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Researchers in Florida can now track the health of buildings thanks to new AI technology

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One phrase for well-built structures is “good bones.” But how would an inspector know if there were broken bones in a building or a bridge?

X-rays are used by doctors to evaluate patients, and soon local scientists hope to give engineers access to similar monitoring technology. To better monitor the condition of buildings and bridges, researchers at the University of Central Florida are creating virtual reality and artificial intelligence tools.

The United States’ deteriorating infrastructure placed it 13th on the World Economic Forum’s 2019 ranking. The nation’s infrastructure received a C- from the American Society of Civil Engineers in 2021, noting the need for more cutting-edge technologies to better monitor and maintain the nation’s structures, bridges, and roads.

Professor Necati Catbas of UCF is developing four distinct technologies in an effort to meet that need. With the help of his group of postdocs and students from UCF, he hopes that engineers will be able to inspect buildings in the same manner that a physician would.

Professor Catbas of Lockheed Martin St. Laurent explained, “In a way, you’re looking at a patient versus you’re looking at a patient, and also you’re using MRI or X-ray to really understand what’s going on.”

UCF researchers have created a technology called “computer vision” that allows them to detect infrastructure cracks that human inspectors might miss. Users can view the movement and deformation of support beams inside a structure by donning a headset that is connected to sensors integrated into the structure. Users can interact with cracks they find and use prediction tools to see how they might develop by utilizing mixed reality.

Because it doesn’t require access to the structures in question, computer vision is designed for the visual inspection of structural health, which is convenient for inspectors.

“The state of inspection right now is based on visual inspections,” Catbas said. “The expertise and know-how of the engineer or inspector is very critical. And that accumulates over the years, but they also need complementary technologies.”

Based on historical data from an older, comparable structure, users could anticipate how more recent structures might shift or fracture over a given amount of time using a different tool called a generative adversarial network.

“We are generating new data from the existing data like we are creating synthetic data, and based on the algorithm and methods we can create, and see how the structure is going to look when it has some damage,” Catbas said.

The UCF team has also created an immersive visualization system that allows for remote “virtual visits” to buildings and bridges using augmented and virtual reality. Users can view the real-time status of the structure by overlaying augmented reality details on top of a computer-simulated real-world environment.

“It’s almost like you’re having a virtual tour on the bridge,” Catbas said. “These are tools to provide more flexibility to have access to the bridge and to have access to the data.”

Last but not least, AI is used by the collective intelligence framework technology to expedite the inspection procedures. An inspector scans and evaluates a damaged area in real time using a handheld device or a headset. The inspector can access the building’s condition and avoids having to take manual measurements.

“The ultimate goal here is to effectively manage the data that we are collecting and understand the complex data domains,” Catbas said.

Catbas added that although these smart structure technologies are prepared to be incorporated into engineering standards, they must first pass numerous committee reviews across the nation before being used in routine engineering and inspection.

Catbas believes that technology will play a major role in the infrastructure of the United States.

“We can utilize these technologies, not only for a particular bridge or bridge assessment, but also for extreme events like hurricanes, floods, earthquakes, and really help people recover from these damaging events,” he said. “We can find the critical links in our communities, on the roads, and in buildings. We can find the ones that we need to pay more attention to, work, prepare, and make them more resilient.”

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Apple’s own 5G modem-equipped iPhone SE 4 is “confirmed” to launch in March

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Tom O’Malley, an analyst at Barclays, recently visited Asia with his colleagues to speak with suppliers and makers of electronics. The analysts said they had “confirmed” that a fourth-generation iPhone SE with an Apple-designed 5G modem is scheduled to launch near the end of the first quarter next year in a research note they released this week that outlines the main conclusions from the trip. That timeline implies that the next iPhone SE will be unveiled in March, similar to when the present model was unveiled in 2022, in keeping with earlier rumors.

The rumored features of the fourth-generation iPhone SE include a 6.1-inch OLED display, Face ID, a newer A-series chip, a USB-C port, a single 48-megapixel rear camera, 8GB of RAM to enable Apple Intelligence support, and the previously mentioned Apple-designed 5G modem. The SE is anticipated to have a similar design to the base iPhone 14.

Since 2018, Apple is said to have been developing its own 5G modem for iPhones, a move that will let it lessen and eventually do away with its reliance on Qualcomm. With Qualcomm’s 5G modem supply arrangement for iPhone launches extended through 2026 earlier this year, Apple still has plenty of time to finish switching to its own modem. In addition to the fourth-generation iPhone SE, Apple analyst Ming-Chi Kuo earlier stated that the so-called “iPhone 17 Air” would come with a 5G modem that was created by Apple.

Whether Apple’s initial 5G modem would offer any advantages to consumers over Qualcomm’s modems, such quicker speeds, is uncertain.

Qualcomm was sued by Apple in 2017 for anticompetitive behavior and $1 billion in unpaid royalties. In 2019, Apple purchased the majority of Intel’s smartphone modem business after the two firms reached a settlement in the dispute. Apple was able to support its development by acquiring a portfolio of patents relating to cellular technology. It appears that we will eventually be able to enjoy the results of our effort in four more months.

On March 8, 2022, Apple made the announcement of the third-generation iPhone SE online. With antiquated features like a Touch ID button, a Lightning port, and large bezels surrounding the screen, the handset resembles the iPhone 8. The iPhone SE presently retails for $429 in the United States, but the new model may see a price increase of at least a little.

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Google is said to be discontinuing the Pixel Tablet 2 and may be leaving the market once more

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Google terminated the development of the Pixel Tablet 3 yesterday, according to Android Headlines, even before a second-generation model was announced. The second-generation Pixel Tablet has actually been canceled, according to the report. This means that the gadget that was released last year will likely be a one-off, and Google is abandoning the tablet market for the second time in just over five years.

If accurate, the report indicates that Google has determined that it is not worth investing more money in a follow-up because of the dismal sales of the Pixel Tablet. Rumors of a keyboard accessory and more functionality for the now-defunct project surfaced as recently as last week.

It’s important to keep in mind that Google’s Nest subsidiary may abandon its plans for large-screen products in favor of developing technologies like the Nest Hub and Hub Max rather than standalone tablets.

Google has always had difficulty making a significant impact in the tablet market and creating a competitor that can match Apple’s iPad in terms of sales and general performance, not helped in the least by its inconsistent approach. Even though the hardware was good, it never really fought back after getting off to a promising start with the Nexus 7 eons ago. Another problem that has hampered Google’s efforts is that Android significantly trails iPadOS in terms of the quantity of third-party apps that are tablet-optimized.

After the Pixel Slate received tremendously unfavorable reviews, the firm first declared that it was finished producing tablets in 2019. Two tablets that were still in development at the time were discarded.

By 2022, however, Google had altered its mind and declared that a tablet was being developed by its Pixel hardware team. The $499 Pixel Tablet was the final version of the gadget, which came with a speaker dock that the tablet could magnetically connect to. (Google would subsequently charge $399 for the tablet alone.)

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Windows 11 PCs with Arm Processors now have an Official ISO for Clean Installations

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Power users occasionally prefer to start over when they acquire a new computer, so they follow the pro-gamers’ advice and reinstall Windows using a brand-new ISO image that comes straight from Microsoft and is free of bloatware and needlessly complex “driver management programs.” Up until recently, the new Snapdragon laptops’ more specialized version of Windows 11 didn’t support that.

The Windows 11 build on these new laptops is unusual because of the Arm64-based hardware, which differs from the typical x86 and x64 innards found in most laptops and desktops. Microsoft has finally released a disk image (or ISO file) for these devices after several months of waiting. To perform a direct reinstallation or make a bootable flash drive for a different device, you may now download it straight from Microsoft’s website. It is identical to the installation media utility that is currently available.

Be aware that there may be some glitches if you use this method for a fresh install. Compared to previous designs, the Snapdragon X system-on-a-chip has a lot fewer hardware variables, but because it’s so new, Windows Update might not include all the necessary components. You may need to use an Ethernet connection or the old-fashioned sneakernet to manually load drivers from another computer. You may also need to do some Googling to locate all the files you require for that.

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