grant funding

Houston researcher wins competitive NSF award for work tying machine learning to the power grid

The UH team is developing ways to use machine learning to ensure that power systems can continue to run efficiently when pulling their energy from wind and solar sources. Photo via Getty Images

An associate professor at the University of Houston received the highly competitive National Science Foundation CAREER Award earlier this month for a proposal focused on integrating renewable resources to improve power grids.

The award grants more than $500,000 to Xingpeng Li, assistant professor of electrical and computer engineering and leader of the Renewable Power Grid Lab at UH, to continue his work on developing ways to use machine learning to ensure that power systems can continue to run efficiently when pulling their energy from wind and solar sources, according to a statement from UH. This work has applications in the events of large disturbances to the grid.

Li explains that currently, power grids run off of converted, stored kinetic energy during grid disturbances.

"For example, when the grid experiences sudden large generation losses or increased electrical loads, the stored kinetic energy immediately converted to electrical energy and addressed the temporary shortfall in generation,” Li said in a statement. “However, as the proportion of wind and solar power increases in the grid, we want to maximize their use since their marginal costs are zero and they provide clean energy. Since we reduce the use of those traditional generators, we also reduce the power system inertia (or stored kinetic energy) substantially.”

Li plans to use machine learning to create more streamlined models that can be implemented into day-ahead scheduling applications that grid operators currently use.

“With the proposed new modeling and computational approaches, we can better manage grids and ensure it can supply continuous quality power to all the consumers," he said.

In addition to supporting Li's research and model creations, the funds will also go toward Li and his team's creation of a free, open-source tool for students from kindergarten up through their graduate studies. They are also developing an “Applied Machine Learning in Power Systems” course. Li says the course will help meet workforce needs.

The CAREER Award recognizes early-career faculty members who “have the potential to serve as academic role models in research and education and to lead advances in the mission of their department or organization,” according to the NSF. It's given to about 500 researchers each year.

Earlier this year, Rice assistant professor Amanda Marciel was also granted an NSF CAREER Award to continue her research in designing branch elastomers that return to their original shape after being stretched. The research has applications in stretchable electronics and biomimetic tissues.

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A View From HETI

Jarred Shaffer has been named director of the new Texas Advanced Nuclear Energy Office. Photo via LinkedIn.

As Texas places a $350 million bet on nuclear energy, a budget and policy adviser for Gov. Greg Abbott has been tapped to head the newly created Texas Advanced Nuclear Energy Office.

Jarred Shaffer is now director of the nuclear energy office, which administers the $350 million Texas Advanced Nuclear Development Fund. The fund will distribute grants earmarked for the development of more nuclear reactors in Texas.

Abbott said Shaffer’s expertise in energy will help Texas streamline nuclear regulations and guide “direct investments to spur a flourishing and competitive nuclear power industry in the Lone Star State. Texas will lead the nuclear renaissance.”

The Texas Nuclear Alliance says growth of nuclear power in the U.S. has stalled while China and Russia have made significant gains in the nuclear sector.

“As Texas considers its energy future, the time has come to invest in nuclear power — an energy source capable of ensuring grid reliability, economic opportunity, and energy and national security,” Reed Clay, president of the alliance, said.

“Texas is entering a pivotal moment and has a unique opportunity to lead. The rise of artificial intelligence and a rebounding manufacturing base will place unprecedented demands on our electricity infrastructure,” Clay added. “Meeting this moment will require consistent, dependable power, and with our business-friendly climate, streamlined regulatory processes, and energy-savvy workforce, we are well-positioned to become the hub for next-generation nuclear development.”

Abbott’s push for increased reliance on nuclear power in Texas comes as public support for the energy source grows. A 2024 survey commissioned by the Texas Public Policy Institute found 55 percent of Texans support nuclear energy. Nationwide support for nuclear power is even higher. A 2024 survey conducted by Bisconti Research showed a record-high 77 percent of Americans support nuclear energy.

Nuclear power accounted for 7.5 percent of Texas’ electricity as of 2024, according to the Nuclear Energy Institute, but made up a little over 20 percent of the state’s clean energy. Currently, four traditional reactors produce nuclear power at two plants in Texas. The total capacity of the four nuclear reactors is nearly 5,000 megawatts.

Because large nuclear plants take years to license and build, small factory-made modular reactors will meet much of the shorter-term demand for nuclear energy. A small modular reactor has a power capacity of up to 300 megawatts. That’s about one-third of the generating power of a traditional nuclear reactor, according to the International Atomic Energy Agency.

A report from BofA Global Research predicts the global market for small nuclear reactors could reach $1 trillion by 2050. These reactors are cheaper and safer than their larger counterparts, and take less time to build and produce fewer CO2 emissions, according to the report.

Global nuclear capacity must triple in size by 2050 to keep up with energy demand tied to the rise of power-gobbling AI data centers, and to accomplish decarbonization and energy security goals, the BofA report says. Data centers could account for nine percent of U.S. electricity demand by 2035, up from about four percent today, according to BloombergNEF.

As the Energy Capital of the World, Houston stands to play a pivotal role in the evolution of small and large nuclear reactors in Texas and around the world. Here are just three of the nuclear power advancements that are happening in and around Houston:

Houston is poised to grab a big chunk of the more than 100,000 jobs and more than $50 billion in economic benefits that Jimmy Glotfelty, a former member of the Texas Public Utility Commission, predicts Texas will gain from the state’s nuclear boom. He said nuclear energy legislation signed into law this year by Abbott will provide “a leg up on every other state” in the race to capitalize on the burgeoning nuclear economy.

“Everybody in the nuclear space would like to build plants here in Texas,” Inside Climate News quoted Glotfelty as saying. “We are the low-regulatory, low-cost state. We have the supply chain. We have the labor.”

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