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  6. Cutting-edge technology in the industry! Acceleration of numerical simulations using machine learning.

Cutting-edge technology in the industry! Acceleration of numerical simulations using machine learning.

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last updated:Jun 12, 2025

スマートホールディングス
スマートホールディングス
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Fast numerical simulations can be achieved through parameter optimization using machine learning!

The analysis of products dealing with fluids, structures, electromagnetic fields, etc., through numerical simulations of partial differential equations faces a significant challenge due to the long computation times. By using machine learning techniques, it is possible to significantly reduce computation time! Additionally, by executing simulations that have traditionally been performed on CPUs on GPUs, a speedup of up to 100 times can be achieved in the best case. 【Technical Details】 ■ Development of Faiss's machine learning-friendly numerical simulation algorithm for acceleration - By appropriately setting several parameters of the numerical simulation algorithms that have been traditionally used, we have developed an algorithm that can accelerate without compromising the traditional accuracy. - Fast numerical simulations can be realized through parameter optimization using machine learning. ■ Execution of numerical simulations on GPUs - By executing simulations that have traditionally been performed on CPUs on GPUs, a speedup of up to 100 times can be achieved in the best case. *For more details, please download the PDF or feel free to contact us.

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Cutting-edge technology in the industry! Acceleration of numerical simulations using machine learning.

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【Goal Image】 ■Reduction of lead time in the design phase of manufacturing industries ・By enabling fast numerical simulations of partial differential equations, it is possible to reduce design man-hours. *For more details, please download the PDF or feel free to contact us.

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Smart Implement Co., Ltd. AI Development Achievements Document

Smart Implement Co., Ltd. AI Development Achievements Document

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スマートホールディングス

スマートホールディングス

Automobiles and Transportation Equipment

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Smart Group provides diverse and high-quality IT services to customers in the manufacturing industry, particularly in the automotive sector, with "ENGINEERING × VISUALIZATION" as its core competence. Leveraging the group's comprehensive capabilities, we pride ourselves on our ability to flexibly respond to various needs while aiming to enrich future living and actively challenging new fields. ■ Smartscape Inc. Engaged in the development of information systems that support design, manufacturing, production, and sales, as well as the development and sale of products characterized by efficiency tools, IoT, AI development, UI/UX design development, and 3D technology. ■ Smart Engineer Inc. Offers system service businesses that stably support IT infrastructure and is involved in content production utilizing 3DCG, as well as new technology development businesses represented by the metaverse and XR. ■ Smart Implement Inc. Provides engineering services that demonstrate high technical capabilities in areas such as automotive control system development.

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