Ricardo and Laura Rodriguez have lived of their Westside house for 36 years. Like many homes within the metropolis’s historic Westside neighborhood, the couple’s house lacks central air-con, counting on particular person items to combat off San Antonio warmth.
“It’s laborious to have all of them on at one time, as a result of these payments [add up],” Ricardo, who’s disabled, mentioned. “With one test a month, it’s laborious.”
Of their front room, a small white sensor sucks in air and measures temperature and air high quality. One other hangs above their porch outdoors. When the sensors shine crimson, indicating poor air high quality, the couple opens their home windows and turns followers on.

The sensors got here courtesy of College of Texas at San Antonio researchers learning excessive warmth all through town. Their analysis to this point has been centered on the West Facet, a traditionally underserved neighborhood and concrete warmth island, the place temperatures can soar and switch poorly constructed properties into furnaces attributable to an overabundance of concrete and lack of inexperienced area.
The researchers are utilizing the sensors, synthetic intelligence and “digital twin” know-how to map out how warmth and poor air high quality is felt within the neighborhood, and how you can finest mitigate the impacts with restricted sources.
Esteban López Ochoa, an affiliate professor of city and regional planning at UT San Antonio and lead researcher on the undertaking, mentioned that indoor temperatures in some properties can rise above 100 levels Fahrenheit in the summertime.

“We did surveys on the residents, asking them the way you’re feeling, what sort of persistent circumstances have they got?” Ochoa mentioned. “A lot of them have reported that 12 months over 12 months, they’re having warmth strokes, and so they’re simply ready for the following one to occur.”
Warmth fairness
Ochoa, who grew up in Chile and earned his doctorate in Illinois, mentioned that he had by no means skilled excessive warmth like this till he moved to San Antonio in 2012. He was astonished to be taught that some communities within the metropolis lived by way of the sweltering warmth with precarious to non-existent air-con of their properties.
Warmth maps created utilizing the researchers’ information have proven that the inside neighborhoods of San Antonio simply outdoors downtown are likely to fare worse relating to the city warmth island impact.
The elevated temperatures are felt disproportionately in deprived communities the place poor housing circumstances supply little reduction from the Texas warmth.
For a lot of residents, working AC always can include “an avalanche of issues,” mentioned Luissana Santibanez, an organizer with the Coalition for Dignified Housing, “as a result of then they’ve actually excessive electrical energy payments, over $400 a month typically.”
The primary part of Ochoa’s analysis concerned taking inventory of housing circumstances on the West Facet, and growing a score system that might predict which properties had been extra prone to be demolished. The homes within the poorest circumstances — with much less insulation, poor foundations, cracking home windows and an array of different points — would at instances get hotter inside than the skin temperature, Ochoa mentioned.
When the solar went down and the asphalt stopped radiating warmth, residents’ properties would keep scorching into the evening. “They couldn’t get a break from the warmth,” Ochoa mentioned.
The researchers then began inserting small, $300 sensors inside and out of doors of residents’ properties measuring air high quality and temperature, alerting residents when the air high quality or temperature attain sure ranges.

The sensors additionally supply researchers higher, extra particular ground-level information. As a substitute of counting on satellite tv for pc information, the researchers’ warmth maps and city-wide temperature calculations incorporate particular measurements taken on the neighborhood degree.
“Similar to the doctor takes your temperature, we’re going to place thermometers principally throughout town,” Ochoa mentioned. “I actually needed to see what are the inside circumstances versus the outside circumstances, and that’s why we needed these sensors to actually assist us work on that.”
Digital twins
Digital twin know-how was first developed by NASA within the Nineteen Sixties to mannequin spacecraft for the Apollo missions. By making a digital duplicate of bodily areas or objects, researchers can run simulations and take a look at how completely different interventions may produce completely different outcomes.
Utilizing sonar-like know-how generally known as mild infrared radiant detection, the UT San Antonio researchers analyzed 600 Westside homes, creating digital replicas of the within and out of doors of residents’ properties. Then, by working AI-powered simulations within the three-dimensional digital copies of the properties, researchers can pinpoint options, like further insulation in particular components of the house, for instance.

That’s necessary, Ochoa defined, as a result of over-weatherization may cause issues for residents within the winter. If a contractor provides an excessive amount of insulation, summers may change into extra bearable, however the properties may even change into ice packing containers within the colder months, unable to permeate warmth. And, it’s useful for residents with decrease incomes to know which adjustments may give them the very best bang for his or her buck in cooling down their properties.
The analysis has been ongoing since 2024. Ochoa says that they’re now increasing this system to different warmth islands and underserved communities within the South Facet and East Facet. As extra information is available in, Ochoa hopes to see the analysis used as the premise for brand new metropolis insurance policies and efforts geared towards mitigating excessive warmth.
“It’s not going to get cooler,” Ochoa mentioned. “If we don’t do something now, 10 years from now, we’re going to actually be seeing the implications. I don’t wish to sound alarmist or extremist, however this can be a much less inhabitable metropolis than it’s proper now. Having a big portion of town residing in excessive warmth with out acceptable methods to manage, it’s simply not one thing that we needs to be recognized for.”