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

grant funding

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.

UH's Jian Shi recently received the NSF's CAREER award, which will dole out $500,861 in funding through February 2029. Photo via UH.edu

Houston researcher scores $500,000 award to continue on work on energy transition

zeroing in on zero emissions

A University of Houston professor and researcher is laser focused on his work within the energy transition, and National Science Foundation has taken note, awarding him over half a million dollars in funding.

Jian Shi, an assistant professor within the Cullen College of Engineering, recently received the NSF's CAREER award, which will dole out $500,861 in funding through February 2029.

The award was granted for his research, entitled “A Unified Zero-Carbon-Driven Design Framework for Accelerating Power Grid Deep Decarbonization.”

“One of the most major challenges inherent in energy transition is the cost. While reducing carbon emissions serves the best interest of society in the long run, the short-term financial burdens also need to be carefully evaluated to ensure that we have a safe, affordable, reliable and just transition for all,” Shi says in a UH news release. “This challenge has inspired me to work on the innovative framework of “ZERO-Accelerator.”

Shi's ZERO-Accelerator is focused on taking standard carbon-driven tools and integrating them into current power grid operational practices. Shi is the director and founder of SOAR, or the Smart and ZerO-Carbon Energy Analytics and Research Lab.

“It synthesizes interactions from multiple key stakeholders involved in the electricity ecosystem,” says Shi. “The framework considers how to manage carbon allowance allocation and trading for electricity producers, how to maintain a 24/7 zero-carbon power grid for power grid operators and how to enable consumers to understand their carbon footprint and participate in the zero-carbon grid operation.”

In his CAREER proposal, Shi explains that he is also contributing to training the future energy workforce. He adds that he shares this award with his colleagues.

“I believe no accomplishment is truly individual,” he says. “Rather, it is a collective triumph achieved through collaboration, support and shared dedication. As I reflect on the milestones I've reached, I am compelled to express my deepest gratitude to my esteemed colleagues whose unwavering commitment has been instrumental in not just my collective success, but our collective success as well."

Last summer, Shi mentored a UH team in the inaugural American-Made Carbon Management Collegiate Competition, hosted by the U.S. Department of Energy's Office of Fossil Energy and Carbon Management. The team, GreenHouston, took third place in the competition, securing a $5,000 cash prize.

Ad Placement 300x100

Ad Placement 300x600

CultureMap Emails are Awesome

Property Showcase

Energy expert on powering Texas by leading globally and acting locally

guest column

Texas is known around the world for shaping energy trends, including conservation efforts. As we reflect on Earth Day this month, let’s take a closer look at where Texas is getting things right and where there is still room for improvement.

Texas is the nation’s top producer of energy across oil, gas, wind and solar power. We have built our identity on the idea of leading the world as a powerhouse for energy production, but Texas also has to deliver results to its residents and the United States; otherwise, our global leadership falls flat.

Measuring Texas’ Global Leadership

Texas is the nation’s largest energy producer, leading the U.S. in wind-powered electricity generation and rapidly expanding its solar capacity, according to the U.S. Energy Information Administration. Our state continues to lead nationally in large-scale energy investments, business-friendly policies and abundant natural resources.

Texas is not standing still or simply doing what it has always done. The state recognizes that to stay competitive, we must adapt and change. Diversification in the areas of liquefied natural gas exports and new investments in carbon and hydrogen capture are defining what the next chapter of Texas’ leadership will look like.

Energy leadership requires production, innovation and influence. Together, these will keep Texas as a formidable force in global energy production.

Our Local Texas Reality Is Important, Too

When we zoom in to look more closely at what is happening in Texas, the picture becomes a bit more nuanced. Our energy independence creates both flexibility and vulnerability, especially during major weather events such as winter storms and hurricanes.

Five years later, the effects of Winter Storm Uri remain in many of our minds. Demand for home generators has risen quickly in the state, with Houston leading the way due to grid uncertainty. As our population continues to rise quickly and more data centers are built in the state, grid stability remains a major factor in Texas’ ability to lead in energy innovation to meet the demands of residents.

ERCOT has developed a three-part plan to help mitigate the risk of grid failure during periods of extreme demand or emergencies. While this is an improvement over five years ago, Texas still needs to invest significantly in grid resiliency.

Texas’ Energy Market and Affordability

Often, proponents of our deregulated energy market in Texas hold it up as an example of healthy competition and consumer choice. Lawmakers claim that it gives residents the ability to select an energy plan that best meets their needs.

In practice, however, the market can be difficult to navigate. There are many electricity plans and providers, so residents often feel overwhelmed when navigating the energy market. With fluctuating rates, complex contracts and peak pricing structures, monthly energy bills can be surprising.

Additionally, as utility companies seek to distribute energy infrastructure costs to customers, prices are rising rapidly. According to TEPRI, electricity rates have risen by 30% since 2021, and the organization predicts an additional 29% increase by 2030.

A 60% increase in electricity prices over less than a decade will affect more than 4.1 million LMI (low- to moderate-income) households in Texas. Conservative projections by TEPRI estimate that by 2030, LMI households will pay an additional $863 annually for electricity, representing an electricity-pricing burden of 8.2%.

The energy affordability crisis is just beginning here in Texas, and greater education and proactive legislation are needed to help LMI households navigate the changing market and rising energy costs. LMI households are already choosing between paying for electricity and healthcare for their family members.

If Texas wants to remain a global leader in energy production, innovation, reliability and affordability, the rising cost of energy needs urgent attention.

Grid Resilience Is Mandatory

In addition to energy affordability, Texas frequently experiences extreme weather, making grid resilience foundational to its continued leadership in both local and global markets.

Between 1980 and 2024, Texas experienced 190 weather-related events with financial losses exceeding $ 1 billion. From hurricanes along the Gulf Coast to prolonged heat waves and drought, the state’s energy infrastructure is under increasing strain. These events necessitate that Texas invest in long-term planning and preparedness for its energy infrastructure.

Next Steps for Local Leadership

Texas needs to strengthen every part of its energy infrastructure. Leading locally means strengthening the grid by building out transmission, scaling battery storage, and deploying smarter, more responsive technology. At the same time, we need to make the market easier to navigate and ensure Texans are better educated and protected as they make energy decisions.

Additionally, as Texans become more informed about the energy landscape, it is crucial to equip them with the knowledge to use energy conservation tools such as programmable thermostats, mobile apps to monitor and adjust energy usage, shifting away from peak-hour usage and selecting energy plans without gimmicks or tricky clauses.

These important intersections are where Texas’ global leadership meets local impact in a critical time of change and transition in the Texas energy landscape.

Going Forward

Beyond addressing the critical issues of reliability and affordability at home here in Texas, it is important to recognize that they are also global. While we already export our energy products to the world, we have a unique opportunity to also export solutions in grid innovation, market design and technologies that are applicable to varied environments and markets around the world.

If we get it right, Texas will be known for not only producing energy but also for shaping how energy systems evolve globally. In order for Texas to lead both locally and globally, we need to focus on performance through smarter infrastructure, thoughtful policy and informed consumers.

Because true energy leadership isn’t just about how much we produce, it’s about performance, access and impact from Texas communities to the global stage, which is an imperative that goes far beyond Earth Day.

———

Sam Luna is director at BKV Energy, where he oversees brand and go-to-market strategy, customer experience, marketing execution, and more.

Houston energy transition hub opens applications for new fundraising cohort

apply now

EnergyTech Cypher has opened applications for its second Liftoff fundraising program.

Applications close May 20 for the 10-week virtual fundraising sprint. The program is geared toward energy and climatech founders preparing to raise their first institutional round. It will cover fundraising requisites, like pitch materials, term sheet negotiation and round closing, according to a release from EnergyTech Cypher.

The program kicks off June 1 and runs every Monday from 1-3 p.m. CST. It will conclude with an in-person capstone simulation in Houston on August 3, where founders will work to close a mock round.

Jason Ethier, EnergyTech Cypher founder and CEO, will lead the program with Payal Patel, an EnergyTech fellow and entrepreneur in residence.

The program is available through Cephyron, EnergyTech Cypher's new investor relationship management platform, built specifically for energy and climatech founders. Users must have a Cephyron Boost membership to participate in the Liftoff program.

The Cephyron IRM app recently went live and is available to founders at any point in their fundraising process, according to the news release. The platform aggregates investor data, tracks market signals and delivers curated weekly recommendations.

EnergyTech Cypher launched Liftoff last year. The inaugural cohort included 19 startups, including Houston-based AtmoSpark Technologies, The Woodlands-based Resollant and others. Each participant closed at least one fundraising deal, according to EnergyTech Cypher.

EnergyTech Cypher rebranded from EnergyTech Nexus earlier this year. It also launched its CoPilot accelerator in 2025. The inaugural group presented its first showcase during CERAWeek last month.

EnergyTech Cypher's annual Pilotathon Pilot Pitch and Showcase applications also opened this month. Find more information here.

Houston climatech startup raises $29M funding round

fresh funding

Houston-based NanoTech Materials has closed a $29.4 million Series A.

The round was led by Austin-based HPI Real Estate & Investments. Houston-based Goose Capital and Austin-based Milliken & Company also participated.

Nanotech has developed its patented Insulative Ceramic Particle (ICP) technology, which reduces heat transfer in buildings and outdoor infrastructure, improving efficiency and safety. It's known for its Cool Roof Coat, Wildfire Shield and Insulative Coat: Cool Touch product lines.

With the new funding, Nanotech plans to scale operations and expand its market reach for its products.

“We’re addressing one of the pressing and urgent challenges facing infrastructure owners today: controlling energy costs and extending asset life,” Mike Francis, CEO and co-founder of NanoTech Materials, said in a news release. “This financing marks a transformative moment for us. It allows us to rapidly scale production and bring our high-performance materials to market faster, while delivering measurable cost savings and redefining what resilience looks like in today’s built environment.”

Nanotech launched in 2020 and was the first company selected for Halliburton Labs. It moved into a 43,000-square-foot space in Katy in 2023. It brought on new partners that expanded the company's reach in the Middle East and Singapore the following year. Its technology was recognized as one of Time magazine's 200 Best Inventions of 2024.

“We were early investors in Nanotech Materials and are pleased to continue supporting the company as it becomes a leader in breakthrough materials science and technology,” John Chaney, investor at Goose Capital and board member at NanoTech, added in the release. “NanoTech’s ability to elevate fire resilience and energy efficiency in the built environment is critical for strengthening and hardening infrastructure. Its pioneered approach is transforming current building standards and making our lives safer.”

The company has secured $34.4 million in total to date, according to the release. It raised an oversubscribed funding round in 2023 and a $5 million seed round in 2020.

View All Listings

ENERGYCAPITALHTX EMAILS ARE AWESOME