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
- @Antonio.A.Ferraz
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Scientist interested in integrating remotely sensed habitat characterization with animal movement and acoustics datasets for conservation applications. Working at JPL and UCLA-IoES affliated
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- @Andrew_Hill
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Open Acoustic Devices
I am co-founder of Open Acoustic Devices, the creators of AudioMoth and HydroMoth. My background is Electronic Engineering and Computer Science.



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- @crazybirdguy
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Field Biologist at Yayasan Cikananga Konservasi Terpadu, Indonesia, with experience and interest mainly in ornithology, citizen science and bioaccoustic
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PhD Candidate in autonomous marine biodiversity modelling

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FruitPunch AI
CTO and Founder of FruitPunch AI




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San Diego Zoo Wildlife Alliance
Wildlife ecologist with a passtion for conseration technology.

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PhD Candidate at University College London. Research and develop wireless sensor networks for biodiversity monitoring. Currently working on a software package for AI bioacoustics classifiers on edge device.
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Saint Louis Zoo
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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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Community Announcement
Our second WILDLABS Community Call took place on April 1st to continue the discussion started by Ben Tregenna in our Data Science group, in which he suggested the idea of submitting a collaborative entry to the X-Prize...
30 March 2020
Trapped inside during the COVID-19 quarantine and looking to engage with conservation science without leaving your desk? Citizen science projects like those on Zooniverse offer a great opportunity to impact scientific...
18 March 2020
Machine learning is rapidly expanding as a useful field research tool, but its complexity can intimidate even seasoned tech conservationists. Edge Impulse aims to make machine learning solutions accessible,...
16 March 2020
2020 marked our fifth year holding our annual #Tech4Wildlife Photo Challenge, and our community made it a milestone to remember. Conservationists took to Twitter last week to share their best high-tech snapshots from...
4 March 2020
Researchers are increasingly placing microphones in forests and other ecosystems to monitor birds, insects, frogs, and other animals. As the technology advances and becomes less costly, proponents argue, bioacoustics is...
24 February 2020
Ol Pejeta Conservancy partners with conservation and technology organisations to kick-start a research and innovation centre for wildlife conservation
31 May 2019
In February, we released an open call for the WILDLABS TECH HUB, offering 3 months of support for solutions using technolgy to tackle the illegal wildlife trade. We were overwhelmed by an incredible 37 submissions,...
13 May 2019
Happy World Wildlife Day! To celebrate, this week we've asked our community to share photos showing how they are using tech in the field or the lab, using the #Tech4Wildlife hashtag.
3 March 2019
In this case study, Science Reporter Jamie Morton tells the story of how Kiwi scientists are teaming up with a local underwater robotics company to gain world-first insights into the lives of whales in Antarctica.
4 February 2019
As human impacts on the world accelerate, so does the need for tools to monitor the effects we have on species and ecosystems. In this article, Ella Browning and Rory Gibb share insights from their recent review paper...
4 December 2018
Article
In this case study, conservation ecologist Ayesha Tulloch takes us behind the scenes of her recent paper, which came out in Nature Ecology & Evolution earlier this month. In this paper, Ayesha and her team present a...
20 August 2018
Last month, the 2018 Ecoacoustics Congress was held in Brisbane. Bringing together scientists, natural resource managers, industry and artists, participants explored the ways that sound can deepen our understanding of...
25 July 2018
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Description | Activity | Replies | Groups | Updated |
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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 |