Houston researcher scores prestigious NSF award for machine learning, power grid tech

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.

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This article originally ran on EnergyCapital.

This week's roundup of Houston innovators includes Omair Tariq of Cart.com, Amanda Marciel of Rice University, and Youngro Lee of Brassica. Photos courtesy

3 Houston innovators to know this week

who's who

Editor's note: Welcome to another Monday edition of Innovators to Know. Today I'm introducing you to three Houstonians to read up about — three individuals behind recent innovation and startup news stories in Houston as reported by InnovationMap. Learn more about them and their recent news below by clicking on each article.


Omair Tariq, co-founder and CEO of Cart.com

Omair Tariq of Cart.com joins the Houston Innovators Podcast to share his confidence in Houston as the right place to scale his unicorn. Photo via Cart.com

Last November, Houston-founded logistics tech company Cart.com announced that it would be returning its headquarters to Houston after spending the last two years growing in Austin. But Co-Founder and CEO Omair Tariq says that while the corporate address may have changed, he actually never left.

"I've been in Houston now forever — and I don't think I'm planning on leaving anytime soon. I love Houston — this city has given me everything I have," Tariq says on the Houston Innovators Podcast. "I even love the traffic and everything people hate about Houston."

Tariq, who was born in Pakistan and grew up in Dubai before relocating as a teen to Houston, shared his entrepreneurial journey on the show, which included starting a jewelry business and being an early employee at Blinds.com before it was acquired in 2014 by Home Depot. Continue reading.

Amanda Marciel, the William Marsh Rice Trustee Chair of chemical and biomolecular engineering at Rice University

In addition to supporting Amanda Marciel's research, the funds will also go toward creating opportunities in soft matter research for undergraduates and underrepresented scientists at Rice University. Photo by Gustavo Raskosky/Rice University

An assistant professor at Rice University has won one of the highly competitive National Science Foundation's CAREER Awards.

The award grants $670,406 over five years to Amanda Marciel, the William Marsh Rice Trustee Chair of chemical and biomolecular engineering, to continue her research in designing branch elastomers that return to their original shape after being stretched, according to a statement from Rice. The research has applications in stretchable electronics and biomimetic tissues.

“My goal is to create a new paradigm for designing elastomers,” Marciel said in a statement. “The research has four aims: to determine the role of comb polymer topology in forming elastomers, understanding the effects of that topology on elastomer mechanics, characterizing its effects on elastomer structure and increasing the intellectual diversity in soft matter research.” Continue reading.

Youngro Lee, founder of Brassica

Youngro Lee is celebrating the acquisition of his company, Brassica. Photo courtesy

A Houston fintech innovator is celebrating his latest startup's exit.

Brassica Technologies Inc., a fintech infrastructure company that's provides a platform for alternative assets, has been acquired by BitGo, a Palo Alto, California-based tech company with digital asset services. The terms of the deal were not disclosed.

"Joining forces with BitGo is a significant step towards Brassica's ultimate vision of building the financial infrastructure of the future," Youngro Lee, founder and CEO of Brassica, says in a news release. "Our strength lies in our 'one stop shop' approach of providing API-enabled infrastructure for the alternative assets industry. Continue reading.

In addition to supporting Amanda Marciel's research, the funds will also go toward creating opportunities in soft matter research for undergraduates and underrepresented scientists at Rice University. Photo by Gustavo Raskosky/Rice University

Houston professor earns competitive NSF award, nearly $700,000 grant

science supported

An assistant professor at Rice University has won one of the highly competitive National Science Foundation's CAREER Awards.

The award grants $670,406 over five years to Amanda Marciel, the William Marsh Rice Trustee Chair of chemical and biomolecular engineering, to continue her research in designing branch elastomers that return to their original shape after being stretched, according to a statement from Rice. The research has applications in stretchable electronics and biomimetic tissues.

“My goal is to create a new paradigm for designing elastomers,” Marciel said in a statement. “The research has four aims: to determine the role of comb polymer topology in forming elastomers, understanding the effects of that topology on elastomer mechanics, characterizing its effects on elastomer structure and increasing the intellectual diversity in soft matter research.”

Marciel, who joined the faculty at Rice in 2019, is one of about 500 researchers to receive the NSF's CAREER Award each year. The 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.

In addition to supporting Marciel's research, the funds will also go toward creating opportunities in soft matter research for undergraduates and underrepresented scientists. It will establish a new annual symposium called the Texas Soft Matter Meeting, where community college teachers can participate in a soft matter laboratory module and students in the Research Experiences for Undergrads program at Rice will present their summer research.

Recently, Rice also launched the new Rice Synthetic Biology Institute, which aims to strengthen the synthetic biology community across disciplines at the university. It is part of an $82 million investment the university put toward synthetic biology, neuroengineering and physical biology in 2018.

A fellow team or Rice researcher is also working on wearable haptic accessories. A member of the team was recently named to the 2024 cohort of Rice Innovation Fellows. Click here to learn more.

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West Coast innovation organization unveils new location in Houston suburb to boost Texas tech ecosystem

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Leading innovation platform Plug and Play announced the opening of its new flagship Houston-area location in Sugar Land, which is its fourth location in Texas.

Plug and Play has accelerated over 2,700 startups globally last year with corporate partners that include Dell Technologies, Daikin, Microsoft, LG Chem, Shell, and Mercedes. The company’s portfolio includes PayPal, Dropbox, LendingClub, and Course Hero, with 8 percent of the portfolio valued at over $100 million.

The deal, which facilitated by the Sugar Land Office of Economic Development and Tourism, will bring a new office for the organization to Sugar Land Town Square with leasing and hiring between December and January. The official launch is slated for the first quarter of 2025, and will feature 15 startups announced on Selection Day.

"By expanding to Sugar Land, we’re creating a space where startups can access resources, build partnerships, and scale rapidly,” VP Growth Strategy at Plug and Play Sherif Saadawi says in a news release. “This location will help fuel Texas' innovation ecosystem, providing entrepreneurs with the tools and networks they need to drive real-world impact and contribute to the state’s technological and economic growth."

Plug and Play plans to hire four full-time equivalent employees and accelerate two startup batches per year. The focus will be on “smart cities,” which include energy, health, transportation, and mobility sectors. One Sugar Land City representative will serve as a board member.

“We are excited to welcome Plug and Play to Sugar Land,” Mayor of Sugar Land Joe Zimmerma adds. “This investment will help us connect with corporate contacts and experts in startups and businesses that would take us many years to reach on our own. It allows us to create a presence, attract investments and jobs to the city, and hopefully become a base of operations for some of these high-growth companies.”

The organization originally entered the Houston market in 2019 and now has locations in Bryan/College Station, Frisco, and Cedar Park in Texas.

Uniquely Houston event to convene innovation experts across aerospace, energy, and medicine

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Every year, Houston's legacy industries — energy, medicine, and aerospace — come together to share innovative ideas and collaborate on future opportunities.

For the eighteenth year in a row, the annual Pumps & Pipes event will showcase and explore convergence innovation and common technology themes across Houston’s three major industries. The hosting organization, also called Pumps & Pipes, was established in 2007 in Houston and is dedicated to fostering collaboration amongst the city's three major industries.

With NASA in its backyard, the world’s largest medical center, and a reputation as the “Energy Capital of the World,” Houston is uniquely positioned to lead in cross-industry convergence innovation and is reflected in the theme of this year’s event – Blueprint Houston: Converge and Innovate.

Here's what you can expect to explore at the event, which will take place this year on December 9 at TMC Helix Park. Tickets are available online.

The state of Texas’ aerospace investments

How are the recent strategic investments in aerospace by the State of Texas transforming the space economy and driving growth in adjacent industries? What is the case for cultivating a more dynamic and vibrant aerospace R&D environment?

These are the key questions explored in the opening session of Pumps & Pipes, moderated by David Alexander (Director, Rice Space Institute). Joining the discussion are distinguished leaders Norman Garza, Jr., Executive Director of the Texas Space Commission (TSC); as well as two members of the TSC board of directors: Sarah “Sassie” Duggelby, CEO/Co-Founder of Venus Aerospace; and Kathryn Lueders, GM at Starbase, SpaceX.

This panel will spotlight Texas’ critical role in shaping the future of aerospace, with a focus on its cross-sector impact, from space exploration to innovation in energy and health care. We’ll explore how the state’s investments are fueling research and development, creating economic opportunities, and fostering a more interconnected, high-tech ecosystem for the future.

Real-world applications of robotics and synthetic biology

Explore the groundbreaking intersection of syntheticbiology and robotics as they reshape industries from aerospace to energy to health care. Experts from academia and industry — Rob Ambrose of Texas A&M University, Shankar Nadarajah of ExxonMobil, Shalini Yadav of the Rice Synthetic Biology Institute, and Moji Karimi of Cemvita — will discuss the real-world applications and future possibilities of these two fields, including innovative uses of robotics and drones to monitor emissions from deep-sea oil rigs, and synthetic microbes that convert carbon dioxide into valuable chemical products.

Discover how synthetic biology and robotics are paving the way for a more sustainable, autonomous, efficient, and interconnected future.

The total artificial heart – a uniquely Houston story

Heart failure affects millions globally, yet only a small fraction of patients receive life-saving heart transplants. The Total Artificial Heart (TAH), developed by BiVACOR, offers a revolutionary solution for patients with severe heart failure who are ineligible for a transplant.

Luminary leader, Dr. Billy Cohn, will discuss the groundbreaking BiVACOR TAH, a device that fully replaces the function of the heart using a magnetically levitated rotary pump. This innovative approach is part of an FDA-approved first-in-human study, aiming to evaluate its use as a bridge-to-transplant for patients awaiting heart transplants.

Moderated by Dr. Alan Lumsden (Chair Dept. of CV Surgery at Houston Methodist Hospital), join Dr. Cohn as he shares insights, and the story-behind, this pioneering technology and its potential to reshape the future of heart failure treatment, offering new hope to thousands of patients in need.

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Stuart Corr is the director of Innovation Systems Engineering at Houston Methodist and executive director of Pumps & Pipes.

Houston schools shine on annual ranking of top institutions for 2025

best in class

Several Houston elementary and middle schools are at the top of the class when it comes to educating and preparing the next generation for a successful life and career, according to U.S. News & World Report's just-released list of 2025 Elementary and Middle Schools Rankings.

One such school – T.H. Rogers School in Houston ISD – is the No. 8 best middle school in Texas for 2025.

U.S. News ranked over 79,000 public schools on the state and district level using data from the U.S. Department of Education. Schools were analyzed based on their students' proficiencies in mathematics and reading/language arts on state assessments, and tie-breakers were decided based on student-teacher ratios.

Texas' best middle schools for 2025

Three Houston middle schools achieved spots among the top 10 best Texas middle schools for 2025, according to U.S. News.

T.H. Rogers School has a total enrollment of 1,063 students, with 87 percent of the student population scoring "at or above the proficient level" in mathematics, and 90 percent proficiency in reading. The school has a student-teacher ratio of 17:1, with 62 full-time teachers.

T.H. Rogers School also topped the district-wide list as the No. 1 best middle school in HISD.

Houston Gateway Academy - Coral Campus also ranked among the statewide top 10, coming in at No. 9 with a total enrollment of 914 students. U.S. News says 82 percent of HGA students are proficient in math, and 80 percent are proficient in reading.

"Houston Gateway Academy - Coral Campus did better in math and better in reading in this metric compared with students across the state," U.S. News said in the school's profile. "In Texas, 51 percent of students tested at or above the proficient level for reading, and 41 percent tested at or above that level for math."

Right behind HGA to round out the top 10 best Texas middle schools is Houston ISD's Briarmeadow Charter School. This middle school has 600 students, 69 percent of which are proficient in math and 74 percent are proficient reading.

Briarmeadow's student-teacher ratio is 16:1, which is better than the district-wide student-teacher ratio, and it employs 38 full-time teachers.

U.S. News also ranked Briarmeadow as the second best middle school in Houston ISD.

Six additional Houston-area schools ranked among the top 25 best middle schools in Texas, including:

  • No. 18 – Cornerstone Academy, Spring Branch ISD
  • No. 19 – Mandarin Immersion Magnet School, Houston ISD
  • No. 21 – Smith Middle School, Cypress-Fairbanks ISD
  • No. 22 – Seven Lakes Junior High, Katy ISD
  • No. 23 – Houston Gateway Academy
  • No. 25 – Beckendorff Junior High, Katy ISD

The best elementary schools in Texas

Jesus A. Kawas Elementary school in Laredo was crowned the No. 1 elementary school in Texas for 2025, while two Houston-area schools made it into the top 10.Tomball ISD's Creekside Forest Elementary in The Woodlands is the No. 7 best elementary school statewide, boasting 656 students, 42 full-time teachers, and one full-time counselor. Students at this school, which U.S. News designates is situated in a "fringe rural setting," scored 90 percent efficiency in math and 94 percent efficiency in reading.Following one spot behind Creekside Forest in the statewide ranking is Sugar Land's Commonwealth Elementary School in Fort Bend ISD, coming in at No. 8. Commonwealth has a student population of 954 with 55 full-time teachers, and two full-time counselors. The school's student-teacher ratio is 17:1, and 90 percent of students are proficient in math, and 94 percent in reading.U.S. News says student success at Commonwealth is significantly higher than the rest of Fort Bend ISD."In Fort Bend Independent School District, 59 percent of students tested at or above the proficient level for reading, and 47 percent tested at or above that level for math," U.S. News said in Commonwealth's profile. "Commonwealth Elementary [also] did better in math and better in reading in this metric compared with students across the state."Other Houston-area schools that were ranked among the 25 best in Texas are:
  • No. 13 – Bess Campbell Elementary, Sugar Land, Lamar CISD
  • No. 20 – West University Elementary, Houston ISD
  • No. 23 – T.H. Rogers School, Houston ISD
  • No. 25 – Griffin Elementary, Katy ISD

"The 2025 Best Elementary and Middle Schools rankings offer parents a way to evaluate how schools are providing a high-quality education and preparing students for future success," said LaMont Jones, Ed.D., the managing editor for Education at U.S. News. "The data empowers families and communities to advocate for their children’s education. Research continues to indicate that how students perform academically at these early grade levels is a big factor in their success in high school and beyond."

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This article originally ran on CultureMap.

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