November 22, 2024

How Tetris Inspired an MIT Breakthrough in Nuclear Safety Technology

Credit: Ella Maru StudioThe device, based on simple tetromino shapes, might identify the instructions and range of a radiation source, with fewer detector pixels.The spread of radioactive isotopes from the Fukushima Daiichi Nuclear Power Plant in Japan in 2011 and the ongoing risk of a possible release of radiation from the Zaporizhzhia nuclear complex in the Ukrainian war zone have actually underscored the need for trusted and reliable methods of finding and monitoring radioactive isotopes.”The groups findings, which could likely be generalized to detectors for other kinds of radiation, are explained in a paper released in Nature Communications, by MIT teachers Mingda Li, and Benoit Forget, senior research researcher Lin-Wen Hu, and primary research researcher Gordon Kohse; graduate students Ryotaro Okabe and Shangjie Xue; research study researcher Jayson Vavrek SM 16, PhD 19 at LBNL; and a number of others at MIT and Lawrence Berkeley.Technical Advancements in Radiation SensingRadiation is normally found utilizing semiconductor products, such as cadmium zinc telluride, that produce an electrical action when struck by high-energy radiation such as gamma rays. “The smaller and simpler the detector is, the better it is in terms of applications,” adds Li.While there have actually been other variations of simplified varieties for radiation detection, many are just efficient if the radiation is coming from a single localized source. They can be confused by several sources or those that are spread out in area, while the “Tetris”-based version can handle these scenarios well, includes Xue, co-lead author of the work.Field Testing and Practical ImplicationsIn a single-blind field test at the Berkeley Lab with a real cesium radiation source, led by Vavrek, where the researchers at MIT did not know the ground-truth source place, a test device was performed with high accuracy in discovering the direction and distance to the source.

By David L. Chandler, Massachusetts Institute of Technology April 20, 2024A brand-new detector system based on the video game “Tetris” could make it possible for economical, accurate radiation detectors for monitoring nuclear sites. Credit: Ella Maru StudioThe gadget, based upon simple tetromino shapes, might figure out the direction and distance of a radiation source, with less detector pixels.The spread of radioactive isotopes from the Fukushima Daiichi Nuclear Power Plant in Japan in 2011 and the ongoing risk of a possible release of radiation from the Zaporizhzhia nuclear complex in the Ukrainian war zone have actually highlighted the need for trustworthy and effective ways of spotting and keeping an eye on radioactive isotopes. Less dramatically, daily operations of atomic power plants, mining and processing of uranium into fuel rods, and the disposal of spent nuclear fuel likewise need tracking of radioisotope release.Innovative Sensor Design Inspired by “Tetris”Now, scientists at MIT and the Lawrence Berkeley National Laboratory (LBNL) have developed a computational basis for designing extremely basic, structured variations of sensing unit setups that can determine the direction of a distributed source of radiation. They likewise showed that by moving that sensor around to get multiple readings, they can pinpoint the physical location of the source. The motivation for their clever development came from a surprising source: the popular video game “Tetris.”The teams findings, which could likely be generalized to detectors for other kinds of radiation, are explained in a paper published in Nature Communications, by MIT professors Mingda Li, and Benoit Forget, senior research researcher Lin-Wen Hu, and primary research researcher Gordon Kohse; college student Ryotaro Okabe and Shangjie Xue; research researcher Jayson Vavrek SM 16, PhD 19 at LBNL; and a number of others at MIT and Lawrence Berkeley.Technical Advancements in Radiation SensingRadiation is usually detected using semiconductor materials, such as cadmium zinc telluride, that produce an electrical response when struck by high-energy radiation such as gamma rays. However due to the fact that radiation permeates so easily through matter, its challenging to determine the instructions that signal came from with simple counting. Geiger counters, for example, merely provide a click noise when getting radiation, without fixing the energy or type, so discovering a source needs moving around to search for the optimum noise, likewise to how portable metal detectors work. The process needs the user to move more detailed to the source of radiation, which can include risk.To offer directional info from a stationary device without getting too close, researchers utilize an array of detector grids in addition to another grid called a mask, which imprints a pattern on the selection that differs depending on the direction of the source. An algorithm translates the different timings and intensities of signals received by each different detector or pixel. This typically causes a complicated design of detectors.Streamlining Detection With “Tetris” ShapesTypical detector ranges for sensing the direction of radiation sources are expensive and large and consist of at least 100 pixels in a 10 by 10 range. The group found that using as couple of as 4 pixels organized in the tetromino shapes of the figures in the “Tetris” game can come close to matching the precision of the big, pricey systems. The key is proper electronic reconstruction of the angles of arrival of the rays, based upon the times each sensor identifies the signal and the relative intensity each one finds, as rebuilded through an AI-guided study of simulated systems.Of the various configurations of four pixels the scientists tried– square, or S-, J- or T-shaped– they found through repeated experiments that the most precise results were offered by the S-shaped variety. This array offered directional readings that were accurate to within about 1 degree, however all 3 of the irregular shapes carried out much better than the square. This approach, Li says, “was literally inspired by Tetris.”Key to making the system work is positioning an insulating product such as a lead sheet between the pixels to increase the contrast in between radiation readings entering into the detector from different directions. The lead between the pixels in these streamlined arrays serves the exact same function as the more intricate shadow masks utilized in the larger-array systems. Less symmetrical plans, the group discovered, provide better information from a little selection, describes Okabe, who is the lead author of the work.Advantages of Simplified Radiation Detectors”The benefit of using a small detector remains in terms of engineering costs,” he states. Not only are the specific detector aspects pricey, normally made of cadmium-zinc-telluride, or CZT, however all of the affiliations carrying information from those pixels likewise end up being far more intricate. “The smaller and easier the detector is, the much better it is in terms of applications,” adds Li.While there have actually been other versions of streamlined arrays for radiation detection, numerous are just effective if the radiation is originating from a single localized source. They can be puzzled by several sources or those that are spread out in area, while the “Tetris”-based variation can manage these situations well, adds Xue, co-lead author of the work.Field Testing and Practical ImplicationsIn a single-blind field test at the Berkeley Lab with a real cesium radiation source, led by Vavrek, where the researchers at MIT did not know the ground-truth source place, a test gadget was carried out with high precision in discovering the direction and distance to the source.”Radiation mapping is of utmost value to the nuclear market, as it can help rapidly locate sources of radiation and keep everyone safe,” says co-author Forget, an MIT professor of nuclear engineering and head of the Department of Nuclear Science and Engineering.Vavrek, another co-lead-author, states that while in their study they focused on gamma-ray sources, he believes the computational tools they established to extract directional info from the minimal variety of pixels are “much, far more basic.” It isnt restricted to certain wavelengths, it can also be used for neutrons, and even other kinds of light, such as ultraviolet light. Using this device learning-based algorithm and aerial radiation detection “will allow real-time monitoring and incorporated emergency planning of radiological mishaps,” adds Hu, a senior researcher at the MIT Nuclear Reactor Lab.Nick Mann, a researcher with the Defense Systems branch at the Idaho National Laboratory, says, “This work is important to the U.S. response community and the ever-increasing threat of a radiological event or mishap.”Reference: “Tetris-inspired detector with neural network for radiation mapping” by Ryotaro Okabe, Shangjie Xue, Jayson R. Vavrek, Jiankai Yu, Ryan Pavlovsky, Victor Negut, Brian J. Quiter, Joshua W. Cates, Tongtong Liu, Benoit Forget, Stefanie Jegelka, Gordon Kohse, Lin-wen Hu and Mingda Li, 9 April 2024, Nature Communications.DOI: 10.1038/ s41467-024-47338-wAdditional research study employee include Ryan Pavlovsky, Victor Negut, Brian Quiter, and Joshua Cates at Lawrence Berkely National Laboratory, and Jiankai Yu, Tongtong Liu, Stephanie Jegelka at MIT. The work was supported by the U.S. Department of Energy.