Nav: Home

RIT researchers fix Landsat 8 imagery, measurements with 'innovative' algorithm

November 16, 2016

Rochester Institute of Technology researchers have solved a problem nagging NASA's Landsat 8 Earth-sensing satellite.

Stray light in the thermal infrared sensor, or TIRS, reduces accurate temperature measurements of the Earth's surface.

Software developed by Aaron Gerace and Matt Montanaro, senior scientists at RIT's Chester F. Carlson Center for Imaging Science, improves the accuracy of the Landsat 8 data. NASA funded their research with an $86,000 grant.

NASA and the U.S. Geological Survey have approved the algorithm that will automatically process and correct Landsat 8 images and refine reprocessed data.

NASA's Landsat program of Earth-orbiting satellites has monitored global changes to the landscape since 1972. Landsat satellites orbit the Earth's poles and pass over the same spot every 16 days to study how the Earth changes over time.

"Matt and Aaron were the developers, tuners and testers of the algorithm and its parameters," said Brian Markham, Landsat Calibration Scientist at NASA Goddard Space Flight Center. "The algorithm provides clear improvement in the image quality of the TIRS data and the ability to get accurate temperature measurements of Earth targets, such as lakes, particularly those surrounded by areas of different temperatures. This is important when you are trying to determine if targets are warming or cooling over time."

The effects of stray light on Landsat 8's thermal band measurements were detected shortly after the mission launched in February 2013. Defective optics in the thermal infrared sensor allow unwanted light to enter the optical system and disrupt accurate measurements. According to Gerace and Montanaro, errors have reached as high as 10 degrees Celsius in areas with extreme temperatures like Antarctic or desert regions. Mid-range surface temperatures more typical of the United States are less affected by these wide margins of error, they said.

"Everything you look at with Landsat 8 in the thermal infrared bands appears warmer than it should," Gerace said. "By implementing this fix, people can do accurate science because the temperatures coming from whatever they're looking at is correct now."

A new method to remove the effects of the stray light in the data became a high priority when standard calibration techniques failed to accurately adjust the imagery.

Montanaro had worked for NASA Goddard on the Landsat 8 calibration and TIRS instrument teams. The malfunction was traced to a hardware defect in the telescope, he said. "You would have to replace the telescope to fix this problem."

Gerace and Montanaro went beyond the quick fix of subtracting out the average error from the Landsat 8 imagery and developed a data processing algorithm to estimate the precise amount of extra light in each scene.

"The idea was that if you could determine from where the stray light is coming from and how much we're seeing, then you can use that information as a satellite flies over the scene to determine the stray light," Gerace said. "Our algorithm--adaptively per scene--figures out how much it should subtract to make the temperature accurate," Gerace said.

Jim Irons, deputy director of the Earth Sciences Division and Landsat 8 project scientist at NASA Goddard, called Gerace and Montanaro's solution "innovative."

"They performed a great deal of data analysis to convince the Landsat Science Team, a tough crowd, that their algorithm significantly and consistently improved the accuracy of TIRS data products," Irons said.

The U.S. Geological Survey Earth Resources Observation and Science Center in Sioux Falls, S.D., will begin using the software correction in its operational processing of Landsat 8 data in late 2016, Irons said.

The software correction anticipates a concern surrounding the future Landsat 9, slated to launch in 2020.

Montanaro will support the Thermal Infrared Sensor 2 for Landsat 9. "From headquarters to technical people, the No. 1 thing is, how do we prevent stray light from Landsat 9?"

NASA is implementing a hardware fix to the telescope for TIRS-2 before the launch, he noted.

A scientific paper validating Gerace and Montanaro's stray light correction for the Landsat 8 Thermal Infrared Sensor is currently under review.
-end-


Rochester Institute of Technology

Related Algorithm Articles:

Scientists use algorithm to peer through opaque brains
A new algorithm helps scientists record the activity of individual neurons within a volume of brain tissue.
Algorithm generates origami folding patterns for any shape
A new algorithm generates practical paper-folding patterns to produce any 3-D structure.
New algorithm tracks neurons in bendy brain of freely crawling worm
Scientists at Princeton University have developed a new algorithm to track neurons in the brain of the worm Caenorhabditis elegans while it crawls.
Does my algorithm work? There's no shortcut for community detection
Community detection is an important tool for scientists studying networks, but a new paper published in Science Advances calls into question the common practice of using metadata for ground truth validation.
'Cyclops' algorithm spots daily rhythms in cells
Humans, like virtually all other complex organisms on Earth, have adapted to their planet's 24-hour cycle of sunlight and darkness.
More Algorithm News and Algorithm Current Events

Best Science Podcasts 2019

We have hand picked the best science podcasts for 2019. Sit back and enjoy new science podcasts updated daily from your favorite science news services and scientists.
Now Playing: TED Radio Hour

Anthropomorphic
Do animals grieve? Do they have language or consciousness? For a long time, scientists resisted the urge to look for human qualities in animals. This hour, TED speakers explore how that is changing. Guests include biological anthropologist Barbara King, dolphin researcher Denise Herzing, primatologist Frans de Waal, and ecologist Carl Safina.
Now Playing: Science for the People

#534 Bacteria are Coming for Your OJ
What makes breakfast, breakfast? Well, according to every movie and TV show we've ever seen, a big glass of orange juice is basically required. But our morning grapefruit might be in danger. Why? Citrus greening, a bacteria carried by a bug, has infected 90% of the citrus groves in Florida. It's coming for your OJ. We'll talk with University of Maryland plant virologist Anne Simon about ways to stop the citrus killer, and with science writer and journalist Maryn McKenna about why throwing antibiotics at the problem is probably not the solution. Related links: A Review of the Citrus Greening...