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

grant funding

The UH team is developing ways to use machine learning to ensure that power systems can continue to run efficiently when pulling their energy from wind and solar sources. Photo via Getty Images

An associate professor at the University of Houston received the highly competitive National Science Foundation CAREER Award earlier this month for a proposal focused on integrating renewable resources to improve power grids.

The award grants more than $500,000 to Xingpeng Li, assistant professor of electrical and computer engineering and leader of the Renewable Power Grid Lab at UH, to continue his work on developing ways to use machine learning to ensure that power systems can continue to run efficiently when pulling their energy from wind and solar sources, according to a statement from UH. This work has applications in the events of large disturbances to the grid.

Li explains that currently, power grids run off of converted, stored kinetic energy during grid disturbances.

"For example, when the grid experiences sudden large generation losses or increased electrical loads, the stored kinetic energy immediately converted to electrical energy and addressed the temporary shortfall in generation,” Li said in a statement. “However, as the proportion of wind and solar power increases in the grid, we want to maximize their use since their marginal costs are zero and they provide clean energy. Since we reduce the use of those traditional generators, we also reduce the power system inertia (or stored kinetic energy) substantially.”

Li plans to use machine learning to create more streamlined models that can be implemented into day-ahead scheduling applications that grid operators currently use.

“With the proposed new modeling and computational approaches, we can better manage grids and ensure it can supply continuous quality power to all the consumers," he said.

In addition to supporting Li's research and model creations, the funds will also go toward Li and his team's creation of a free, open-source tool for students from kindergarten up through their graduate studies. They are also developing an “Applied Machine Learning in Power Systems” course. Li says the course will help meet workforce needs.

The CAREER Award recognizes early-career faculty members who “have the potential to serve as academic role models in research and education and to lead advances in the mission of their department or organization,” according to the NSF. It's given to about 500 researchers each year.

Earlier this year, Rice assistant professor Amanda Marciel was also granted an NSF CAREER Award to continue her research in designing branch elastomers that return to their original shape after being stretched. The research has applications in stretchable electronics and biomimetic tissues.

Bruce Weisman's career has come full circle with a recent award. Photo via rice.edu

Houston scientist earns nanocarbon research award named after fellow Rice chemist

full circle

Rice University chemist Bruce Weisman has been awarded the Richard E. Smalley Research Award for his decades of nanocarbon research, according to a statement from the university.

The honor is a full circle moment for Wiseman, as the award is named after Weisman's long-time Rice colleague and friend, Rick Smalley, who Wiseman said helped shape his career.

“It changed my career,” Weisman said in a statement from Rice about his work with Smalley. “Everything I’ve done in the last 20 years has been an outgrowth, a consequence of that.”

Still, Weisman has earned many achievements of his own. He joined Rice's faculty in 1979 as a spectroscopist and first began working with Smalley in 1985 after Smalley's groundbreaking discovery of carbon 60, or buckyballs. The discovery proved that carbon could take on other forms and it won Smalley and his teammates the 1996 Nobel Prize in Chemistry.

Weisman and Smalley then collaborated on experiments to measure the electronic spectra of carbon 60 and carbon 70. In the early 2000s, they published two seminal nanotube studies in Science in which Weisman shared his new faster, simpler and cheaper spectrometric method of assaying nanotubes, according to Rice.

In 2004 Weisman founded a company, Applied NanoFluorescence, to commercialize the technology. The company still exists and continues to research the optical properties of carbon nanotubes.

He is also an elected fellow of the American Physical Society, the American Association for the Advancement of Science and the the Electrochemical Society (ECS) and former chair of the ECS Nanocarbons Division. The ECS will present Weisman with the 2024 Smalley Research Award in May. The award is given every two years to recognize “outstanding achievements in, or scientific contributions to, the science of fullerenes, nanotubes and carbon nanostructures.”

Earlier this month, another Rice professor won a highly competitive award. Assistant professor Amanda Marciel, the William Marsh Rice Trustee Chair of chemical and biomolecular engineering, was granted a National Science Foundation's CAREER Award that comes with $670,406 over five years to continue her research in designing branch elastomers.

The grant will also create opportunities in soft matter research for undergraduates and underrepresented scientists. Click here to learn more.

Meanwhile, another Houston-based chemist was also recently recognized for their work. Baylor College of Medicine's Livia Schiavinato Eberlin was named the 2024 recipient of the Norman Hackerman Award in Chemical Research in December.

The award from the Houston-based Welch Foundation recognizes the accomplishments of chemical scientists in Texas who are early in their careers. Eberlin will be granted $100,000 for this honor.

Rice University engineers and collaborators developed a technology that converts light into electricity. Photo by Jeff Fitlow/Rice University

Houston research team develops breakthrough process for light-harvesting crystals in DOE-backed project

solar success

A team of Rice researchers have developed a breakthrough synthesis process for developing light-harvesting materials that can be used in solar cells to convert light into electricity.

Detailed in an October study in Nature Synthesis, the new process is able to more closely control the temperature and time of the crystallization process to create 2D halide perovskites with semiconductor layers of “ideal thickness and purity,” according to a release from Rice.

The process, known as kinetically controlled space confinement, was developed by Rice University chemical and biomolecular engineer Aditya Mohite, along with others at Northwestern University, the University of Pennsylvania and the University of Rennes. The research was backed by the Department of Energy, the Army Research Office, the National Science Foundation and a number of other organizations.

“This research breakthrough is critical for the synthesis of 2D perovskites, which hold the key to achieving commercially relevant stability for solar cells and for many other optoelectronic device applications and fundamental light matter interactions,” Mohite said in a statement.

Traditional synthesis methods for creating 2D halide perovskites, which have been shown to offer a high-performance low-cost way to produce solar cells, have generated uneven crystal growth when attempting to reach a higher n value. And uneven crystal growth can result in a less reliable material, while a high n value can result in higher electrical conductivity, among other benefits.

The study shows how the kinetically controlled space confinement method can gradually increase n values in 2D halide perovskites, which will assist in the production of crystals with a certain thickness.

“We designed a way to slow down the crystallization and tune each kinetics parameter gradually to hit the sweet spot for phase-pure synthesis,” Jin Hou, a Ph.D. student at Rice and a lead author on a study, said in a statement.

The process is expected to improve the stability and lower the costs of emerging technologies in optoelectronics, or the study and application of light-emitting or light-detecting devices, and photovoltaics, the conversion of thermal energy into electricity.

"This work pushes the boundaries of higher quantum well 2D perovskites synthesis, making them a viable and stable option for a variety of applications,” Hou added.

Houston universities have been making major strides relating to crystallization processes in recent months.

In September, the University of Houston announced The Welch Foundation awarded its inaugural $5 million Catalyst for Discovery Program Grant to establish the Welch Center for Advanced Bioactive Materials Crystallization. The center will build upon UH professor Jeffrey Rimer's work relating to the use of crystals to help treat malaria and kidney stones.

Over the summer, a team of researchers at UH also published a paper detailing their discovery of how to use molecular crystals to capture large quantities of iodine, one of the most common products of radioactive fission, which is used to create nuclear energy.

A Rice University study will consider how "design strategies aimed at improving civic engagement in stormwater infrastructure could help reduce catastrophic flooding." Photo via Getty Images

Houston university to lead new NSF-back flooding study

risk mitigation

Houston will be the setting of a new three-year National Science Foundation-funded study that focuses on a phenomenon the city is quite familiar with: flooding.

Conducted by Rice University, the study will consider how "design strategies aimed at improving civic engagement in stormwater infrastructure could help reduce catastrophic flooding," according to a statement.

The team will begin its research in the Trinity/Houston Gardens neighborhood and will implement field research, participatory design work and hydrological impact analyses.

Rice professor of anthropology Dominic Boyer and Rice's Gus Sessions Wortham Professor of Architecture Albert Pope are co-principal investigators on the study. They'll be joined by Phil Bedient, director of the Severe Storm Prediction, Education and Evacuation from Disasters Center at Rice, and Jessica Eisma, a civil engineer at the University of Texas at Arlington.

According to Boyer, the study will bring tougher researchers from across disciplines as well as community members and even elementary-aged students.

"Our particular focus will be on green stormwater infrastructure—techniques like bioswale, green roofs and rain gardens—that are more affordable than conventional concrete infrastructure and ones where community members can be more directly involved in the design and implementation phases,” Boyer said. “We envision helping students and other community members design and complete projects like community rain gardens that offer a variety of beneficial amenities and can also mitigate flooding.”

Rice's Severe Storm Prediction, Education and Evacuation from Disasters Center, or SSPEED Center, is a leader in flood mitigation research and innovation.

In 2021, the center developed its FIRST radar-based flood assessment, mapping, and early-warning system based on more than 350 maps that simulate different combinations of rainfall over various areas of the watershed. The system was derived from the Rice/Texas Medical Center Flood Alert System (FAS), which Bedient created 20 years ago. Click here to read more.

Houston is in the running to receive millions from a program from the National Science Foundation. Photo via Getty Images

Houston named semifinalist for major NSF energy transition funding opportunity

ON TO THE NEXT ROUND

The National Science Foundation announced 34 semifinalists for a regional innovation program that will deploy up to $160 million in federal funding over the next 10 years. Among the list of potential regions to receive this influx of capital is Houston.

The Greater Houston Partnership and the Houston Energy Transition Initiative developed the application for the NSF Regional Innovation Engine competition in collaboration with economic, civic, and educational leaders from across the city and five regional universities, including the University of Houston, The University of Texas at Austin, Texas Southern University, Rice University, and Texas A&M University.

The proposed project for Houston — called the Accelerating Carbon-Neutral Technologies and Policies for Energy Transition, or ACT, Engine — emphasizes developing sustainable and equitable opportunities for innovators and entrepreneurs while also pursuing sustainable and equitable energy access for all.

“The ACT Engine will leverage our diverse energy innovation ecosystem and talent, creating a true competitive advantage for existing and new energy companies across our region," says Jane Stricker, senior vice president of energy transition and executive director for HETI, in a statement. "Texas is leading the way in nearly every energy and energy transition solution, and this Engine can catalyze our region’s continued growth in low-carbon technology development and deployment."

If Houston's proposal is selected as a finalist, it could receive up to $160 million over 10 years. The final list of NSF Engines awards is expected this fall, and, according to a release, each awardee will initially receiving about $15 million for the first two years.

"Each of these NSF Engines semifinalists represents an emerging hub of innovation and lends their talents and resources to form the fabric of NSF's vision to create opportunities everywhere and enable innovation anywhere," NSF Director Sethuraman Panchanathan says in a news release. "These teams will spring ideas, talent, pathways and resources to create vibrant innovation ecosystems all across our nation."

The NSF selected its 34 semifinalists from 188 original applicants, and the next step for Houston is a virtual site visit that will assess competitive advantages, budget and resource plans for R&D and workforce development, and the proposed leadership’s ability to mobilize plans into action over the first two years.

"Houston is poised, like no other city, to lead the energy transition. The ACT Engine presents a remarkable opportunity to not only leverage the region's unparalleled energy resources and expertise but also harness our can-do spirit. Houston has a proven track record of embracing challenges and finding innovative solutions,” says Renu Khator, president of the University of Houston, in the statement. “Through the collaborative efforts facilitated by the ACT Engine, I am confident that we can make significant strides towards creating a sustainable future that harmonizes economic growth, environmental protection and social equity."

NSF Engines will announce awards this fall after a round of in-person interviews of finalists named in July. With Houston's track record for building thriving industry hubs in energy, health care, aerospace, and the culinary arts, the region is eager to establish the next generation of leaders and dreamers responding to some of the greatest economic and societal challenges ever seen in America.

“Our energy innovation ecosystem is inclusive, dynamic, and fast growing," says Barbara Burger, energy transition adviser and former Chevron executive, in the release. "The ACT Engine has the potential to increase the amount of innovation coming into the ecosystem and the capabilities available to scale technologies needed in the energy transition. I am confident that the members of the ecosystem — incubators, accelerators, investors, universities, and corporates — are ready for the challenge that the ACT Engine will provide."

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Chevron, TotalEnergies back energy storage startup's $15.8M series A

money moves

A California startup that's revolutionizing polymer cathode battery technology has announced its series A round of funding with support from Houston-based energy transition leaders.

LiNova Energy Inc. closed a $15.8 million series A round led by Catalus Capital. Saft, a subsidiary of TotalEnergies, which has its US HQ in Houston, and Houston-based Chevron Technology Ventures, also participated in the round with a coalition of other investors.

LiNova will use the funds with its polymer cathode battery to advance the energy storage landscape, according to the company. The company uses a high-energy polymer battery technology that is designed to allow material replacement of the traditional cathode that is made up of cobalt, nickel, and other materials.

The joint development agreement with Saft will have them collaborate to develop the battery technology for commercialization in Saft's key markets.

“We are proud to collaborate with LiNova in scaling up its technology, leveraging the extensive experience of Saft's research teams, our newest prototype lines, and our industrial expertise in battery cell production," Cedric Duclos, CEO of Saft, says in a news release.

CTV recently announced its $500 million Future Energy Fund III, which aims to lead on emerging mobility, energy decentralization, industrial decarbonization, and the growing circular economy. Chevron has promised to spend $10 billion on lower carbon energy investments and projects by 2028.

Houston innovation leaders secure SBA funding to start equitability-focused energy lab

trying for DEI

A group of Houston's innovation and energy leaders teamed up to establish an initiative supporting equitability in the energy transition.

Impact Hub Houston, a nonprofit incubator and ecosystem builder, partnered with Energy Tech Nexus to establish the Equitable Energy Transition Alliance and Lab to accelerate startup pilots for underserved communities. The initiative announced that it's won the 2024 U.S. Small Business Administration Growth Accelerator Fund Competition, or GAFC, Stage One award.

"We are incredibly honored to be recognized by the SBA alongside our esteemed partners at Energy Tech Nexus," Grace Rodriguez, co-founder and executive director of Impact Hub Houston, says in a news release. "This award validates our shared commitment to building a robust innovation ecosystem in Houston, especially for solutions that advance the Sustainable Development Goals at the critical intersections of industry, innovation, sustainability, and reducing inequality."

The GAFC award, which honors and supports small business research and development, provides $50,000 prize to its winners. The Houston collaboration aligns with the program's theme area of Sustainability and Biotechnology.

“This award offers us a great opportunity to amplify the innovations of Houston’s clean energy and decarbonization pioneers,” adds Juliana Garaizar, founding partner of the Energy Tech Nexus. “By combining Impact Hub Houston’s entrepreneurial resources with Energy Tech Nexus’ deep industry expertise, we can create a truly transformative force for positive change.”

Per the release, Impact Hub Houston and Energy Tech Nexus will use the funding to recruit new partners, strengthen existing alliances, and host impactful events and programs to help sustainable startups access pilots, contracts, and capital to grow.

"SBA’s Growth Accelerator Fund Competition Stage One winners join the SBA’s incredible network of entrepreneurial support organizations contributing to America’s innovative startup ecosystem, ensuring the next generation of science and technology-based innovations scale into thriving businesses," says U.S. SBA Administrator Isabel Casillas Guzman.

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This article originally ran on InnovationMap.

Texas-based Tesla gets China's initial approval of self-driving software

global greenlight

Shares of Tesla stock rallied Monday after the electric vehicle maker's CEO, Elon Musk, paid a surprise visit to Beijing over the weekend and reportedly won tentative approval for its driving software.

Musk met with a senior government official in the Chinese capital Sunday, just as the nation’s carmakers are showing off their latest electric vehicle models at the Beijing auto show.

According to The Wall Street Journal, which cited anonymous sources familiar with the matter, Chinese officials told Tesla that Beijing has tentatively approved the automaker's plan to launch its “Full Self-Driving,” or FSD, software feature in the country.

Although it's called FSD, the software still requires human supervision. On Friday the U.S. government’s auto safety agency said it is investigating whether last year’s recall of Tesla’s Autopilot driving system did enough to make sure drivers pay attention to the road. Tesla has reported 20 more crashes involving Autopilot since the recall, according to the National Highway Traffic Safety Administration.

In afternoon trading, shares in Tesla Inc., which is based in Austin, Texas, surged to end Monday up more than 15% — its biggest one-day jump since February 2020. For the year to date, shares are still down 22%.

Tesla has been contending with its stock slide and slowing production. Last week, the company said its first-quarter net income plunged by more than half, but it touted a newer, cheaper car and a fully autonomous robotaxi as catalysts for future growth.

Wedbush analyst Dan Ives called the news about the Chinese approval a “home run” for Tesla and maintained his “Outperform” rating on the stock.

“We note Tesla has stored all data collected by its Chinese fleet in Shanghai since 2021 as required by regulators in Beijing,” Ives wrote in a note to investors. “If Musk is able to obtain approval from Beijing to transfer data collected in China abroad this would be pivotal around the acceleration of training its algorithms for its autonomous technology globally.”

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