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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.

  1. Using machine learning to discover materials for plasma-assisted catalytic reactions
  2. Developing a model to simulate complex interactions to better understand microwave-plasma-assisted heating
  3. Designing catalysts supports for efficient microwave-assisted reactions
  4. 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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7 innovative startups fueling the energy transition in Houston

Meet the Innovators

Houston has long been touted as the energy capital of the world, and it's now it's also a leading player in the energy transition — home to numerous startups and innovators working toward a cleaner future.

As part of the 2025 Houston Innovation Awards, presented by InnovationMap, the Energy Transition Business category honors innovative startups that are providing solution within renewables, climatetech, clean energy, alternative materials, circular economy, and more.

Seven energy transition companies have been named finalists for the 2025 award. They range from a spinoff stimulating subsurface hydrogen from end-of-life oil fields to a company converting prickly pear cactus biogas into energy.

Read more about these climatetech businesses, their founders, and their green initiatives below. Then join us at the Houston Innovation Awards on Nov. 13 at Greentown Labs, when the winner will be unveiled at our live awards ceremony.

Tickets are now on sale.

Anning Corporation

Clean energy company Anning Corporation is working to develop geologic hydrogen, a natural carbon-free fuel, using its proprietary stimulation approaches and advanced exploration modeling. The company said that geologic hydrogen has the potential to be the lowest-cost source of reliable baseload electricity in the U.S.

The company was founded by CEO Sophie Broun in 2024 and is a member of Greentown Labs. Last month, it also announced that it was chosen to participate in Breakthrough Energy’s prestigious Fellows Program. Anning raised a pre-seed round this year and is currently raising a $6 million seed round.

Capwell Services

Houston-based methane capture company Capwell Services works to eliminate vented oil and gas emissions economically for operators. According to the company, methane emissions are vented from most oil and gas facilities due to safety protocols, and operators are not able to capture the gas cost-effectively, leading operators to emit more than 14 million metric tons of methane per year in the U.S. and Canada. Founded in 2022, Capwell specializes in low and intermittent flow vents for methane capture.

The company began as a University of Pennsylvania senior design project led by current CEO Andrew Lane. It has since participated in programs with Greentown Labs and Rice Clean Energy Accelerator. The company moved to Houston in 2023 and raised a pre-seed round. It has also received federal funding from the DOE. Capwell is currently piloting its commercial unit with oil and gas operators.

Deep Anchor Solutions

Offshore energy consulting and design company Deep Anchor Solutions aims to help expedite the adoption of floating offshore energy infrastructure with its deeply embedded ring anchor (DERA) technology. According to the company, its patented DERA system can be installed quietly without heavy-lift vessels, reducing anchor-related costs by up to 75 percent and lifecycle CO2 emissions by up to 80 percent.

The company was founded in 2023 by current CEO Junho Lee and CTO Charles Aubeny. Lee earned his Ph.D. in geotechnical engineering from Texas A&M University, where Aubeny is a professor of civil and environmental engineering. The company has participated in numerous accelerators and incubators, including Greentown Labs, MassChallenge, EnergyTech Nexus LiftOff, and others. Lee is an Activate 2025 fellow.

Eclipse Energy

Previously known as Gold H2, Eclipse Energy converts end-of-life oil fields into low-cost, sustainable hydrogen sources. It completed its first field trial this summer, which demonstrated subsurface bio-stimulated hydrogen production. According to the company, its technology could yield up to 250 billion kilograms of low-carbon hydrogen, which is estimated to provide enough clean power to Los Angeles for over 50 years and avoid roughly 1 billion metric tons of CO2 equivalent.

Eclipse is a spinoff of Houston biotech company Cemvita. It was founded in 2022 by Moji Karimi (CEO and chairman of Cemvita), Prabhdeep Sekhon (CEO of Eclipse), Tara Karimi, and Rayyan Islam. The company closed an $8 million series A this year and has plans to raise another round in 2026.

Loop Bioproducts

Agricultural chemical manufacturing company Loop Bioproducts leverages the physiology of prickly pear cactus grown in Texas to produce bioenergy, food, and remediate industrial wastewater streams. The company uses its remote sensing technology, proprietary image-based machine learning model, and R&D innovation to capture raw biogas from the cactuses and is focused on scaling cactuses as an industrial crop on land.

Rhiannon Parker founded Loop Bioproducts in 2023.

Mars Materials

Clean chemical manufacturing business Mars Materials is working to convert captured carbon into resources, such as carbon fiber and wastewater treatment chemicals. The company develops and produces its drop-in chemical products in Houston and uses an in-licensed process for the National Renewable Energy Lab to produce acrylonitrile, which is used to produce plastics, synthetic fibers, and rubbers. The company reports that it plans to open its first commercial plant in the next 18 months.

Founded in 2019 by CEO Aaron Fitzgerald, CTO Kristian Gubsch, and lead engineer Trey Sheridan, the company has raised just under $1 million in capital and is backed by Bill Gates’ Breakthrough Energy, Shell, Black & Veatch, and other organizations.

Solidec

Chemical manufacturing company Solidec has developed autonomous generators that extract molecules from water and air and converts them into pure chemicals and fuels that are free of carbon emissions onsite, eliminating the need for transport, storage, and permitting. The company was founded around innovations developed by Rice University associate professor Haotian Wang.

The company was selected for the Chevron Technology Ventures’ catalyst program, Greentown Labs, NSF I-Corps and was part of the first cohort of the Activate Houston program. It won first place at the 2024 startup pitch competition at CERAWeek. Solidec was founded in 2023 by Wang, who serves as chief scientist, CEO Ryan DuChanois, and CTO Yang Xia. It closed a $2.5 million seed round earlier this year.

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The Houston Innovation Awards program is sponsored by Houston Community College, Houston Powder Coaters, FLIGHT by Yuengling, and more to be announced soon. For sponsorship opportunities, please contact sales@innovationmap.com.

New report rates best electric companies and renewable energy plans

energy plans

Choose Texas Power—a marketplace that allows users to view and compare electricity plans, providers and rates in the state—has compiled its Best Texas Electric Companies report.

The data-driven list considers pricing, providers and consumer trends, and rates for companies listed on its marketplace. The report was updated earlier this month.

Choose Texas Power rated the Texas energy companies using its proprietary data and online reviews, and gave each company a score from zero to five based on customer service, accessibility and plan variety.

Houston-based Express Energy tied for first place on the list with DFW-based TXU Energy, 4Change Energy and Veteran Energy. Eight other Houston-area companies made the 10. The companies all received a rating of 5 out of 5.

The full list includes:

  • Houston-based Gexa Energy (4.9)
  • Irving-based TriEagle Energy (4.9)
  • Houston-based Frontier Utilities (4.8)
  • Spring-based Atlantex Power (4.6)
  • Houston-based Rhythm Energy (4.6)
  • Houston-based Green Mountain Energy (4.5)
  • Houston-based Reliant Energy (4.3)
  • Houston-based Direct Energy (4.2)
  • Houston-based APG&E Energy (4.2)
  • Houston-based Discount Power (4)
  • Plano-based Cirro Energy (4)
  • Fort Worth-based Payless Power (3.9)

Choose Texas Power also broke down the best companies for specific customer needs.

  • Best for affordable green energy: Gexa Energy
  • Best for 100% renewable energy: Rhythm Energy
  • Green energy plans for low usage: Green Mountain Energy
  • Best for smart home upgrades: Discount Power
  • Best for straightforward energy plans: TriEagle Energy
  • Best for plan variety: TXU Energy
  • Best for simple contract terms: Express Energy

Find the full report here.

Chevron names latest cohort of energy transition fellows at Rice University

energy fellowship

Chevron and Rice University have named 10 graduate students to the second cohort of the Chevron Energy Graduate Fellowship.

The students come from various departments at Rice and are working on innovations that reduce emissions or improve upon low-carbon technology. Fellows will each receive a $10,000 award to support their research along with the opportunity to connect with "industry experts who can provide valuable insight on scaling technologies from the lab to commercial application," according to Rice.

The fellows will present projects during a cross-university virtual symposium in the spring.

The 2025-26 Chevron Energy Graduate Fellows and their research topics include:

  • Cristel Carolina Brindis Flores, Molecular Simulations of CO₂ and H₂ for Geostorage
  • Davide Cavuto, Intensification of Floating Catalyst Chemical Vapor Deposition for Carbon Nanotubes Synthesis
  • Jaewoo Kim, Distributed Acoustic Sensing for In-situ Stress Monitoring in Enhanced Geothermal Systems
  • Jessica Hema Persaud, Understanding Tin Perovskite Crystallization Dynamics for All-Perovskite Tandems
  • Johanna Ikabu Bangala, Upcycling Methane-derived Zero-Valent Carbon for Sustainable Agriculture
  • Kashif Liaqat, From Waste to Resource: Increased Sustainability Through Hybrid Waste Heat Recovery Systems for Data Centers and Industry
  • Md Abid Shahriar Rahman Saadi, Advancing Sustainable Structural, Energy and Food Systems through Engineering of Biopolymers
  • Ratnika Gupta, Micro-Silicon/Carbon Nanotube Composite Anodes with Metal-free Current Collector for High Performance Li-Ion Batteries
  • Wei Ping Lam, Electrifying Chemical Manufacturing: High-Pressure Electrochemical CO₂ Capture and Conversion
  • William Schmid, Light-Driven Thermal Desalination Using Transient Solar Illumination

“Through this fellowship program, we can support outstanding graduate students from across the university who are conducting cutting-edge research across a variety of fields,” Carrie Masiello, director of the Rice Sustainability Institute, said in a news release. “This year, our 2026 Chevron Fellows are working on research that reflects the diversity of the sustainability research at Rice … and these scholarly endeavors exemplify the breadth and depth of research enabled by Chevron’s generous support.”

The Chevron Fellows program launched at Rice last year, naming 10 graduate students to the inaugural cohort. It is funded by Chevron and was created through a partnership between the Rice Sustainability Institute. Chevron launched a similar program at the University of Houston in 2023.

“Rice University continues to be an exceptional partner in advancing energy innovation,” Chris Powers, director of exploration commercial and portfolio at Chevron, added in the release. “The Chevron Energy Fellows program showcases the brilliance and drive of Rice graduate students, whose research in areas like carbon conversion, solar materials and geothermal sensing is already shaping the future of sustainable energy. We’re proud to celebrate their achievements and look forward to the impact they’ll continue to make across the energy landscape.”

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