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 via Getty Images

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.”

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

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

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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10+ must-attend Houston energy events happening in Q1 2026

Mark Your Calendar

Editor's note: With the new year comes a new slate of must-attend events for those in the Houston energy sector. We've rounded up a host of events to put on your calendar for Q1, including some that you can attend this month. Plus, other premier annual events will return in February and March 2026 and are currently offering early-bird, discounted registration. Book now.

Jan. 7-8 — AAPG Subsurface Energy to Power Workshop

This two-day AAPG workshop explores the expanding role of natural gas, geothermal, hydrogen, lithium, and uranium in accelerating electricity capacity. Participants will examine innovative solutions designed to reduce reliance on long-distance transmission lines, pipelines, and other costly infrastructure. Throughout the workshop, attendees will gain insight into both the technical deployment of subsurface resources and the land, legal, and permitting factors that influence project development.

This event begins Jan. 7 at Norris Conference Center at CityCentre. Register here.

Jan. 19-22 — PPIM 2026

The 38th international Pipeline Pigging & Integrity Management Conference and Exhibition takes place over four days at the George R. Brown Convention Center and the Hilton Americas. This industry forum is devoted exclusively to pigging for pipeline maintenance and inspection, engineering assessment, repair, risk management, and NDE. Two days of courses will take place Jan. 19-20, followed by the conference on Jan. 21-22, and the exhibition running Jan. 20-22. Register here.

Jan. 22 — MicroSeismic - Romancing Energy Forum

This forum will feature raw, unfiltered stories from the pioneers who changed the trajectory of American Shale. Attendees will gain insights into the playbooks, decisions, data, and lessons learned behind the biggest discoveries and engineering triumphs in modern energy. Keynote speakers include Tom and Diane Gates of Gates Ranch.

This event begins at 8 am on Jan. 22 at Norris Conference Center at CityCentre. Register here.

Jan. 22 — Houston Downton Luncheon: Beyond the Barrel: Pricing, Transition, and Geopolitics in 2026

Women's Energy Network Houston Chapter hosts this January lunch and learn featuring guest speaker Ha Nguyen with S&P Global Energy. Nguyen will discuss the global energy outlook for 2026, with a focus on strategic drivers, such as decarbonization and EV adoption, and a look at Houston's crucial role in the future of the U.S. market.

This event begins at 11:30 am on Jan. 22 at The Houston Club. Register here.

Feb. 18-20 — NAPE Summit Week 2026

NAPE is the energy industry’s marketplace for the buying, selling, and trading of prospects and producing properties. NAPE brings together all industry disciplines and companies of all sizes, and in 2026 it will introduce three new hubs — offshore, data centers, and critical minerals — for more insights, access, and networking opportunities. The event includes a summit, exhibition, and more.

This event begins Feb. 18 at George R. Brown Convention Center. Register here.

Feb. 24-26 — 2026 Energy HPC & AI Conference

The 2026 Energy HPC & AI Conference marks the 19th year for the Ken Kennedy Institute to convene experts from the energy industry, academia, and national labs to share breakthroughs for HPC and AI technologies. The conference returns to Houston with engaging speaker sessions, a technical talk program, networking receptions, add-on workshops, and more.

This event begins Feb. 24 at Rice University's BRC. Register here.

Feb. 26 — February Transition on Tap

Mix and mingle at Greentown Labs' first Transition on Tap event of the year. Meet the accelerator's newest startup members, who are working on innovations ranging from methane capture to emissions-free manufacturing processes to carbon management.

This event begins at 5:30 pm on Feb. 26 at Greentown Labs Houston. Register here.

March 2-4 — The Future Energy Summit

The Future Energy Summit is a premier global event bringing together visionaries, industry leaders, and energy experts to shape the future of energy. The second edition of the conference will provide a platform for groundbreaking discussions, cutting-edge technologies, and transformative strategies that will accelerate the energy transition.

This event begins March 2. Register here.

March 10-12 — World Hydrogen & Carbon Americas

S&P Global Energy brings together two leading events — Carbon Management Americas and World Hydrogen North America — to form a new must-attend event for those in the hydrogen and carbon industries. More than 800 senior leaders from across the energy value chain will attend this event featuring immersive roundtable discussions, hands-on training, real-world case studies, and unparalleled networking opportunities.

This event begins March 10 at Marriott Marquis Houston. Register here.

March 23-27 — CERAWeek 2026

CERAWeek 2026 will focus on "Convergence and Competition: Energy, Technology and Geopolitics." The industry's foremost thought leaders will convene in Houston to cultivate relationships and exchange transformative ideas during the annual event. Through the lens of 16 dynamic themes, CERAWeek 2026 will explore breakthroughs, cross-industry connections, and powerful partnerships that are accelerating the transformation of the global energy system.

This event begins March 23. Register here.

Japanese company launches solar module manufacturing at Houston-area plant

solar plant

A local subsidiary of a Japanese solar equipment manufacturer recently began producing solar modules at a new plant in Humble.

TOYO Co. Ltd.’s TOYO Solar LLC subsidiary can produce 1 gigawatt worth of solar modules per year at a 567,140-square-foot plant it leases in Lovett Industrial’s Nexus North Logistics Park on Greens Road. TOYO Solar’s next phase will accommodate 2.5 gigawatts’ worth of solar module manufacturing. The subsidiary eventually plans to expand manufacturing capacity to 6.5 gigawatts.

For now, TOYO Solar operates only one assembly line at the Humble plant. Once TOYO Solar has five assembly lines up and running, it could employ as many as 750 manufacturing workers there, according to Connect CRE.

TOYO says the plant enlarges its U.S. footprint “to be closer to the majority of its clients, meet the demand for American-made solar panels, and contribute to the growing demand for secure, sustainable energy solutions as demands on the grid continue to rise.”

Last month, TOYO purchased the remaining 24.99 percent stake in TOYO Solar to make it a wholly owned subsidiary. TOYO entered the Houston-area market through its 2024 acquisition of a majority stake in Solar Plus Technology Texas LLC.

Record $9.6M fine for Houston-based co. after Gulf of Mexico oil spill

In the news

Pipeline safety regulators on Monday, January 5, assessed their largest fine ever against the company responsible for leaking 1.1 million gallons of oil into the Gulf off the coast of Louisiana in 2023. But the $9.6 million fine isn’t likely to be a major burden for Third Coast to pay.

This single fine is close to the normal total of $8 million to $10 million in all fines that the Pipeline and Hazardous Materials Safety Administration hands out each year. But Third Coast has a stake in some 1,900 miles of pipelines, and in September, the Houston-based company announced that it had secured a nearly $1 billion loan.

Pipeline Safety Trust Executive Director Bill Caram said this spill “resulted from a company-wide systemic failure, indicating the operator’s fundamental inability to implement pipeline safety regulations,” so the record fine is appropriate and welcome.

“However, even record fines often fail to be financially meaningful to pipeline operators. The proposed fine represents less than 3% of Third Coast Midstream’s estimated annual earnings,” Caram said. “True deterrence requires penalties that make noncompliance more expensive than compliance.”

The agency said Third Coast didn't establish proper emergency procedures, which is part of why the National Transportation Safety Board found that operators failed to shut down the pipeline for nearly 13 hours after their gauges first hinted at a problem. PHMSA also said the company didn't adequately assess the risks or properly maintain the 18-inch Main Pass Oil Gathering pipeline.

The agency said the company “failed to perform new integrity analyses or evaluations following changes in circumstances that identified new and elevated risk factors” for the pipeline.

That echoed what the NTSB said in its final report in June, that “Third Coast missed several opportunities to evaluate how geohazards may threaten the integrity of their pipeline. Information widely available within the industry suggested that land movement related to hurricane activity was a threat to pipelines.”

The NTSB said the leak off the coast of Louisiana was the result of underwater landslides, caused by hazards such as hurricanes, that Third Coast, the pipeline owner, failed to address despite the threats being well known in the industry.

A Third Coast spokesperson said the company has been working to address regulators' concerns about the leak, so it was taken aback by some of the details the agency included in its allegations and the size of the fine.

“After constructive engagement with PHMSA over the last two years, we were surprised to see aspects of the recent allegations that we believe are inaccurate and exceed established precedent. We will address these concerns with the agency moving forward," the company spokesperson said.

The amount of oil spilled in this incident was far less than the 2010 BP oil disaster, when 134 million gallons were released in the weeks following an oil rig explosion, but it could have been much smaller if workers in the Third Coast control room had acted more quickly, the NTSB said.