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
Monitoring and Evidence Manager, Kent Wildlife Trust
- 0 Resources
- 1 Discussions
- 6 Groups
Founder of Owl Sense, we create low cost, long running audio recorders.
- 0 Resources
- 6 Discussions
- 3 Groups
- @emmlub
- | she/her
Interested in soil health and acoustic monitoring
- 0 Resources
- 1 Discussions
- 2 Groups
- @tobiaspetri
- | he/him
Schäuffelhut Berger GmbH
data science & algorithmic developmentfor movement ecology
- 10 Resources
- 33 Discussions
- 10 Groups
PhD student in animal biology working on AI for wildlife conservation
- 0 Resources
- 1 Discussions
- 7 Groups
- @szacoustics
- | he/him
Bioacoustics @CarbonRewild
- 0 Resources
- 9 Discussions
- 3 Groups
- @srfreeze
- | He/Him
I am a wildlife expert with a decade of experience working with bats and proven success in efforts to study, manage, and conserve the species. I work at the nexus of advanced technologies and deep ecological understandings to provide effective solutions to government, academic, a
- 0 Resources
- 0 Discussions
- 11 Groups
Environmental Engineer, phd researcher on soundscape ecology
- 0 Resources
- 1 Discussions
- 2 Groups
- @mr.kite
- | he/him
Environmental Specialist working with bird surveys and impact assessment. Here I'm focused on acoustic recording technologies and acoustic data analysis for birds.
- 0 Resources
- 0 Discussions
- 8 Groups
- @joevstaas
- | Mr
Working with ocean data, technology and collaboration. Empowering ocean insights with a cloud-based geospatial platform, the Ocean Data Platform at HUB Ocean.
- 0 Resources
- 0 Discussions
- 3 Groups
- 0 Resources
- 0 Discussions
- 7 Groups
- 0 Resources
- 0 Discussions
- 1 Groups
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
event
Julia Wiel
July 2025
September 2025
October 2025
event
Vanesa Reyes
November 2025
September 2024
event
Vanesa Reyes
event
Marius Miron
event
Vanesa Reyes
61 Products
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Tessa-- Thanks for chiming in. I agree with a lot of what you're saying, both about what RFCX is likely to actually be doing and about the need for more open labeled... |
|
Acoustics | 3 years 7 months ago | |
| We are filming with the Australian Acoustic Observatory soon with one of the Solar BARs we created (it's continuously recording for four years!) and were wondering if... |
|
Acoustics | 3 years 8 months ago | |
| Thanks Rob! Hopefully it turns out to be a useful tool. Just to reiterate for folk, there are links to tutorials and a beta version in the blog post. |
|
Acoustics | 3 years 8 months ago | |
| This is a small device that sits in your backyard and monitors sounds and RF signals for wildlife. https://www.kickstarter.com/... |
|
Acoustics | 3 years 11 months ago | |
| Tessa Rhinehart has developed a great compilation of bioacoustic analysis platforms, software, etc. with basic functionality on each. It's openly-available on Github -https://... |
|
Acoustics | 4 years ago | |
| Dear Antoine, collect sound data (.wav) with the audiorecorder (audiomoth) of your choice. Point the script https://github.com/kahst/BirdNET-Lite to the location of your data... |
|
Acoustics | 4 years ago | |
| I didn't see this post until the digest came out, but if you still need some comments... I suggest asking this question on one of the sound recordists forums. The... |
|
Acoustics | 4 years ago | |
| Hi all, The UK Acoustics Network's Bioacoustics special interest group is hosting a monthly webinar series starting this month (... |
|
Acoustics | 4 years 1 month ago | |
| I'm assuming that by "sort by frequencies" you mean the frequency of the call itself, not the frequency of the audio recording (for example, a call at 1KHz vs a... |
|
Acoustics | 4 years 1 month ago | |
| Hi everyone, we’ve decided to extend the survey for 3 more weeks, until the 18th of April! That will be the final date (the online survey tool we use is not free,... |
|
Acoustics | 4 years 1 month ago | |
| Ah, perfect. I was wondering why I never hear those calls! That's really nice work, thanks so much for sharing! |
|
Acoustics | 4 years 3 months ago | |
| Hi Alex, I'm not sure what problems there could be with aliasiing and harmonics using a low sample rate, and may depend I guess on how the recordings are processed later... |
+7
|
Acoustics | 4 years 3 months ago |
European Forum Alpbach
1 August 2023 5:23pm
Senior Technical Specialist, Monitoring & Technology, ZSL
18 July 2023 1:44pm
New Updates to Carbon Mapper Data Portal
12 July 2023 4:57pm
WOPAM Day (World Oceans Passive Acoustic Monitoring Day)
12 July 2023 4:04pm
LABMaker
6 June 2023 3:31pm
17 June 2023 10:36am
Dear Tom, the AudioMoths are being sold via LabMakers (but I do not know if they construct them for them). Have you been in touch with the AudioMoth team? I am sure they will be able to provide you useful feedback regarding what you are trying to do, and LabMakers.
I have only used them to buy things from them.
Regards, Christos
3 July 2023 4:00pm
Hi Tom,
Seeed Studio also offers manufacturing services. Check out more info on the website here :)
RFCx/Arbimon is Hiring a Data Scientist!
28 June 2023 9:37pm
The Wildlife Society Conference
19 June 2023 5:59am
Catch up with The Variety Hour: June 2023
16 June 2023 11:43am
Wildlife Monitoring Engineer
8 June 2023 4:54pm
ISO Speakers for Emerging Technologies class.
31 May 2023 4:29pm
31 May 2023 10:21pm
Definitely interested! I'm in the ecoacoustics/acoustic monitoring space, working at Rainforest Connection and Arbimon.
2 June 2023 2:08pm
Carly, that would be great! Thanks! I work with soundscapes and love the work of Rainforest Connection! I'll send you an email (@CUNY) to coordinate!
Funding Opportunity for attending bird-focused events and trainings
2 June 2023 12:54am
Looking for AI volunteer positions
24 May 2023 5:41am
24 May 2023 3:45pm
Hi Donya! You might check out the Conservation Tech Directory to see what projects/organizations/tools best align with your interests and skills.
New Paper: Identification of fish sounds
5 May 2023 12:40am
Marine Mammals Research Association (DMAD) and ACCOBAMS Joint Training Course
4 May 2023 1:00pm
Soundscape analysis using eco‑acoustic indices for the birdsbiodiversity assessment in urban parks (case study: IsfahanCity, Iran)
2 May 2023 11:52pm
[Recordings Now Available!) EarthRanger User Conference
27 April 2023 5:52am
Software for marine acoustic monitoring?
25 April 2023 11:53pm
Congo Basin activity?
30 March 2023 9:14pm
25 April 2023 5:08pm
greetings!
i sent you a PM regarding this, feel free to contact me however is most convenient for you -
regards,
chris
HydroMoth GroupGets Campaign is Open
17 April 2023 8:44pm
How do I get started with Bird Audio processing and classification?
17 April 2023 9:11am
World Oceans Passive Acoustic Monitoring Day
14 April 2023 4:36am
Project Manager, Rainforest Connection (RFCx)
12 April 2023 1:09pm
The 59th Annual Meeting of Illinois Chapter of The Wildlife Society
12 April 2023 5:24am
Accessible acoustic analysis tech for blind scientist - ideas?
31 March 2023 10:52pm
6 April 2023 10:49pm
Hey Kate I don't have any explicit ideas at the moment but will think on it - such a cool concept! I wonder if there's some form of tactile spectrogram that you could develop, or a way that you could have them try to draw a representation (so assign some shape) of what they are hearing as a means of classification a call and then clustering those shapes? There's a way of creating an image using foam and paper I believe so they could have a tactile record of those shapes. Guess it depends what you want to the quantitative results to be. Super cool that you are looking for greater accessibility in acoustics!!!
7 April 2023 1:40am
Hi Kate,
We've developed a screen-reader workflow for a classification problem on our "Ocean Voices" Zooniverse project, which simply asks folks to label sounds based on what they hear and omits the spectrogram altogether. There are lots of screen-reader users who are active in the Zooniverse Talk forums, so they may have valuable input for you as well.
Once a person has labeled data, I wonder if they could run automated detectors over the data in Pamguard, calculate features (using something like the R package PAMpal), and then use the BrailleR package to explore the statistics in R. This article has a pretty interesting summary about statistical software for visually impaired folks - might not be news to your student, but I thought it was pretty cool.
I'm very curious what our friends who are visually impaired might notice in the acoustic data. Best of luck to you and your student!
Cheers,
Anne
7 April 2023 5:11pm
Hi Kate- ARISTA Lab (Advanced Research in Inclusion & STEAM Accessibility) is actively working on this through their eclispse soundscape project. I recommend reaching out to MaryKay to get the latest on their project.
Megan
Who's going to ESA in Portland this year?
31 March 2023 9:27am
4 April 2023 9:58am
That sounds great. I think you should encourage people to bring a bit of tech with them, can be a good conversation starter/ice-breaker
4 April 2023 4:04pm
Good idea! I've got a ransom assortment of different acoustic recorders I can bring along
5 April 2023 11:58pm
Indeed, I'll be there too! I like to meet new conservation friends with morning runs, so I will likely organize a couple of runs, maybe one right near the conference, and one somewhere in a nearby park where we can look for wildlife. The latter would probably be at an obscenely early hour, so we can drive somewhere, ideally see elk (there are elk within 25 minutes of Portland!), and still get back in time for the morning sessions.
Updates about Arbimon for Ecoacoustics - free, cloud based analytical tool
31 March 2023 11:09am
31 March 2023 3:43pm
Yes please reach out with any questions on acoustic monitoring, Arbimon, RFCx, etc.!
8 June 2023 1:59am
GroupGets?