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
- @ldbraunholtz
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(Tropical) forest ecologist w interest: biodiversity, camera traps, community led conservation & more. Passionate about inclusive nature for all.
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- @Riley
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I'm a Data Scientist at Western EcoSystems Technology. I am interested in AI processing and statistical modeling of acoustic data and camera trap and drone imagery.
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- @jscanass
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University College London (UCL) & Red Ecoacústica Colombiana
PhD Student at UCL
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- @Gathoni
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PhD Candidate at Nottingham Trent University, UK. Ecologist with a passion for wildlife conservation and conservation technology with foundational training in BSc and MSc Rangeland Management (Ecology option). Current project: Use of acoustics to monitor ecosystem restoration.
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Develops acoustics for cetacean and bat monitoring: F-POD, C-POD, BatBug
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Open Acoustic Devices
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- @nicktechs
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creative technologist
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Wildlife Protection Solutions (WPS)
Director of Technology at Wildlife Protection Solutions. Primarily focuses on leveraging machine learning and advanced data analytics to combat poaching, monitor biodiversity, and predict environmental threats.
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Arribada Initiative
Director at Arribada, a UK-based conservation technology research & development organisation
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I am a researcher working on non-human primates in southern India
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Careers
Sarab Sethi is looking for a PhD student (Sept 24) to investigate real time insect pollinator monitoring with acoustics. Sensor design, ML, lab and field experiments, and more !
16 November 2023
Careers
Software Engineer at Rainforest Connection & Arbimon
Carly Batist
Join the Rainforest Connection & Arbimon team to develop software for biodiversity monitoring!
14 November 2023
Link
Digital Signals Processing - free online textbook
Lars Holst Hansen
I just discovered this freely available book on digital signal processing and love the fact that it is“…intended for students … who may not have much mathematical or engineering training.” Seems like a great resource...
31 October 2023
Article
Ecoacoustic Bird Survey White Paper
Carlos Abrahams
Baker Consultants has released new ecoacoustic research assessing the benefits of using automated detectors alongside transect bird survey methods.
30 October 2023
Article
In case you missed it... (no.2)
Stephanie O'Donnell
Five #tech4wildlife people, projects and updates that caught my attention this month. This issue is a naturetech, biodiversity startup edition! Featuring a living map of the biodiversity startup scene, is nature data...
27 October 2023
Careers
Acoustic Monitoring Specialist
Mandy Holmgren
The Institute for Bird Populations (IBP) seeks a California-based acoustic monitoring specialist to collect, manage, and process avian acoustic data from multiple research and conservation projects across California...
26 October 2023
Article
With the rising threats to biodiversity such as wildlife crime, climate change and human-wildlife conflict today, wildlife monitoring technologies have become vital to study movement ecology, behaviour patterns, changes...
25 October 2023
Link
New paper in Nature Communications from Jörg Müller et al. using BAR-LT recorders and CNNs to track biodiversity recovery. Study shows that #soundscapes 🎙🎶 and deep learning are powerful tools for tracking biodiversity...
20 October 2023
Careers
To study song evolution in time and space, we will use individual acoustic monitoring (IAM) - a non-invasive method that allows the identification of individuals based solely on their vocalisations. In this project, we...
20 October 2023
Careers
The Marie Skłodowska-Curie PhD Fellowship in Bioacoustic AI for wildlife protection. The PhD position advertised here will be based at the KU Leuven Electrical Engineering Department (ESAT), under the supervision of...
20 October 2023
Careers
PhD Opportunity: 'FLOATERS' position at Bioacoustic AI Doctoral Network
Stephanie O'Donnell
FLOATERS: Using individually distinct vocalizations to estimate breeding and non-breeding population of a species. Apply for the fully funded PhD position now!
20 October 2023
Careers
The Kitzes Lab at the University of Pittsburgh (http://kitzeslab.org) is seeking applications for a Postdoctoral Scholar, Research Assistant, and Graduate Student to work in the areas of bioacoustics, quantitative...
28 September 2023
June 2025
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July 2025
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Vanesa Reyes
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61 Products
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hey Xiona,I see that you are from a university that is very close to where I live. I have a platform that is well suited for combating wildlife crime and I perceive that it’s... |
+5
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Wildlife Crime, Acoustics, Latin America Community | 4 months 3 weeks ago | |
| Sounds good, will do. |
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Acoustics | 4 months 3 weeks ago | |
| I am thrilled to share that I have completed the six-month Women in Conservation Technology program. I am Sarah Mshanga, and I hold a... |
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Acoustics, Conservation Tech Training and Education, Community Base, Early Career, East Africa Community | 4 months 3 weeks ago | |
| Hello WalterThanks for your input. I have achieved better results with the puc when hooking it up to a powerbank. Have got them set up to "recording only", and GPS to low power... |
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Acoustics, AI for Conservation, Citizen Science, Sensors | 5 months ago | |
| Added! ¡Agregada! |
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Latin America Community, Acoustics | 5 months ago | |
| Hi Iqbal,I'm sure you could get some good feedback on this from XC users on this, particularly on the subject of protocols, recording settings, etc. So maybe a nice idea to post... |
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Acoustics | 5 months 1 week ago | |
| Super interesting work! Maybe one day you will also be able to have a career as a science fiction writer. Lot of interesting outcomes can come of this. ❤️ |
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Acoustics, Data management and processing tools, Early Career | 5 months 3 weeks ago | |
| It's still a bit early days. For nocturnal flight calls (which are the majority of the mysteries) the recordings are generally of poor quality and the model doesn't find anything... |
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Acoustics | 5 months 3 weeks ago | |
| I think lithium AAs would be ideal, but since it's not likely to be super cold I think you could get away with Alkaline if you're ok with somewhat reduced runtimes. |
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Acoustics | 6 months ago | |
| Hi WILDLABSWe have been working on a macOS version of PAMGuard and it would be great if some folk here in the community would like to give... |
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Acoustics, Software Development | 6 months ago | |
| The figures come very close to the primo mic. When I looked into this a couple of years ago I don’t recall seeing one come this close. |
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Acoustics | 6 months ago | |
| This is a thread for anyone who has questions about AI for Conservation Office Hours 2025.We're once again teaming up with Dan Morris from... |
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Acoustics, AI for Conservation, Camera Traps, Community Base, Geospatial | 6 months 1 week ago |
