoustic Devices
The new μMoth is now available on GroupGets! These units are going quickly, so join the order quickly to be among the first to try the world's smallest full-spectrum acoustic development board! Join the GroupGets order...
27 May 2021
Article
New Papers: Remote Sensing in Ecology and Conservation
Zoological Society London (ZSL)
ZSL's Remote Sensing in Ecology and Conservation journal has released new research for early view before inclusion in an issue. See the full list of recent open access research papers on RSEC.
22 April 2021
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61 Products
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hi everyone, can you recommend reliable bat detectors for fieldwork? I'm focusing on bat (Chiroptera) research and need a detector... |
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Acoustics | 3 months ago | |
| You can hack a 6-inch underwater speaker onto a recording unit, and swap it from being speaker to a microphone. They are, on paper, the same thing. That frequency... |
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Acoustics | 3 months 1 week ago | |
| Hey Catherine! This post originally linked to an old version of the database - the new version does include WildTrax. I'm a big fan of it :) |
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Acoustics | 3 months 1 week ago | |
| Thanks for reaching out.Please send us an email: smithy@kznwildlife.com and david.ehlers.smith@birdlife.org.za and we can have chat. Review and meta-analysis welcome as well as... |
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Acoustics | 3 months 1 week ago | |
| Hi Lucille,Thank you for your reply! We’d be really interested in learning more about your developments. We’ll contact you soon to arrange a discussion.Thank you.Best regards,... |
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Acoustics, AI for Conservation, Sensors | 3 months 1 week ago | |
| That is splendid news! Thanks Willem-Pier! |
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Acoustics | 3 months 2 weeks ago | |
| Hi Lorenzo,I highly recommend the OpenSoundscapes package (developed by the Kitzes Lab at U Pittsburgh) - there are workflows to build your own CNNs there, the documentation is... |
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Acoustics, AI for Conservation, Animal Movement, Open Source Solutions | 3 months 2 weeks ago | |
| Hello everyone!During my master thesis in engineering (past autumn), I developed Machine Learning for anti-poaching. As such, I recorded a... |
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Acoustics, AI for Conservation, Data management and processing tools | 3 months 2 weeks ago | |
| Hey everyone! We’re Deep Voice Foundation, a non-profit using AI to help conserve marine wildlife. We develop acoustic... |
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Acoustics, AI for Conservation | 3 months 3 weeks ago | |
| Hey, please find here a dataset about nocturnal bird calls in Europe |
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Acoustics, AI for Conservation, Software Development | 4 months 1 week ago | |
| Hi Simon,We (Reneco International Wildlife Consultants) have an ongoing collaboration with a local University (Abu Dhabi, UAE) for developing AI tools (cameratrap/drone... |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Connectivity, Drones, Early Career, eDNA & Genomics, Marine Conservation, Protected Area Management Tools, Sensors | 4 months 1 week ago | |
| Hello Carly, Congratulations for this project!I am studying right now a second MA in Environment Management. I would like to do my MA thesis project about these technologies... |
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Acoustics, Camera Traps | 4 months 2 weeks ago |
