A team from the University of Houston received a grant to continue its work on using AI and digital twin technology to better evaluate bridges in Texas. Photo via uh.edu

A University of Houston professor has received a grant from the Texas Department of Transportation (TxDOT) to improve the efficiency and effectiveness of how bridges are inspected in the state.

The $505,286 grant will support the project of Vedhus Hoskere, assistant professor in the Civil and Environmental Engineering Department, over three years. The project, “Development of Digital Twins for Texas Bridges,” will look at how to use drones, cameras, sensors and AI to support Texas' bridge maintenance programs.

“To put this data in context, we create a 3D digital representation of these bridges, called digital twins,” Hoskere said in a statement. “Then, we use artificial intelligence methods to help us find and quantify problems to be concerned about. We’re particularly interested in any structural problems that we can identify - these digital twins help us monitor changes over time and keep a close eye on the bridge. The digital twins can be tremendously useful for the planning and management of our aging bridge infrastructure so that limited taxpayer resources are properly utilized.”

The project began in September and will continue through August 2026. Hoskere is joined on the project by Craig Glennie, the Hugh Roy and Lillie Cranz Cullen Distinguished Chair at Cullen College and director of the National Center for Airborne Laser Mapping, as the project’s co-principal investigator.

According to Hoskere, the project will have implications for Texas's 55,000 bridges (more than twice as many as any other state in the country), which need to be inspected every two years.

Outside of Texas, Hoskere says the project will have international impact on digital twin research. Hoskere chairs a sub-task group of the International Association for Bridge and Structural Engineering (IABSE).

“Our international efforts align closely with this project’s goals and the insights gained globally will enhance our work in Texas while our research at UH contributes to advancing bridge digitization worldwide,” he said. “We have been researching developing digital twins for inspections and management of various infrastructure assets over the past 8 years. This project provides us an opportunity to leverage our expertise to help TxDOT achieve their goals while also advancing the science and practice of better developing these digital twins.”

Last year another UH team earned a $750,000 grant from the National Science Foundation for a practical, Texas-focused project that uses AI. The team was backed by the NSF's Convergence Accelerator for its project to help food-insecure Texans and eliminate inefficiencies within the food charity system.

UH Professor Vedhus Hoskere received a three-year, $505,286 grant from TxDOT for a bridge digitization project. Photo via uh.edu

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17 Houston entrepreneurs named finalists in annual regional competition

on to the next round

Entrepreneurs from the Houston area have been named finalists for one of the region’s most prestigious business awards.

The 17 finalists are competing for Ernst & Young’s Entrepreneur Of The Year 2024 Gulf South Award. The Gulf South region includes parts of Texas, along with Louisiana and Mississippi.

An independent panel of judges selected the 48 finalists. Contenders were evaluated based on their demonstration of building long-term value through factors such as entrepreneurial spirit, purpose, growth, and impact.

The Houston-area finalists are:

  • Shannon Payne, Allied Fire Protection, Pearland
  • Jay McEntire IV, Arva Intelligence, Houston
  • Andrew Levy, Avelo Airlines, Houston
  • Derek Maetzold, Castle Biosciences, Friendswood
  • Scott Aronstein, Connectivity Source, Houston
  • Joshua Weisman, Construction Concepts, Houston
  • Feras Moussa and Ben Suttles, Disrupt Equity, Houston
  • John Poindexter, J.B. Poindexter, Houston
  • James Ross, LJA Engineering, Houston
  • Asher Kazmann, Locke Solutions, Houston
  • Chad Millis, Millis, Missouri City
  • Mike Francis, NanoTech Materials, Houston
  • Stuart Hinchen and Peter Jenkins, Quva Pharma, Sugar Land
  • Trevor Best and Suman Khatiwada, Syzygy Plasmonics, Houston
  • Hal Brumfield, Tachus Fiber Internet, The Woodlands
  • Jared Boudreaux, Vector Controls and Automation Group, Pearland
  • Ting Qiao, Wan Bridge, Houston

“The finalists of this year are audacious entrepreneurs who are making a significant impact in their respective industries and communities,” says Anna Horndahl, an EY partner and co-director of the EOY Gulf South Program.

“These pioneers, chosen by an independent panel of judges, showcase relentless commitment to their businesses, customers and communities. We are thrilled to acknowledge their accomplishments,” adds Travis Garms, an EY partner and co-director of the EOY Gulf South Program.

Houston makes top 10 list of metros with most millionaires

living large

Anew population analysis has unveiled an exclusive view into how the elite live in the U.S., including a surprising discovery that Houston-The Woodlands-Sugar Land has the No. 9 highest concentration of millionaire households in the country.

The study by online real estate marketplace Point2Homes compared household data among millionaires in the 30 biggest U.S. metropolitan areas, including four Texas metros, between 2017 and 2022.

The report found that the number of U.S. households that earned at least $1 million a year more than quadruped within the five-year period, with the highest concentration of millionaire households located in the New York-Newark-Jersey City area across New York, New Jersey, and Pennsylvania.

There are just under 2,900 millionaire homeowners living across the Houston metro, making up 0.11 percent of all households in the area. The report revealed a majority (32.9 percent) of millionaires in Houston are actually Gen Xers, with the second highest share going to baby boomers (28.9 percent).

Most interestingly, the youngest generation, Gen Z, make up 15.4 percent of all millionaire households in Houston, with millennials making up 21.5 percent, according to the report. But the Gen Z percentage is misleading; as the report clarifies, there aren't actually that many Gen Z millionaires walking among us in H-Town.

"Instead, this high share is most likely almost entirely due to the people aged 15 to 24 who are still living with their (millionaire) owner parents," the report explained. "Unfortunately, living in a millionaire owner household does not a millionaire owner make — but it does come with some serious perks."

Physicians make up Houston-The Woodlands-Sugar Land millionaires' main occupations across all age groups, the study also found.

This is how Houston's millionaires live
The saying goes, "Go big or go home," and Houston's millionaire homeowners are taking that to heart when it comes to their own lavish households.

The report discovered the typical home owned by a millionaire in Houston-The Woodlands-Sugar Land is a five bedroom, nine total-room house, with an average assessed value of $1,466,682. As for wheels, a Houston-based millionaire is likely to have less than three vehicles (2.8) on average.

By comparison, the average value for a millionaire homeowner's abode in San Francisco-Oakland-Berkeley, California is $2,816,196, the highest amount out of all 30 U.S. metros in the report.

Big, expensive homes don't come without big costs to maintain them, the report reminds. And when it comes to managing finances for wealthy earners, making more money doesn't necessarily mean they'll be saving that income.

"Rather, it just means bigger homes with bigger mortgages and maintenance expenses; more cars; much costlier schools; and more over-the-top lifestyles, which simply bite bigger chunks out of the family's big budget," the report said. "However, despite the 'risks,' most of us would probably choose to have rich people problems. Or, as the saying goes, crying in a Ferrari might just feel better than crying in a Toyota when all is said and done."

Millionaire lifestyles across Texas
In a comparison of all Texas metro areas, Houston-The Woodlands-Sugar Land claimed the highest share of millionaire homeowners statewide. Dallas-Fort Worth-Arlington took the No. 2 spot, while Austin-Round Rock-Georgetown rounded out the top three. San Antonio-New Braunfels took No. 4 in the statewide analysis.

Dallas-Fort Worth-Arlington was right behind Houston in the national standings, ranking No. 10, with nearly 2,650 millionaire households situated in the Metroplex. DFW's millionaires are mainly chief executives and legislators, or physicians. Gen Xers (44.1 percent) make up the highest share of the metro's millionaires, with baby boomers (24.7 percent) not too far behind.

Austin-Round Rock-Georgetown, however, fell to No. 24 in the national ranking with only 749 millionaire households calling the Texas Capital home. Austin's millionaires are mainly chief executives and legislators, or other types of high-level mangers. Gen Xers (34.9 percent) make up the highest share of the metro's millionaires, with millennials (30.8 percent) not too far behind.

San Antonio-New Braunfels ranked at the bottom of the study at No. 29, above Pittsburgh, Pennsylvania. There were only 414 millionaire households in the metro area between 2017-2022, and a majority of them (38.4 percent) were Gen X physicians.

The top 10 metros with the highest share of millionaires in the U.S. are:

  • No. 1 – New York-Newark-New Jersey City, New York-New Jersey-Pennsylvania
  • No. 2 – Los Angeles-Long Beach-Anaheim, California
  • No. 3 – San Francisco-Oakland-Berkeley, California
  • No. 4 – Boston-Cambridge-Newton, Massachusetts-New Hampshire
  • No. 5 – Washington-Arlington-Alexandria, D.C.-Virginia-Marland-West Virginia
  • No. 6 – Chicago-Naperville-Elgin, Illinois-Indiana-Wisconsin
  • No. 7 – Miami-Fort Lauderdale-Pompano Beach, Florida
  • No. 8 – Seattle-Tacoma-Bellevue, Washington
  • No. 9 – Houston-The Woodlands-Sugar Land, Texas
  • No. 10 – Dallas-Fort Worth-Arlington, Texas

The full report and its methodology can be found on point2homes.com.

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This article originally ran on CultureMap.