AREN Project
activity:aren

A number of Public Lab projects are supported in part by [NASA](https://science.nasa.gov/stem-activation-team) through the [AREN project](https://www.globe.gov/web/aren-project/), which focuses on educational uses of kite aerial photography for photographic and sensor data collection. As part of the AREN project, Public Lab is making progress on several projects. In AREN's words: ``` In AREN we... * Plan and prepare for a launch * Launch kites * Attach payloads * Collect data * Conduct post-mission debrief * Analyze and share our data ``` Public Lab's primary project as part of AREN is to create, refine, and improve open source image processing tools for aerial photography, primarily [Infragram](http://infragram.org) and [Image Sequencer](https://github.com/publiclab/image-sequencer/), but also [lens distortion tools](/lens-distortion). Public Lab is also investigating low-cost, DIY sensor platforms for use on aerial platforms. **** ## Educators For educators looking to apply these techniques in the classroom, see our [Education page](/education). ## Activities These activities were developed as part of Public Lab's collaboration with the AREN project: [notes:grid:activity:aren] **** ![infragram](/system/images/photos/000/021/974/large/Screenshot_2017-10-18_at_5.42.41_PM.png) ## Infragram The Infragram project brings together a range of different efforts to make Do-It-Yourself plant health comparisons possible with infrared photography. In the context of the AREN project, the Infragram project will provide an easy to access and easy to use tool for multispectral image analysis in the classroom. You can read more about Infragram at: http://publiclab.org/infragram And use the latest version at: https://infragram.org **** [![diagram-6-steps.png](https://publiclab.org/system/images/photos/000/022/640/medium/diagram-6-steps.png)](https://publiclab.org/system/images/photos/000/022/640/original/diagram-6-steps.png) ## ImageSequencer ImageSequencer is a pure JavaScript sequential image processing system, inspired by storyboards, which we are optimizing for analyzing and processing remote sensing imagery. Image Sequencer is different from other image processing systems in that it's non-destructive: instead of modifying the original image, it **creates a new image at each step in a sequence**. This is because it: - produces a legible trail of operations, to "show your work" for evidential, educational, or reproducibility reasons - makes the creation of new tools or "modules" simpler -- each must accept an input image, and produce an output image - allows many images to be run through the same sequence of steps - works identically in the browser, on Node.js, and on the commandline More soon! * Demo: https://publiclab.github.io/image-sequencer/ * Source code: https://github.com/publiclab/image-sequencer/ **** ## Leaflet.Multispectral Multispectral color manipulation and processing (NDVI etc) for Leaflet image overlays with pure JavaScript in Image Sequencer. Read more here: https://github.com/publiclab/leaflet-multispectral [![demo-leaflet-multispectral.png](/i/29216)](/i/29216) ## Leaflet.TileFilter This Leaflet plugin provides multispectral channel manipulation and processing tools (such as NDVI or other remote sensing methods) for Leaflet tile layers using pure client-side JavaScript. Read more here: https://github.com/publiclab/leaflet-tile-filter/ **** ## Low-cost airborne sensors We are also working on comparing low-cost, open source wind sensors like that offered by #as220. More broadly, data logging and sensor platform work will address issues of modeling study design, piloting low-cost payloads, testing data logging and analysis workflows. **** ## Questions [questions:nasa] **** ## Updates [notes:nasa] ...


Author Comment Last activity Moderation
clinicaveterinariavivavet "I don't know much about NDVI Landsat, but if I talk about veterinary " | Read more » 11 months ago
Miniature_Kites "For step-by-step instructions, see the amazon book called, "Miniature Kite Plans" with 26 miniature kite plans. Each plan states the difficulty, ti..." | Read more » over 2 years ago
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utobolearning "The results look great after implementation of this system. Can you please give me some information on how much it cost to buy or if i want to buil..." | Read more » about 4 years ago
utobolearning "This is totally new topic for me. I am learning lot of things so this is also the New. utobo " | Read more » about 4 years ago
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warren "Hi, you can use this simpler sequence for that: https://sequencer.publiclab.org/examples/#steps=ndvi,colormap This will just apply NDVI and the c..." | Read more » about 5 years ago
ThomasTaufan "how to process single multispectral image with the modified webcam and red filter? Because when I saw your example, it is processing 2 images that ..." | Read more » about 5 years ago
tahnok " I was thinking for that price I might be able to crack one open to harvest it for parts, or maybe hook up an arduino to the output somehow. BUT th..." | Read more » over 5 years ago
cfastie "Hi tahnok, Those inexpensive anemometers seems to be missing an important feature of the expensive Kestrel and other fancy anemometers. They do no..." | Read more » over 5 years ago
tahnok " Have you done any test flights with some of the ~20$ anemometers you can find on Amazon to compare with the Kestrel? " | Read more » over 5 years ago
cheneyshreve ":smiley: " | Read more » over 6 years ago
warren "Just a note to self - as we plan out auto-registration features for this, could be good to look at #image-registration ! " | Read more » over 6 years ago
warren "Cool! We've tested blue filters with Raspberry Pi cameras, and it works well although the separate camera technique does result in cleaner separati..." | Read more » over 6 years ago
xose "During the leptos development we bought this board. We'are now playing with a point and shoot NDVI with raspi. I'll give the "IVMECH" board a chanc..." | Read more » over 6 years ago
tech4gt "This is so cool @warren " | Read more » over 6 years ago
warren "@imvec @xose too! " | Read more » over 6 years ago
warren "@tech4gt @ccpandhare check it out! :-) " | Read more » over 6 years ago
tech4gt "@jywarren this is awesome!!! :D " | Read more » over 6 years ago
warren "Probably! Can you point me at a MODIS source with bands youre interested in? " | Read more » over 6 years ago
eustatic "hunh, can you do this with MODIS? " | Read more » over 6 years ago
ccpandhare "@warren wow this looks very promising!! :-D " | Read more » over 6 years ago
jbreen "@warren I think you may have stumped me. Have you looked at GloVis? glovis.usgs.gov " | Read more » over 6 years ago
warren "@wward1400 @adam-griffith @MicheleTobias @lprashad @eustatic @nedhorning @cfastie you might like this little experiment too! " | Read more » over 6 years ago