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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Underwater Bioacoustician interested in developing PAM for freshwater systems

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Ecologist and conservation researcher, currently an Assistant Professor at University of Michigan-Flint, research areas include landscape ecology, forestry and wildlife interactions, wildlife habitat relationships, spatial ecology, GIS.

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Tech for Conservation

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Nature Conservation Foundation
I'm a PhD student from India, interested in utilising bioacoustics and technology to answer ecological questions. I'm a frog nerd :)

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Technologist and Visual storyteller focusing on social, conservations issues.



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Interested in emerging technologies related to camera traps for pollinators
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Interested in bioacoustics
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I am a Conservationist and Ornithologist passionate about biodiversity conservation and environmental sustainability.

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A Wildlife Biologist interested in Environment Assessment and Restoration, In-situ and Ex-situ strategies, Technologies used in Conservation and Illegal Wildlife Trade.


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I'm a MIDS graduate student at UC Berkeley working on a citizen science app for automated frog call identification. I'd like to know how users interact with such apps and their pain points. This 5-minute survey will...
27 September 2024
The African Bioacoustics Conference!
18 September 2024
After all the discussion about calibration yesterday during the bioacoustics hardware call, I figured I should link to my talk on the subject from a few years ago.
6 September 2024
The Coral Research & Development Accelerator Platform opened it's Coral Accelerator Program 2024 for internationally collaborating teams to apply with innovative projects ranging from 'novel early-phase' to 'final...
26 August 2024
The IQOE Task Team on Low-Cost Hydrophones for Research, Education and Citizen Science would like to understand the needs of all hydrophone end-users. Please answer a few questions in this online survey! By...
26 August 2024
Join us for Season Five of the WILDLABS Virtual Meetup Series, tuning in to the world of Bioacoustics! Laying the groundwork for our new horizon scan research, each event will convene cross-sector experts to explore a...
22 August 2024
Join us in celebrating this year’s Judging Panele Award winners!
19 August 2024
Join us in celebrating this year’s Community Choice Award winners!
15 August 2024
Vote for your favorite submissions that best demonstrate conservation impact, novel innovation/discovery, and strong storytelling of the work and the sector.
12 August 2024
On the final day of the #Tech4Wildlife Photo Challenge, we wrap up looking at past and current submissions that feature the fastest growing areas of conservation tech. Today’s topic: bioacoustics!
9 August 2024
We are thrilled to introduce our new horizon scan, which will chart the future of bioacoustics. By collectively prioritizing emerging innovations that could transform the field, we aim to build consensus, facilitate...
5 August 2024
Wildlife Acoustics is proud to offer a grant program to support the advancement of wildlife research, habitat monitoring, and environmental conservation
4 August 2024
September 2025
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Description | Activity | Replies | Groups | Updated |
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Hi Wildlabbers, We've got a fascinating paper to show you, as shared with us by Claude Miaud. This study looks at how amphibian... |
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Acoustics | 4 years 11 months ago | |
I thought this article might be interesting to people in this group: "It’s common knowledge that bats navigate and search for... |
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Acoustics | 4 years 11 months ago | |
Hello to you all, I hope everyone is doing ok during this Covid-19 contingency. Jsut sharing this adaptation for the water proof case for the Audio Moth. https://www.... |
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Acoustics | 5 years ago | |
Johnnie, Great. You can get me at work on c.abrahams@bakerconsultants.co.uk Ta, Carlos |
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Acoustics | 5 years 1 month ago | |
Hi everyone, Thanks for attending today's episode! You can find all of the collaborative notes at the link below, and we also encourage you to use this thread to connect... |
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Acoustics | 5 years 1 month ago | |
Hi everyone, If anyone is looking for the episode's collaborative notes, you can find them here: https://notes.datawrapper.de/p/Tech_Tutors_Episode_3 This doc... |
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Acoustics | 5 years 1 month ago | |
Hi all, There is a conversation underway in the "Ethics of conservation tech" group on best practices for responsible ue of... |
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Acoustics | 5 years 2 months ago | |
How do we get notified for the next group buy? |
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Acoustics | 5 years 3 months ago | |
Hello all, I am new to recording but have been learning about acousting environmental monitoring for several years now. Covid19 has me... |
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Acoustics | 5 years 3 months ago | |
Hi Isla, Range at which animals hear sounds depend on 4 things: 1) the frequency (pitch) of the sound of interest. As a rule of thumb, lower frequency sounds travel... |
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Acoustics | 5 years 3 months ago | |
We used the following lithium batteries. URL: https://fortebattery.en.made-in-china.com/product/FBDEubqyfGhH/China-C-Size-Lithium-Batteries-Cr26500-Cr26500se-... |
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Acoustics | 5 years 3 months ago | |
Hi Carly, The recording + our notes is here: WILDLABS Virtual Meetup - Acoustic Monitoring We also keep an archive of all past meetups here: ... |
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Acoustics | 5 years 4 months ago |
New Paper - The sound of the illegal: Applying bioacoustics for long-term monitoring of illegal cattle in protected areas
12 January 2023 5:20pm
WEBINAR: Earth, Wind & Fire: Amphibian Response to Wildfires, Windfarms, & More
11 January 2023 5:59pm
Conservation Technology Intern (Vietnam)
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Education Paper on Computer Vision for Ecology
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Job: Conservation Technology Specialist (PT)
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Job: maker / workshop technician
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San Diego Zoo needs Summer Undergraduates!!
19 December 2022 1:58pm
Upcoming PAM & R Ocean Science Courses
16 December 2022 3:27pm
PhD - Sensory ecology of vespine wasps
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New paper - First population estimates of two Critically Endangered frogs from an isolated forest plateau in Madagascar
28 November 2022 4:19pm
Unifying acoustic metadata
2 November 2022 10:21am
4 November 2022 3:47pm
Hi Jamie, this is super exciting! I had not realized that PAMGuard integration was going to be part of the plan for Tethys - so thrilling!
One quick question - when processing large datasets, often I end up with a series of binary/database files (e.g., separate runs for separate frequency bands). Does Tethys accommodate the multiple file scenario?
Would love to give it a whirl when appropriate.
7 November 2022 12:32pm
Yeah, it's an exciting project. Also will be a great excuse to improve PAMGuard documentation - something sorely needed. Python libraries also on the way as part of this.
As for Tethys, yes it will accommodate the multiple configuration file scenario - ideally the end game will be that any configuration you use in PAMGuard will be directly exportable to a Tethys database. If you use multiple configurations, then each is a separate Tethys database, however, when these are exported they can be amalgamated into one because the Tethys is clever enough to know these are the same data processed in different ways.
"Would love to give it a whirl when appropriate. " - might be a while but noted! :-)
WILDLABS Digest: 4 November 2022
4 November 2022 3:42pm
Data mgmt for Passive Acoustic Monitoring best practices?
14 September 2022 8:35pm
15 September 2022 4:20pm
Hi Alex--
The first thing I'd suggest you think through is how much data you have vs how much data you are currently working on. Because if you have data from previous years that you want to ensure you're storing securely and reliably but don't need immediate access to in order to run analysis on, that opens up some options. You can compress data using lossless algorithms like FLAC, where the compression ratio varies but 50% is a pretty good margin, and then convert back to WAV if necessary for reanalysis. Compressing using MP3, OGG, AIFF, or other compression algorithms is an option that saves even more storage space but you will lose information in ways you wouldn't with FLAC--it depends on your specific needs.
I'd also recommend setting up a RAID array (RAID = "Redundant Array of Inexpensive Disks"). This offers some additional security in event of a drive failure. A lot of folks who do video editing, probably the most similar use case to people working with acoustic data who also lack the institutional support of a large company or university IT department use a local NAS enclosure like https://www.qnap.com/en-us/product/ts-433 that are designed for just this purpose. Some higher initial startup costs than just buying individual USB hard drives but that does come with some perks including additional reliability and can be faster to read data depending on the exact drive specs and your local networking setup.
There are also low-cost cloud storage services like Amazon's Glacier. However, getting these set up can be a little bit tricky and they are not particularly responsive (for example, if you upload data to Glacier, it will be very safe, but getting it back if you need to use it again can take a few days depending on the dataset size).
19 September 2022 1:58am
Hello Alex,
My information might not be that helpful to you, still, our organisation have an Enterprise license of AWS cloud and we store all our media files (video, pictures, audio etc.) there. We are also using a media management solution, Piction, thru which we upload the files into the S3 bucket and in the process it also captures the file metadata (some of the metadata values needs to be entered manually). This is useful to search the files if someone wants to view or process the file later. We are soon deciding on the file storage configuration so that old files will move to cheap storage like AWS Glacier, which will take a maximum of a week time to retrieve it.
Jitendra
28 October 2022 4:19pm
Hi Alex,
I'd go much further along the lines that David @dtsavage sets out. Before jumping to implementations, better think through why you want to keep all that data, and for who? From your question, it appears you have at least three purposes:
1- for yourself to do your research
2- for others to re-use.
3- for yourself to have a back-up
For 1) you should do what works best for you.
For 3) use your organization's back-up system or whatever comes close to that
For 2 and 3) As you are indicating yourself : deposit your data at your nation's repository or zenodo.org if your nation doe not have one. It may be some documentation work ( which is what you should do anyways, right? ), but then you can stop worrying about holding on to it. Someone else is doing that for you and they do a much better job - because it is their job. Moreover, you increase the chance that other will actually become aware of all that data that you are sitting on by putting it into a repository. Who is otherwise going to find out and how that you have those disks on your desk? Lastly, depositing your data can also serve as a back-up. If you don't want to share it before you've published about it, there is likely the option of depositing under time-embargo or of depositing while requiring your consent for any re-use.
You ask how many people actually do this? You can find the answers at the repository, but I suggest that what matters most is whether you want to for your own reasons, and whether your funders, or organization's funders require it.
Audiomoth online conference
24 October 2022 4:50pm
New conservation tech articles from Mongabay
20 October 2022 7:45pm
Software to aid acoustic sound files visualization/labelling + Software to syncronize video/acoustic sonograms
23 September 2022 1:01pm
8 October 2022 12:44am
I would also recommend Arbimon. It is well set up to handle Audiomoth recordings. Being cloud based, you will need a good internet connection for sound file upload. I'm just starting to investigate its use for Song Scope recordings. Setting up the call recognisers will be a slow process, but they can be made available to all users once done.
8 October 2022 7:33am
You could try using a video editor like DaVinci for looking at your video and audio together. I don't think DaVinci displays sonograms by default (just waveform) but I think it will open your selected audio in an external editor which would allow you to see the sonograms and make measurements with something like Audacity or Kaleidoscope.
20 October 2022 11:01am
The open-source program Audacity can show the spectrograms and histograms and has quite a lot of other useful features, e.g. playing ultrasound calls slower, so it can be heard by people.
Conservation Technology Intern (Vietnam)

19 October 2022 9:22am
Acoustic Monitoring Biologist (Avian)
19 October 2022 12:11am
New paper: Benthic animal-borne sensors & citizen science combine to validate ocean modelling
10 October 2022 4:15pm
The Smart Biosphere: How Technology can provide regenerative resources at scale
10 October 2022 12:06pm
Open Position at Cornell - Software/Firmware Developer
6 October 2022 5:10pm
Multi-day workshop: Machine Learning Advances for Marine Acoustics & Imagery Data
4 October 2022 5:20pm
Audio Across Domains Workshop 2022
3 October 2022 7:54pm
3 October 2022 11:40pm
11 October 2022 2:05pm
New paper - Rookognise: Acoustic detection & identification of individual rooks in field recordings using multi-task neural networks
3 October 2022 2:35pm
New paper: Battery-free wireless imaging of underwater environments
29 September 2022 3:22pm
New paper: Seasonal swarming behavior of Myotis bats revealed by integrated monitoring, involving passive acoustic monitoring with automated analysis, trapping & video monitoring
27 September 2022 3:22pm
Conservation Tech Directory - new update!
29 August 2022 2:38pm
23 September 2022 5:26pm
Congrats on the milestone Carly and Gracie!
26 September 2022 10:07pm
Thanks so much!!
3 November 2022 12:34pm
Hi Ellie - OK sure thing - I can set up an article too.