The system uses microscopy data to detect and quantify radiation-induced problems such as defects and swelling. The researchers hope the system could speed up the development of components for advanced nuclear reactors, which may play a critical role in reducing greenhouse gas emissions.
“We believe we are the first research team to ever demonstrate real-time image-based detection and quantification of radiation damage on the nanometre length scale in the world,” said Professor Kevin Field, a Michigan nuclear engineer and VP of machine vision start-up Theia Scientific.
The new technology was tested at the Michigan Ion Beam Laboratory. By directing beams of ions at material samples, the lab can quickly emulate the damage sustained after years or decades of use in a nuclear reactor. The team used an ion beam of the noble gas krypton to test a radiation-tolerant sample of iron, chromium, and aluminium of interest for use in fission and fusion reactors.
“If radiation exposure makes your metal like Swiss cheese instead of a good Wisconsin cheddar, you would know it’s not going to have structural integrity,” said Field.
The krypton ions create radiation defects in the sample; in this case, a plane of missing or extra atoms sandwiched between two ordinary crystal lattice planes. They appear as black dots in the electron microscope images. The lab is able to observe the development of these defects with an electron microscope, which runs during the irradiation process, producing a video.
“Previously, we would record the whole video for the irradiation experiments and then characterise just a few frames," said Dr Priyam Patki, who ran the experiment with Christopher Field, president of Theia Scientific. "But now, with the help of this technique, we are able to do it for each and every frame, giving us an insight into the dynamic behaviour of the defects in real time."
To assess radiation-induced defects, researchers would typically download the video and count every defect in selected frames. With the hundreds, or even thousands, of images or video frames created by modern microscopes, much of the detailed information would be lost, as counting the defects manually in every frame is so laborious.
Instead, the team used Theia Scientific's software to detect and quantify the radiation-induced defects instantaneously during the experiment. The software displays the results in graphics overlaid on the electron microscope imagery, which label the defects (giving size, number, location and density) and summarise this information as a measure of structural integrity.
“The real-time assessment of structural integrity allows us to stop early if a material is performing badly and cuts out any extensive human-based quantification,” said Field. “We believe that our process reduces the time from idea to conclusion by nearly 80 times.”
Theia’s software uses a convolutional neural network, a type of artificial neural network often used for interpreting images, to analyse the video frames. The neural network achieved high speed and robust interpretation across samples of varying quality, and this in turn enabled the leap from manual interpretation to real-time machine vision.
It is hoped that the interpretation technique could be adapted for other types of image-based microscopy. Field commented: “We see clear pathways to accelerate discoveries in the energy, transportation and biomedical sectors.”
Ok. Because you guys suck, I’m going to have to spell out everything step by step. You’re bloody welcome… Well to be fair, one of the fans sent in a lot of this information. Some of the fans aren’t too bad, if I have to be honest! Partial credit for...
HighlightsSpace experiments in microgravity conditions advance the development of biofabrication technologies.Human organoids are useful novel in vitro human organ models, which can advance...
The Necrosis (not to be confused with the Noceros) is the newest monster IGG has introduced to Lords Mobile, and it has proven to be one of the most controversial monsters in recent history. While defeating the monster is mainly irrelevant, since tactics from similar monsters still apply, the big...
For Ibiza, esports was always the option. The single-minded PUBG star began in the ill-fated War Z battle royale and has never looked back since. Walking down that unclear path, he's found a team, a career, and a life for himself.
Okay. I’m going to get through the Vergeway Chapters at my own pace (hopefully one per week). Here’s Vergeway Chapter 2. Please level up your cards as fast as possible. If the technique doesn’t work, you need to unlock more chests. Vergeway Chapter 2 Stage 1 Start with 35 Aether...
Ever since the release of the famous Vergeway expansion, people have been asking me how to beat a particular stage they got stuck on. Well, worry not, trusted fan, I’ve got your back! After my run-through and some additional testing, I come with a (mostly) foolproof walkthrough to make your...
In the case of Hindustan Unilever Ltd v. An Opposing Party, the Bombay High Court called out the practice of seeking separate reliefs of injunction for passing off and infringement when pleadings were presented in respect of matters of trademark infringement.
The social cost of carbon (SCC) is an extremely important tool for understanding our global climate change situation and determining the most cost-effective solutions....