This all happens inside a chemical reactor and is sequential: one precursor is added and interacts with the surface, then any excess of it is removed. Afterwards the second precursor is introduced then later removed, and the process repeats itself. In microelectronics, the ALD thin film might be used to electrically insulate nearby components in nanoscale transistors. ALD excels at growing precise, nanoscale films on complex, 3D surfaces such as the deep and narrow trenches patterned into silicon wafers to manufacture today’s computer chips. This has motivated scientists worldwide to develop new thin film ALD materials for future generations of semiconductor devices. However, developing and optimizing these new ALD processes is challenging and labor-intensive. Researchers have to consider many different factors that can alter the process, including: The complex chemistries between the molecular precursors The timing for each dose of their precursors In an effort to find ways of overcoming these challenges, Argonne scientists evaluated three optimization strategies — random, expert system and Bayesian optimization — the latter two utilizing different AI approaches. Researchers evaluated their three strategies by comparing how they optimized the dosage and purge times of the two precursors used in ALD. Dosage time refers to the time period when a precursor is added to the reactor, while purge time refers to the time needed to remove excess precursor and gaseous chemical products. The goal: Find the conditions that would achieve high and stable film growth in the shortest time. Scientists also judged the strategies on how quickly they converged on the ideal set of timings using simulations that represented the ALD process inside a reactor. Linking their optimization approaches to their simulated system let them measure film growth in real time after each cycle, based on the processing conditions their optimization algorithms generated. “All of these algorithms provide a much faster way of converging to optimum combinations because you’re not spending time putting a sample in the reactor, taking it out, doing measurements, etc., as you would, typically. Instead you have a real-time loop that connects with the reactor,” said Argonne Principal Materials Scientist Angel Yanguas-Gil, a co-author of the study. This set up also made the process automatic for the two AI approaches by forming a closed-loop system. “In a closed-loop system, the simulation performs an experiment, gets the results, and feeds it to the AI tool.https://insidehpc.com/2021/06/argonne-researchers-use-ai-to-optimize-material-coating-for-making-microprocessors/
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Construction worker charged with raping Miami University student, police say Published: Jul. 26, 2021 at 1:48 PM EDT|Updated: 8 hours ago OXFORD, Ohio (WXIX) - Police say a construction contractor working in Oxford man is accused of raping a Miami University student. According to Oxford police, officers responded to North College Avenue early Saturday morning after a man walking by spotted the woman and called for help. The victim said she did not know the suspect but accepted a ride home from him from an uptown bar. Police said after a thorough investigation, a suspect was identified and located at a local hotel within a couple of hours of the report. Zachary Frankart, 21, of Clyde, Ohio was arrested and charged with rape and theft. Police said Frankart was a contractor and was in town working a construction job. “I think what this brings to everyone’s attention is there are predatory people out there that are looking to take advantage of a person’s vulnerability or a person’s situation,” Lt. Lara Fening said. “So, that’s something that we all need to be aware of he said and on guard for.” Frankart is being held at the Butler County Jail on a $20,000 bond for rape and $2,250 for theft. He is scheduled to appear in court on Thursday for a preliminary hearing. See a spelling or grammar error in our story? Please include the title when you click here to report it. Copyright 2021 WXIX. All rights reserved.https://www.fox19.com/2021/07/26/construction-worker-charged-with-raping-miami-university-student-police-say/