The JCET Department at UMBC, led by Dr. Zhibo Zhang, is excited to introduce it's Spring 2020 JCET seminar series on the Application of Artificial Intelligence (AI) in Earth Sciences.  Theseminar series looks to provide 1) an introductory overview of the basic AI and “big-data” techniques; 2) hand-on experiences with AI-based algorithms for satellite remote sensing; 3) an outlook of cutting-edge research of the applications of AI in Earth Sciences. There is a great teaching team in place, including three professors from the Department of Information Systems of UMBC, two JCET faculty, and several external scientists/researchers. This seminar series, scheduled on Tuesdays 11:15 AM ~12:15 PM, will be made available online to JCET faculty working at GSFC through WebEx. 

For UMBC graduate students: this seminar series will be a one-credit PHYS650-04 Special Topic Course under my name.

For JCET faculty/staff: WebEx information will be sent out before each seminar (we are testing the recording system and might be able to publish the recorded lecture as well).

For more information, please visit the webpage for this course:

https://sites.google.com/umbc.edu/acros/news/jcet_seminar_series_2020_on_ai

Clouds play a prominent role in moderating Earth’s climate, but their role is still poorly understood. Generally, clouds cool the Earth by reflecting incoming sunlight back out into space. Reducing the clouds’ reflectivity—with a layer of pollution, for example—reduces the cooling effect. However, new research in Proceedings of the National Academy of Sciences by Zhibo Zhang, associate professor of atmospheric physics at UMBC, two of his students, and collaborators from University of Wyoming, University of Science and Technology of China, Universities Space Research Association, and University of Michigan adds another level of complexity to this model.

Every fall, fires race across central and southern Africa. Many are wildfires; others are intentionally set by humans to clear farmland. They create so much smoke that it’s clearly visible from space. Wind sweeps the smoke westward over the Atlantic Ocean, where it rises above the largest semi-permanent gathering of clouds in the world. For years, scientists believed that overall, the smoke diminishes the clouds’ cooling effect by absorbing light that the clouds beneath otherwise would reflect. The new study by Zhang and colleagues doesn’t dispute the existence of this effect, but introduces a new mechanism that counteracts it by making the clouds more reflective.

“The purpose of this paper is to look at these competing processes. Which one is more important?” asks Zhang. A previous paper by Chamara Rajapakshe, a Ph.D. candidate in Zhang’s group (the UMBC ACROS group) and co-author on the new paper, was crucial to answering that question. Using data from a LiDAR system on the International Space Station, Rajapakshe found that the smoke and cloud layers are much closer to each other than previously observed. That means the smoke, which is in the form of tiny particles known as aerosols, can physically interact with the clouds, affecting how they form at the microscopic level. Previous studies usually overlooked these microphysical changes caused by aerosols’ interactions with the clouds.

Clouds need “seeds” to grow. A seed can be any tiny particle around which cloud droplets condense. Aerosols are perfect for seeding clouds, and with more seeds, many small cloud droplets replace fewer large droplets, which then collectively reflect more light and increase the cooling effect.

The team found that in smoky conditions, there are almost twice as many “seeds” per cubic centimeter. By running computer simulations under different conditions, they determined that overall, “The seeding effect is winning,” Zhang says. So, contrary to long-held understanding, the overall effect of the hovering smoke on the clouds near Africa appears to be a cooling one.

Zhang is quick to point out that this result is not an argument in favor of fires. “Aerosols are a very local phenomenon, and they are also short-lived,” he says, so their cooling effects are short-lived, too. “The lifetime of carbon dioxide and other greenhouse gases,” which are released in abundance when plant material burns, “is hundreds of years.”

The team’s ultimate goal is to refine global climate models by improving how they account for clouds. Zhang’s other Ph.D. student and another co-author, Zhifeng Yang, has contributed to that effort by analyzing data collected by a satellite that stays put in the sky (rather than orbiting Earth) to get a more accurate sense of how cloud cover changes in daily cycles.

The next step is to evaluate existing climate models against the team’s new finding. “Now that we know there are two competing mechanisms, and the seeding effect is winning, we can see whether climate models consider these processes properly when they predict the weather and climate in this area,” explains Zhang.

Zhang, Rajapakshe, and Yang are excited to present their findings to the atmospheric physics community in their new paper, and to continue working in this area to further improve climate models—but the more they learn about the complexity of the processes involved, the harder it gets.

“First we had to simulate the clouds correctly. Then we had to simulate the aerosols correctly, and now we have to also simulate the interactions between them correctly,” says Zhang. “It’s becoming a much harder question to address.”

Still, they are up for the challenge. A new NASA mission called PACE is expected to launch in 2020. It will be able to detect polarized light, in addition to everything LiDAR can do.

“With the new satellite you can look at things from different perspectives,” says Zhang, and develop three-dimensional models of the interactions between aerosols and clouds. “Hopefully we can look at this phenomenon even better.”

Beyond the upcoming NASA mission, what really excites Zhang and his team is the opportunity to play a role in making sure communities around the world have the best information available as they prepare for the effects of climate change.

Image: View from a data-collecting aircraft over the Atlantic Ocean, where a layer of smoke is visible above the clouds. (NASA/Kirk Knobelspiesse)

Related Articles:  https://phys.org/news/2018-03-physicists-interactions-clouds-unexpected-cooling.html

http://www.uwyo.edu/uw/news/2018/03/uw-researchers-lead-study-that-discovers-south-african-wildfires-create-climate-cooling.html