UH researchers secure $3.3M for AI-powered subsurface sensing system to revolutionize underground power lines

going under

Researchers have secured $3.3 million in funding to develop an AI-powered subsurface sensing system aimed at improving the safety and efficiency of underground power line installation. Photo by Matthew Henry on Unsplash

Researchers from the University of Houston — along with a Hawaiian company — have received $3.3 million in funding to explore artificial intelligence-backed subsurface sensing system for safe and efficient underground power line installation.

Houston's power lines are above ground, but studies show underground power is more reliable. Installing underground power lines is costly and disruptive, but the U.S. Department of Energy, in an effort to find a solution, has put $34 million into its new GOPHURRS program, which stands for Grid Overhaul with Proactive, High-speed Undergrounding for Reliability, Resilience, and Security. The funding has been distributed across 12 projects in 11 states.

“Modernizing our nation’s power grid is essential to building a clean energy future that lowers energy costs for working Americans and strengthens our national security,” U.S. Secretary of Energy Jennifer M. Granholm says in a DOE press release.

UH and Hawaii-based Oceanit are behind one of the funded projects, entitled “Artificial Intelligence and Unmanned Aerial Vehicle Real-Time Advanced Look-Ahead Subsurface Sensor.”

The researchers are looking a developing a subsurface sensing system for underground power line installation, potentially using machine learning, electromagnetic resistivity well logging, and drone technology to predict and sense obstacles to installation.

Jiefu Chen, associate professor of electrical and computer engineering at UH, is a key collaborator on the project, focused on electromagnetic antennas installed on UAV and HDD drilling string. He's working with Yueqin Huang, assistant professor of information science technology, who leads the geophysical signal processing and Xuqing Wu, associate professor of computer information systems, responsible for integrating machine learning.

“Advanced subsurface sensing and characterization technologies are essential for the undergrounding of power lines,” says Chen in the release. “This initiative can enhance the grid's resilience against natural hazards such as wildfires and hurricanes.”

“If proven successful, our proposed look-ahead subsurface sensing system could significantly reduce the costs of horizontal directional drilling for installing underground utilities,” Chen continues. “Promoting HDD offers environmental advantages over traditional trenching methods and enhances the power grid’s resilience.”

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This article originally ran on EnergyCapital.

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A UH-affiliated project won $3.6M to develop microreactor technology that turns carbon dioxide into methanol using renewable energy. Photo via uh.edu

UH-backed project secures $3.6M to transform CO2 into sustainable fuel with cutting-edge tech

funds granted

A University of Houston-associated project was selected to receive $3.6 million from the U.S. Department of Energy’s Advanced Research Projects Agency-Energy that aims to transform sustainable fuel production.

Nonprofit research institute SRI is leading the project “Printed Microreactor for Renewable Energy Enabled Fuel Production” or PRIME-Fuel, which will try to develop a modular microreactor technology that converts carbon dioxide into methanol using renewable energy sources with UH contributing research.

“Renewables-to-liquids fuel production has the potential to boost the utility of renewable energy all while helping to lay the groundwork for the Biden-Harris Administration’s goals of creating a clean energy economy,” U.S. Secretary of Energy Jennifer M. Granholm says in an ARPA-E news release.

The project is part of ARPA-E’s $41 million Grid-free Renewable Energy Enabling New Ways to Economical Liquids and Long-term Storage program (or GREENWELLS, for short) that also includes 14 projects to develop technologies that use renewable energy sources to produce sustainable liquid fuels and chemicals, which can be transported and stored similarly to gasoline or oil, according to a news release.

Vemuri Balakotaiah and Praveen Bollini, faculty members of the William A. Brookshire Department of Chemical and Biomolecular Engineering, are co-investigators on the project. Rahul Pandey, is a UH alum, and the senior scientist with SRI and principal investigator on the project.

Teams working on the project will develop systems that use electricity, carbon dioxide and water at renewable energy sites to produce renewable liquid renewable fuels that offer a clean alternative for sectors like transportation. Using cheaper electricity from sources like wind and solar can lower production costs, and create affordable and cleaner long-term energy storage solutions.

Researchers Rahul Pandey, senior scientist with SRI and principal investigator (left), and Praveen Bollini, a University of Houston chemical engineering faculty, are key contributors to the microreactor project. Photo via uh.edu

“As a proud UH graduate, I have always been aware of the strength of the chemical and biomolecular engineering program at UH and kept myself updated on its cutting-edge research,” Pandey says in a news release. “This project had very specific requirements, including expertise in modeling transients in microreactors and the development of high-performance catalysts. The department excelled in both areas. When I reached out to Dr. Bollini and Dr. Bala, they were eager to collaborate, and everything naturally progressed from there.”

The PRIME-Fuel project will use cutting-edge mathematical modeling and SRI’s proprietary Co-Extrusion printing technology to design and manufacture the microreactor with the ability to continue producing methanol even when the renewable energy supply dips as low as 5 percent capacity. Researchers will develop a microreactor prototype capable of producing 30 MJe/day of methanol while meeting energy efficiency and process yield targets over a three-year span. When scaled up to a 100 megawatts electricity capacity plant, it can be capable of producing 225 tons of methanol per day at a lower cost. The researchers predict five years as a “reasonable” timeline of when this can hit the market.

“What we are building here is a prototype or proof of concept for a platform technology, which has diverse applications in the entire energy and chemicals industry,” Pandey continues. “Right now, we are aiming to produce methanol, but this technology can actually be applied to a much broader set of energy carriers and chemicals.”

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This article originally ran on EnergyCapital.

The HyVelocity Hub, representing the Gulf Coast region, will receive $1.2 billion to strengthen and further build out the region's hydrogen production. Photo via Getty Images

Houston-area selected among 7 regions for $7B federal hydrogen hub investment

hi, hydrogen

A Houston-area project got the green light as one of the seven regions to receive a part of the $7 billion in Bipartisan Infrastructure Law funding to advance domestic hydrogen production.

President Joe Biden and Energy Secretary Jennifer Granholm named the seven regions to receive funding in a White House statement today. The Gulf Coast's project, HyVelocity Hydrogen Hub, will receive up to $1.2 billion — the most any hub will receive, per the release.

“As I’ve stated repeatedly over the past years, we are uniquely positioned to lead a transformational clean hydrogen hub that will deliver economic growth and good jobs, including in historically underserved communities," Houston Mayor Sylvester Turner says in a news release. "HyVelocity will also help scale up national and world clean hydrogen economies, resulting in significant decarbonization gains. I’d also like to thank all the partners who came together to create HyVelocity Hub in a true spirit of public-private collaboration.”

Backed by industry partners AES Corporation, Air Liquide, Chevron, ExxonMobil, Mitsubishi Power Americas, Ørsted, and Sempra Infrastructure, the HyVelocity Hydrogen Hub will connect more than 1,000 miles of hydrogen pipelines, 48 hydrogen production facilities, and dozens of hydrogen end-use applications across Texas and Southwest Louisiana. The hub is planning for large-scale hydrogen production through both natural gas with carbon capture and renewables-powered electrolysis.

The project is spearheaded by GTI Energy and other organizing participants, including the University of Texas at Austin, The Center for Houston’s Future, Houston Advanced Research Center, and around 90 other supporting partners from academia, industry, government, and beyond.

“Prioritizing strong community engagement and demonstrating an innovation ecosystem, the HyVelocity Hub will improve local air quality and create equitable access to clean, reliable, affordable energy for communities across the Gulf Coast region,” says Paula A. Gant, president and CEO of GTI Energy, in a news release.

According to the White House's announcement, the hub will create 45,000 direct jobs — 35,000 in construction jobs and 10,000 permanent jobs. The other selected hubs — and the impact they are expected to have, include:

  • Tied with HyVelocity in terms of funding amount, the California Hydrogen Hub — Alliance for Renewable Clean Hydrogen Energy Systems (ARCHES) — will also receive up to $1.2 billion to create 220,000 direct jobs—130,000 in construction jobs and 90,000 permanent jobs. The project is expected to target decarbonizing public transportation, heavy duty trucking, and port operations.
  • The Midwest Alliance for Clean Hydrogen (MachH2), spanning Illinois, Indiana, and Michigan, will receive up to $1 billion. This region's efforts will be directed at optimizing hydrogen use in steel and glass production, power generation, refining, heavy-duty transportation, and sustainable aviation fuel. It's expected to create 13,600 direct jobs—12,100 in construction jobs and 1,500 permanent jobs.
  • Receiving up to $1 billion and targeting Washington, Oregon, and Montana, the Pacific Northwest Hydrogen Hub — named PNW H2— will produce clean hydrogen from renewable sources and will create over 10,000 direct jobs—8,050 in construction jobs and 350 permanent jobs.
  • The Appalachian Regional Clean Hydrogen Hub (ARCH2), which will be located in West Virginia, Ohio, and Pennsylvania, will tap into existing infrastructure to use low-cost natural gas to produce low-cost clean hydrogen and permanently and safely store the associated carbon emissions. The project, which will receive up to $925 million, will create 21,000 direct jobs—including more than 18,000 in construction and more than 3,000 permanent jobs.
  • Spanning Minnesota, North Dakota, and South Dakota, the Heartland Hydrogen Hub will receive up to $925 million and create around 3,880 direct jobs–3,067 in construction jobs and 703 permanent jobs — to decarbonize the agricultural sector’s production of fertilizer, decrease the regional cost of clean hydrogen, and advance hydrogen use in electric generation and for cold climate space heating.
  • Lastly, the Mid-Atlantic Clean Hydrogen Hub (MACH2), which will include Pennsylvania, Delaware, and New Jersey, hopes to repurposing historic oil infrastructure to develop renewable hydrogen production facilities from renewable and nuclear electricity. The hub, which will receive up to $750 million, anticipates creating 20,800 direct jobs—14,400 in construction jobs and 6,400 permanent jobs.

These seven clean hydrogen hubs are expected to catalyze more than $40 billion in private investment, per the White house, and bring the total public and private investment in hydrogen hubs to nearly $50 billion. Collectively, they aim to produce more than three million metric tons of clean hydrogen annually — which reaches nearly one third of the 2030 U.S. clean hydrogen production goal. Additionally, the hubs will eliminate 25 million metric tons of carbon dioxide emissions from end uses each year. That's roughly equivalent to annual emissions of over 5.5 million gasoline-powered cars.

“Unlocking the full potential of hydrogen—a versatile fuel that can be made from almost any energy resource in virtually every part of the country—is crucial to achieving President Biden’s goal of American industry powered by American clean energy, ensuring less volatility and more affordable clean energy options for American families and businesses,” U.S. Secretary of Energy Jennifer M. Granholm says in the release. “With this historic investment, the Biden-Harris Administration is laying the foundation for a new, American-led industry that will propel the global clean energy transition while creating high quality jobs and delivering healthier communities in every pocket of the nation.”

HyVelocity has been a vision amongst Houston energy leaders for over a year, announcing its bid for regional hydrogen hub funding last November. Another Houston-based clean energy project was recently named a semi-finalist for National Science Foundation funding.

“We are excited to get to work making HyVelocity come to life,” Brett Perlman, president and CEO of Center for Houston’s Future, says in the release. “We look forward to spurring economic growth and development, creating jobs, and reducing emissions in ways that will benefit local communities and the Gulf Coast region as a whole. HyVelocity will be a model for creating a clean hydrogen ecosystem in an inclusive and equitable manner.”

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This article originally ran on EnergyCapital.

Both Rice University and the University of Houston were selected by the Department of Energy to receive funds for ongoing research projects. Photo via Getty Images

Houston researchers snag government funds for net-zero emissions projects

seeing green

Rice University and the University of Houston were two of four national institutions to receive sizable grants from the Department of Energy last month to go toward the research and development of projects that will improve CO2 storage to help move the country toward the goal of net-zero emissions by 2050.

Each of the four projects works to advance long-term, commercial-scale geologic sequestration of CO2. According to a release from the DOE, the process of carbon capture and storage (known as CSS) separates and captures CO2 from the emissions of industrial processes before it is released into the atmosphere. Once captured, the CO2 is then injected into deep underground geologic formations, known as caprock.

However, during seismic events, like an earthquake or volcanic eruption, the CO2 can leak through the ground and contaminate the water supply.

"Large scale carbon capture efforts are vital to getting America emissions free by 2050, and how we store this CO2 must be safe, secure and permanent," said U.S. Secretary of Energy Jennifer M. Granholm. "The R&D investments in new tools and technology to monitor underground activity near CO2 storage sites will help us minimize risk from natural events like earthquakes, safeguard the environment and water supply, and get us that much closer to our clean energy goals."

Rice was awarded nearly $1.2 million from the DOE for its project that aims to develop a new strategy for monitoring seal integrity in the CCS process. The project "has the potential to provide a powerful platform for identifying CO2 leakage through reactivated faults or fracture zones," the statement said.

UH received a nearly $800,000 grant for its project that will work to determine cost-effective seismic data processing technologies that will automatically detect faults on 3D seismic migration images.

The project is being developed by Yingcai Zheng at the University of Houston in collaboration with Los Alamos National Lab and Vecta Oil and Gas and aims will help not only estimate seismic activity, but will also be able to estimate the fluid leakage pathways in certain regions, according to a separate release from UH.

"Most think of applied geophysics as linked to the oil and gas industry," Zheng said in the statement. "While that is true, when we think of the energy transition and how to achieve our goals, it is important to realize that this cannot happen without studying the geophysics of the subsurface – in a way, it literally holds the well-being of humanity's future."

The remaining two projects that received grants from the DOE come from the Battelle Memorial Institute in Ohio and The New Mexico Institute of Mining and Technology. In total the DOE issues $4 million to support the projects.

A number of Houston energy leaders are looking at smarter ways to store CO2. This spring, Joe Blommaert, the Houston-based president of ExxonMobil Low Carbon Solutions, said that he envisions creating a $100 billion carbon-capture hub along the Houston Ship Channel. And that same month Occidental's venture arm, Oxy Low Carbon Ventures, announced plans to construct and operate a pilot plant that would convert carbon dioxide into feedstocks.

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Air taxis network to land in 'Texas triangle' of Houston, Austin, DFW next year

taking flight

San Jose, California-based aerospace company Archer Aviation is bringing its air-taxi system to the “Texas triangle” of Houston, Austin and Dallas-Fort Worth.

Currently, the planned zero-emission electric air taxi networks will use Archer’s Midnight air taxi to “turn 60- to 90-minute drives to major airports, business districts and major destinations into 10- to 20-minute flights,” the company said in a news release. Archer plans to begin flights in the Texas triangle next year.

The Midnight air taxi is an all-electric vertical takeoff and landing (eVTOL) aircraft. It can carry four passengers and a pilot and is designed for consecutive flights of about 20 miles.

Archer cites the Texas triangle as one of the busiest and fastest-growing “megaregions” in the country due to its proximity to coastal regions, major airports, and a number of business districts.

Archer Chief Commercial Officer Nikhil Goel described the air taxi experience to CW Houston as “100 times quieter than a helicopter for the price of an Uber Black.” She added that the air taxis are a combination of a helicopter, a small airplane and a drone.

In Houston, Archer’s air taxi network will aim to connect George Bush Intercontinental, William P. Hobby and Sugar Land Regional Airport with downtown destinations, including the Thompson Hotel helipad, and Galveston.

In Austin, it plans to link the city's Austin-Bergstrom International Airport and Austin Executive Airport with the F1 Circuit Helipad at the Circuit of the Americas. Archer debuted its Midnight aircraft at the F1 Prix in the Fan Zone and the F1 Paddock at Austin’s Circuit of the Americas. The Dallas-Fort Worth network is slated to include Dallas-Fort Worth International Airport, Dallas Love Field, Addison Airport, Arlington Municipal Airport, Fort Worth Meacham International Airport and Perot Field Fort Worth Alliance Airport, plus major business hubs like Frisco Station.

“Texas is setting the bar for America’s leadership in the next generation of aviation,” Adam Goldstein, founder and CEO of Archer Aviation, said in the release. “Our planned networks will make the benefits of electric air taxis real for Texans — trading hours in traffic for minutes in the air, while connecting the biggest airports, business districts and sporting hubs in ways that America’s largest megaregion needs to grow.”

Archer is working with state and local partners to develop charging infrastructure and plans to pursue Texas operations through the White House’s eVTOL Integration Pilot Program, according to the release. It recently completed its "No Roads" flight tour, which included multiple flights over the San Francisco Bay, and flew to seven cities over three days.

5 Houston deep tech startups pushing the boundaries of their industries

meet the finalists

Houston has long been at the forefront of innovation, from NASA’s Johnson Space Center to its startup ecosystem using technology to disrupt industries.

As part of the 2026 Houston Innovation Awards, our Deep Tech Business category will honor an innovative startup providing technology solutions based on substantial scientific or engineering challenges, including those in the AI, robotics and space sectors.

Five deep tech companies have been named finalists for the 2026 award.

Read more about these businesses, their founders and their breakthrough technologies below. The 2026 winners will be announced on InnovationMap.com in mid-November.

Casimir

Battery tech startup Casimir develops semiconductor chips that produce continuous electrical power straight from the quantum vacuum, without the need for a battery, cord or external charge source. The company is targeting commercialization for its first-generation MicroSparc chip by 2028.

Harold “Sonny” White founded Casimir in 2023 after nearly two decades at NASA. The company emerged from stealth with a $12 million seed round in 2026. It was also awarded an STTR Phase I contract from the U.S. Space Force's SpaceWERX to support the development of the company's solid-state generator for potential use by the Department of the Air Force earlier this year.

FocisAI

Artificial intelligence startup FocisAI helps refinery owner-operators unlock actionable insights from 3D scans and images.

FocisAI was founded by CEO Tyler Wooten, COO Colin Snell and CTO Kyle Snell in 2026. It is a member of Greentown Labs and launched a seed round in September, which is expected to close by the end of the year, according to the company's application. It has rolled out 10 pilot programs and is looking to move into recurring, facility-scale deployments and scale its team in Houston this year.

Machine Saver Inc.

Industrial tech startup Machine Saver Inc. builds wireless and wired vibration and proximity sensors to tell heavy industry when a machine is about to fail. The company's technology runs on an 8-plus-year battery life and helps operators reduce downtime, improve maintenance and extend equipment life.

Machine Saver was founded by CEO Colton Bach and Quentin Bach in 2013. Its customers and partners include Houston Methodist, Blue Bell, Genemco, as well as energy and heavy industry, food and beverage, and cold chain companies, according to its application. The company is raising a Series A.

Square Robot

Energytech startup Square Robot develops and operates submersible inspection robotics that inspect aboveground storage tanks while they remain in service. The robots reduce downtime and costs, improve worker safety and limit hydrocarbon emissions.

Square Robot launched its Houston office in 2019 and closed a Series B in 2025. It plans to complete its first U.S. Navy demonstrator tank in November and is also developing real-time inspection software.

Venus Aerospace

Spacetech company Venus Aerospace is developing a high-thrust rotating detonation rocket engine (RDRE) that replaces the subsonic combustion used in conventional rocket engines. The RDRE is a compact, simpler engine that can deliver up to 15 percent greater efficiency for defense and space applications. It completed its first U.S. flight test of the engine last summer.

Venus Aerospace was founded in 2020 by CEO Cassie Duggleby and CTO Andrew Duggleby. It raised a $20 million Series A in 2022 and $42 million Series A2 in 2025. It closed a $91 million Series B earlier this year and expanded its leadership team. The company is working toward longer-duration and higher-thrust testing and advancing its flight program.

Houston leads U.S. with the biggest surge in millionaire renters

Rent Report

The number of millionaire renters and homeowners in the U.S. has surged over the last five years, and Houston has soared ahead of the rest with the largest growth rate among these affluent renter households.

Houston leads the nation with the No. 1 increase in millionaire renters from 2020 to 2024, a new RentCafe study found. The number of these wealthy households increased from 18 to 232 over the last five years, representing a 1,189 percent growth rate.

"The pandemic accelerated the shift as remote work pushed the wealthy to relocate to lower-tax metros like Houston, where millionaire renters grew 13-fold, versus 3.9-fold for owners," the report said. "Granted, 232 households is still a tiny fraction of the Houston metro’s roughly 2.7 million households, but the growth rate far outpaces any other major metro."

Nationwide, the number of millionaire renter households grew 229 percent from 2020 to 2024, outpacing the 193 percent growth rate among millionaire homeowners.

Dallas was the only other Texas metro to crack the top 10. The number of millionaire renter households in North Texas has more than quintupled, from just 30 in 2020 to 165 in 2024. That represents a growth rate of 450 percent, which — surprisingly — is only the eighth highest nationwide.

But when it comes to the largest populations of millionaire renters, New York City and San Francisco still lead the way. New York claimed the No. 1 spot with nearly 7,300 millionaire renters living in the city in 2024. Houston ranked 12th on that list.

Elsewhere in Texas, Austin and Dallas ranked as the 16th and 17th, respectively, for the largest population of millionaire renters. There were 206 millionaire renters living in Austin in 2024, and 165 in Dallas.

This is who the typical millionaire renter is
The report also revealed a surprising statistic about the typical millionaire renter in the U.S. — a lot of them are millennials working in "white-collar, high-earning fields."

"Nearly half (49 percent) of millionaire renters are Millennials, and the number of affluent Millennial renter households surged 392 percent during the five-year period," the report said. "Gen X follows with 33 percent of millionaire Gen X households renting after increasing by 147 percent."

The report continued, "Although Gen Z still represents a small share of millionaire renters (just 2 percent of the total), no generation has expanded faster: Gen Z millionaire renter households leaped from fewer than a dozen to more than 400 — a tiny cohort today, but one that was virtually nonexistent five years ago."

The top three most common professions for millionaire renters are chief executives, software developers, and managers, the report additionally found. In Houston, the surge of wealthy newcomers are mostly executives, professional athletes, and entertainers.

"These roles tend to generate steady, substantial income without necessarily tying workers to one location, making renting a practical fit, rather than a financial necessity," the report said.

Hotspots for millionaire homeowners
In RentCafe's separate list comparing the top 10 most popular U.S. metros for millionaire homeowners, Houston ranked 12th nationally with 4,374 millioniare homeowners living in the metro as of 2024. These wealthy Houstonians are most likely working as chief executives, physicians, managers, and lawyers and judges.

Houston has already proven to be a hotspot for millennial homebuyers, and the latest RentCafe data says millennials make up 19 percent of all millionaire homeowners in the U.S. Gen Xers and Baby Boomers still maintain the largest shares of millionaire homeowners nationwide, at 45 and 33 percent, respectively.

Dallas (No. 10) and Austin (No. 20) also appeared among the hottest metros for millionaire homeowners.

Only one Texas city appeared among RentCafe's list of the 20 fastest-growing metros for millionaire homeowners: College Station ranked 13th nationwide with a growth rate of 1,329 percent. From 2020-2024, the number of millionaire homeowners residing in College Station grew from 14 to 200.

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This article originally appeared on CultureMap.com.

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