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Mitsubishi Electric Develops Compact Hardware AI for Implementation on Small-scale FPGAs

Improved real-time processing and reduced costs will expand opportunities for AI deployment in home appliances, elevators, high-precision maps and more

TOKYO, February 14, 2018 - Mitsubishi Electric Corporation (TOKYO: 6503) announced today it has developed a compact hardware artificial intelligence (AI) technology that can be implemented on small-scale field programmable gate arrays (FPGAs) that users and designers can configure to develop tailored applications. Mitsubishi Electric leveraged its Maisart*-brand AI technology to achieve a solution that uses a highly efficient calculation order and optimized circuit architecture for improved real-time processing and reduced costs, which is expected to expand the scope of AI deployment in home appliances, elevators, high-precision maps and more.

* Mitsubishi Electric's AI creates the State-of-the- ART in TechnologyMaisart
Envisioned applications for Mitsubishi Electric's Maisart-brand

Key Features

1) Compact AI enables fast real-time processing in FPGAs
-Improved calculation-order efficiency and optimized circuit architecture for FPGA implementation.
-Reduces inference computations to one-tenth** the time of conventional AI and improves real-time processing.
** Compared to Mitsubishi Electric's existing technology that implements conventional deep learning on FPGAs
2) Compact, small-scale circuit architecture will expand usage of AI in FPGAs
-Miniaturized circuit architecture realizes compact AI for implementation in small-scale FPGAs, as well as embedded CPUs, for reduced costs and energy consumption.
-Small-scale FPGA implementation will broaden scope of AI application in home appliances, elevators, high-precision maps and other products/fields where AI usage has been limited by high costs.

Development Summary

  Processing time on the same scale FPGA FPGA scale required for the same level inference Bands/standards
Proposed Compact AI on FPGA Short(1/10th of conventional time**) 3
Conventional Technology 12 dB 35% 1