Houston scientists land $1M NSF funding for AI-powered clean energy project

University of Houston professor Xiaonan Shan and the rest of his research team are celebrating fresh funding from a federal grant. Photo via UH.edu

A team of scientists from the University of Houston, in collaboration with Howard University in Washington D.C., has received a $1 million award from the National Science Foundation for a project that aims to automate the discovery of new clean-energy catalysts.

The project, dubbed "Multidisciplinary High-Performance Computing and Artificial Intelligence Enabled Catalyst Design for Micro-Plasma Technologies in Clean Energy Transition," aims to use machine learning and AI to improve the efficiency of catalysts in hydrogen generation, carbon capture and energy storage, according to UH.

“This research directly contributes to these global challenges,” Jiefu Chen, the principal investigator of the project and associate professor of electrical and computer engineering, said in a statement. “This interdisciplinary effort ensures comprehensive and innovative solutions to complex problems.”

Chen is joined by Lars Grabow, professor of chemical and biomolecular engineering; Xiaonan Shan, associate professor of electrical and computing engineering; and Xuquing Wu, associate professor of information science technology. Su Yan, an associate professor of electrical engineering and computer science at Howard University, is collaborating on the project.

The University of Houston team: Xiaonan Shan, associate professor electrical and computing engineering, Jiefu Chen, associate professor of electrical and computer engineering, Lars Grabow, professor of chemical and biomolecular engineering, and Xuquing Wu, associate professor of information science technology. Photo via UH.edu

The team will create a robotic synthesis and testing facility that will automate the experimental testing and verification process of the catalyst design process, which traditionally is slow-going. It will implement AI and advanced, unsupervised machine learning techniques, and have a special focus on plasma reactions.

The project has four main focuses, according to UH.

Using machine learning to discover materials for plasma-assisted catalytic reactions
Developing a model to simulate complex interactions to better understand microwave-plasma-assisted heating
Designing catalysts supports for efficient microwave-assisted reactions
Developing a bench scale reactor to demonstrate the efficiency of the catalysts support system

Additionally, the team will put the funding toward the development of a multidisciplinary research and education program that will train students on using machine learning for topics like computational catalysis, applied electromagnetics and material synthesis. The team is also looking to partner with industry on related projects.

“This project will help create a knowledgeable and skilled workforce capable of addressing critical challenges in the clean energy transition,” Grabow added in a statement. “Moreover, this interdisciplinary project is going to be transformative in that it advances insights and knowledge that will lead to tangible economic impact in the not-too-far future.”

This spring, UH launched a new micro-credential course focused on other applications for AI and robotics in the energy industry.

Around the same time, Microsoft's famous renowned co-founder Bill Gates spoke at CERAWeek to a standing-room-only crowd on the future of the industry. Also founder of Breakthrough Energy, Gates addressed the topic of AI.

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Silambam Houston will use the funding to create the Green Mountain Energy Sun Club Sustainability Pavilion. Photo courtesy of Green Mountain

Houston organization grants funding to local arts center to make sustainable updates to facilities

solar-powered spotlight

Green Mountain Energy Sun Club has supplied a grant of nearly $103,000 to a local Indian arts center to make sustainable improvements to its facilities.

Silambam Houston will use the grant to help with the installation of a rooftop solar array and a new pavilion at its Pearland dance studio, which will be called The Green Mountain Energy Sun Club Sustainability Pavilion. The venue will serve as an outdoor gathering space for events at the facility.

“At Green Mountain Energy, we recognize that our choices can have a profound impact on our environment,” Mark Parsons, Green Mountain Energy vice president, says in a news release. “We’re proud to support the rich and diverse culture of the Indian community, and we’re glad to help Silambam take the next step toward a more sustainable future.”

The 14.58 kW solar structure is expected to offset 100 percent of the building’s energy needs, which would save the organization more than $4,000 per year for the next 25 years. Sun Club has donated more than $14 million for 164 projects across Texas and the Northeast since it was founded in 2022.

Silambam is an Indian classical arts organization with an arts academy program that serves 180 students each week with more than 20 teaching artists on staff. The professional dance company has more than 20 dancers that regularly perform at Houston venues like Miller Outdoor Theater where they will perform next on June 7.

“We are thrilled to be able to weave sustainable practices into our arts programming, while also giving back to the community,” founder and executive artistic director of Silambam Dr. Lavanya Rajagopalan said in a news release. “The annual savings from this project will allow us to increase artist pay, provide tuition waivers for economically disadvantaged students, and/or provide free or pay-what-you-can access to our ArtStream Concerts, all while benefiting the environment.”

Silambam Houston will use the grant to help with the installation of a rooftop solar array and a new pavilion at its Pearland dance studio. Photo courtesy of Green Mountain

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

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

grant funding

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.

A Houston research team has scored nearly $100,000 to continue work on food crop protection. Photo via uh.edu

UH team lands grant to study how to protect crops from climate change

fresh funds

A team of researchers at the University of Houston has received a $995,805 grant from the U.S. Department of Agriculture to uncover new ways to protect the world’s food crops from climate change.

The research is being led by Abdul Latif Khan, assistant professor of plant biotechnology at the UH Cullen College of Engineering’s Division of Technology, as the project’s principal investigator. He's joined by other researchers from UH and Texas A&M on the research.

The team will begin performing experiments in Houston next month that focus on two main objectives: "To improve plant growth and build plants’ resistance against climate change,” Khan said in a statement from UH.

They plan to develop novel tools for the agriculture industry as well as new, affordable, easy-to-use methods that safeguard the soil systems and prevent farmers from losing their land.

"We’re exploring two approaches," Khan says in a statement. "One is to adopt naturally relevant systems, the other involves synthetic biology or genetic engineering approaches to producing food.”

Plant biologist Abdul Latif Khan is the project’s principal investigator. Photo via uh.edu

The team will also use the funding to build a new curriculum for students, particularly those who come from communities currently underrepresented among the agriculture industry’s leadership, according to UH.

“With this new project, we hope to expand opportunities in agricultural science and increase representation by opening doors for inspired scientists of many backgrounds,” Khan said.

According to UH, extreme weather events have an impact on the crops themselves, the makeup of soil for new or existing crops, and in turn a farmer’s income and the world's food supply.

"Climate change is affecting the entire earth, and it’s leaving us with less land to produce food," Khan added. "By the beginning of the next century, the world food demand will be almost 30 percent to 35 percent higher than what we are growing now. To reach that higher level, we will need novel tools in our agriculture system."

Last month, two UH professors were named as fellows to the National Academy of Inventors, one of whom was recognized for her vital research leading to innovative solutions in the energy and industrial fields and becoming the first woman in the United States to earn a doctorate degree in petroleum engineering. UH now has 39 professors who are either Fellows or Senior Members of the NAI.

GigaDAC's technology, as it scales, should reduce the cost of construction by two thirds. Photo courtesy of Victory Over Carbon

Houston company scores NSF grant for DAC tech

fresh funding

A Houston startup that's using aerospace engineering in the direct air capture space has received funding to continue research and development on its technology.

Victory Over Carbon Inc. received a Small Business Innovation Research grant for $272,488 from U.S. National Science Foundation. The company, which is based out of Greentown Labs in Houston, has created its GigaDAC system that uses a spray to aerodynamic separator model, reducing costs while maintaining efficacy, according to a news release from the company.

“NSF accelerates the translation of emerging technologies into transformative new products and services,” Erwin Gianchandani, NSF assistant director for Technology, Innovation and Partnerships, says in the release. “We take great pride in funding deep-technology startups and small businesses that will shape science and engineering results into meaningful solutions for today and tomorrow.”

GigaDAC's technology, as it scales, should reduce the cost of construction by two thirds, per the company, while optimizing current DAC operations.

“DAC is a critical pillar to solving climate change, and an immense undertaking as society gets serious about scaling in a way that is both technologically sound as well as commercially viable,” Harrison Rice, CEO of Victory Over Carbon, says in the release “Today’s leading DAC contactor designs are largely an offshoot of cooling tower technology. As a positive, these systems work — but they’re not optimized to scale. For GigaDAC, we went to a blank slate and started with scalability as the first principal; both to build, and to operate efficiently.

"Getting this right means winning in a market expected to grow to over $1 trillion in annual revenue,” he continues.

Since the company has secured funding from the America’s Seed Fund powered by NSF, it can apply for additional funding totaling up to $2 million.

A Houston nonprofit's farm will soon be completely off-grid, running its entire operation on sustainable resources. Photo courtesy of Hope Farms

Houston nonprofit flips switch on solar panel project thanks to sustainability grant

shine on

A Houston-area farm is one step closer to operating completely off-grid thanks to new solar panels installed with funding provided by a grant.

In a step towards a greener future, Hope Farms, a 7-acre farm operated by a Houston nonprofit organization, Recipe for Success Foundation, unveiled 18 new solar panels on Tuesday. This significant move is part of a collective effort to completely transition the farm to solar power, demonstrating its commitment to sustainability.

“The industry (solar power) itself is intimidating to people,” Gracie Cavner, founder and CEO of Hope Farms and Recipe for Success, tells EnergyCapital. “Part of our work is to inspire people to replicate what we're doing. We want to show that things aren't as hard as you think they are.”

The nonprofit organization is recognized in Houston for its work in addressing childhood obesity, with a long held mission of demystifying the common misconceptions around healthy eating. It is now tackling another challenge: dispelling the myth that solar power implementation is difficult. Hope Farms' latest initiative will not only further its energy independence, it will also show that adopting renewable energy, similar to embracing healthy food choices, is a feasible option.

The 18 solar panels will power the farm's composting toilet facility and all of the electricity used in its barn, which acts as its market stand and kitchen. Its next green phase is fast approaching and will implement solar panels on top of its flower studio, where the farm's internet and security systems reside. Its final phase will install a water well pump.

“We really did a lot of direct learning,” Cavner said. “We worked directly with solar engineers, not somebody with a company that benefited from us making one decision or another. I feel like more people would have solar if they realized they could do that.”

This is not the first green step Hope Farms has taken thanks to a Green Mountain Energy Sun Club grant, and certainly not the last. Last year, the farm cut the ribbons to its rainwater capture system that now saves roughly 95,000 gallons of water per year by capitalizing on the city’s abundant rainfall.

Since the farms beginning in 2016, it has relied on solar, even when it was only fields lit by a few lights. Soon, Hope Farms will be completely off-grid, running its entire operation on sustainable resources.

“With this expansion, I feel like it’s going to be taking the rock out of the middle of the river,” Cavner said. “It’s going to open up this train and make it easier for anybody to jump in and do it. The first step is kicking the door open and making more people want to pursue it.”

Hope Farms installed 18 solar panels and already has plans to add more. Photo courtesy of Hope Farms

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Houston maritime startup raises $43M to electrify cargo vessels

A Houston-based maritime technology company that is working to reduce emissions in the cargo and shipping industry has raised VC funding and opened a new Houston headquarters.

Fleetzero announced that it closed a $43 million Series A financing round this month led by Obvious Ventures with participation from Maersk Growth, Breakthrough Energy Ventures, 8090 Industries, Y Combinator, Shorewind, Benson Capital and others. The funding will go toward expanding manufacturing of its Leviathan hybrid and electric marine propulsion system, according to a news release.

The technology is optimized for high-energy and zero-emission operation of large vessels. It uses EV technology but is built for maritime environments and can be used on new or existing ships with hybrid or all-electric functions, according to Fleetzero's website. The propulsion system was retrofitted and tested on Fleetzero’s test ship, the Pacific Joule, and has been deployed globally on commercial vessels.

Fleetzero is also developing unmanned cargo vessel technology.

"Fleetzero is making robotic ships a reality today. The team is moving us from dirty, dangerous, and expensive to clean, safe, and cost-effective. It's like watching the future today," Andrew Beebe, managing director at Obvious Ventures, said in the news release. "We backed the team because they are mariners and engineers, know the industry deeply, and are scaling with real ships and customers, not just renderings."

Fleetzero also announced that it has opened a new manufacturing and research and development facility, which will serve as the company's new headquarters. The facility features a marine robotics and autonomy lab, a marine propulsion R&D center and a production line with a capacity of 300 megawatt-hours per year. The company reports that it plans to increase production to three gigawatt-hours per year over the next five years.

"Houston has the people who know how to build and operate big hardware–ships, rigs, refineries and power systems," Mike Carter, co-founder and COO of Fleetzero, added in the release. "We're pairing that industrial DNA with modern batteries, autonomy, and software to bring back shipbuilding to the U.S."

Shell partners with UK-based co. for hydrogen electrolyzer pilot

ultra-efficient electrolyzer

Shell Global Solutions International, a subsidiary of Shell, which maintains its U.S. headquarters in Houston, has signed a collaboration agreement with London-based Supercritical Solutions to advance Supercritical’s ultra-efficient hydrogen electrolyzer technology toward a field pilot demonstration.

In the deal, the companies will collaborate on a paid technology feasibility study that will support the evaluation and planning of the pilot demonstration, according to a news release. Supercritical Solutions’ technology aims to deliver high-efficiency renewable hydrogen at a lower cost for the industrial hydrogen market.

"Signing this collaboration agreement with Shell is a major milestone for Supercritical Solutions and an important step on our commercialisation journey,” Luke Tan, co-founder of Supercritical, said in the news release. “We are directly addressing the cost and complexity barriers facing the renewable hydrogen market. We are excited to move forward with a company like Shell, whose global leadership has been proven to accelerate innovative technologies to market.”

Supercritical’s hydrogen electrolyser technology can operate at high temperatures and pressures of up to 220 bar without the need for an external hydrogen compressor, rare-earth materials or easily degradable membranes. The technology removes the typical compression step in the process while delivering hydrogen at industry standards. It requires significantly less energy than many traditional electrolyzers and is more cost-efficient.

This recent investment builds on an ongoing relationship between Shell and Supercritical. Supercritical was founded in 2020 and was runner-up in Shell’s New Energy Challenge, which helps startups and scaleups develop sustainable technologies, in 2021. Shell Ventures then invested in Supercritical’s Series A funding round in 2024 with Toyota Ventures.

3 Houston-area companies named to Global Cleantech 100

Energized

Three Houston-area companies—Amperon, Hertha Metals and Vaulted Deep—appear on this year’s Global Cleantech 100 list.

The unranked list, generated by market intelligence and advisory firm Cleantech Group, identifies the 100 privately held companies around the world that are most likely to make a significant impact in the cleantech market over the next five to 10 years.

For the 2026 list, Cleantech Group received more than 24,000 Global Cleantech 100 nominations from nearly 60 countries. Cleantech Group scored those companies and narrowed the contenders to 264. An expert panel reviewed those nominees, and the list was whittled down to the 100 winners.

Here’s a rundown of the three Houston-area honorees:

Amperon

Founded in 2018 by Sean Kelly and Abe Stanway, Houston-based Amperon offers an AI-enabled energy forecasting and analytics platform designed to help stabilize electric grids. Amperon received undisclosed amounts of venture capital from National Grid Partners and Tokyo Gas Co. Ltd. last year and announced a recent investment from Samsung Ventures earlier this month.

Hertha Metals

Founded in 2022 by Laureen Meroueh, Conroe-based Hertha Metals provides a single-step process for producing sustainable steel. Last year, the company emerged from stealth mode and raised more than $17 million in venture capital.

Vaulted Deep

Vaulted Deep’s technology injects excess organic waste underground to remove carbon dioxide from the atmosphere. Julia Reichelstein and Omar Abou-Sayed founded the Houston-based company in 2023. Last year, the startup raised $32.3 million in venture capital. Also in 2025, Vaulted Deep signed a 12-year deal with software giant Microsoft to remove up to 4.9 million metric tons of carbon dioxide from the environment.

Vaulted Deep also made the list last year, along with Houston-based Syzygy Plasmonics and Fervo Energy. Fervo was also named the 2025 North American Company of the Year by Cleantech Group.

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