Grayscale Map of Atmospheric Effects Scales Atmospheric Correction

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RESOLV ™ is software as a service created to support correction of smallsat data to surface reflectance. The software that powers RESOLV is the CMAC algorithm developed with funding from the prestigious and highly competitive National Science Foundation Small Business Research program.

 

The CMAC workflow first maps the atmospheric effect as a grayscale from the satellite image using scene statistics. Reversing the effect applies an observation for how the atmosphere affected each image. The observation helped to translate the well-known empirical line method through inversion and adjustment for convenient, accurate and reliable atmospheric correction. Precedence for this approach was found in a four decades-old remote sensing paper. The resulting CMAC algorithm clears images of haze and restores the digital signal to surface reflectance applicable for any automated analysis from precision agriculture to artificial intelligence and machine learning.

CMAC maps the atmospheric effects in images using the spectral statistics from the image. This initial step assures that, unlike existing methods, the data output does not include calibrated error induced by mis-matched timing. CMAC has been verified to be inherently more accurate than existing methods. Also, CMAC works in near real-time without waiting for ancillary data from other satellites – RESOLV works immediately upon image download. The mapped atmospheric effects are used to scale the atmospheric correction. CMAC retrieves surface reflectance for levels of atmospheric effect that are uncorrectable us-ing existing methods.

RESOLV provides convenience, accuracy and reliability and follows new science. 

Read more by downloading our white papers

Landsat 8 views of Maui, Hawaii (06-12-2023), before and after RESOLV processing

Dr. David P. Groeneveld CEO and Partner of RESOLV With a legacy dating back to the early days of satellite data in the mid-1970s, Dr. David P. Groeneveld brings a profound wealth of knowledge and expertise to the forefront. His visionary applications of evolving satellite data have been instrumental in shaping pioneering initiatives, spanning from comprehensive water resources assessments to the development of precision irrigation techniques utilizing satellite reflectance data. Driven by his unwavering passion for innovation, Dr. Groeneveld founded HydroBio, Inc., where he successfully transformed cutting-edge algorithms into commercial reality. Today, with the introduction of RESOLV software, he embarks on a mission to provide a universal solution for atmospheric correction, tailored specifically to the burgeoning smallsat industry.

About the Author

Hello,

I’m Dr. David Groeneveld, founder and leader of RESOLV™. Our software atmospherically corrects smallsat data conveniently, accurately and reliably and does so in near real time. The benefits of RESOLV™ go beyond its technical capabilities. Better accuracy helps researchers, scientists, and others make smarter choices to monitor and manage our planet.

Curious to learn more about RESOLV™, the science behind it and its potential for correcting smallsat images? Fill out this short form and I’ll be in touch.

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