These unique features allow for easy adoption by industries ranging from automotive, aerospace and defense to energy and oil and gas. Owing to its highly parallelizable and portable framework, ML-GA can be readily coupled with any simulation tool and run efficiently on high performance computing ( HPC) clusters/supercomputers and cloud-based platforms. ML-GA operates on a novel combination of advanced ensemble ML-based surrogate modeling, adaptive sampling of design space (via active learning) for on-the-fly refinements of the ML surrogate model and a GA optimizer - all within an automated, modular, end-to-end workflow. In doing so, the software reduces computational costs as well. By embedding ML into the design process, ML-GA dramatically speeds up computer-aided engineering simulation-driven virtual prototyping, dramatically shrinking the product development phase from a few months to a few days compared with traditional approaches. Industrial product design involves a large number of control parameters that are often time-consuming and costly to optimize, even with computer modeling. Machine Learning - Genetic Algorithm ( ML-GA) is a unique software technology that harnesses the power of advanced machine learning to speed up the virtual design of products and manufacturing processes across a wide range of industries. Pinaki Pal, Opeoluwa Owoyele, Ahmed Abdul Moiz, Janardhan Kodavasal, Sibendu Som
ML-GA: a Machine Learning-Genetic Algorithm for Rapid Product Design Optimization Winners were recognized at the virtual 2021 R &D 100 Conference on Oct. The Argonne technologies described below were selected as winners by an independent panel of more than 40 industry leaders. Past winners include Fortune 500 companies, DOE national laboratories, academic institutions and smaller companies. Technologies are chosen from three categories: Mechanical/Materials, Process/Prototyping and Software/Services.Īrgonne scientists have received more than 130 R &D 100 Awards since the competition began. Started in 1963, the R &D 100 Awards serve as the nation’s most prestigious innovation awards program, honoring R &D pioneers and their revolutionary ideas in science and technology. Sponsored by R &D World magazine, the renowned worldwide competition received entries from 17 countries/regions. Recognizing the 100 most innovative technologies of the past year, the R &D 100 Awards are considered the “ Oscars” of innovation. Argonne’s R&D 100 winnersR&D 100 Winners (top left to bottom right): Franck Cappello, Sheng Di, Pinaki Pal, Robert Ross, Philip Carns, Sibendu Som. Department of Energy’s ( DOE) Argonne National Laboratory and partner organizations have been named as 2021 R &D 100 Award winners, building on a decades-long history of wins. 5, 2021 - Three technologies developed by researchers at the U.S. Since 1987 - Covering the Fastest Computers in the World and the People Who Run Them
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