Socionext develops AI accelerator engine optimized for edge computing

Socionext has developed a new Neural Network Accelerator (NNA) engine, optimized for AI processing on edge computing devices. The compact, low power engine has been designed specifically for deep learning inference processing. When implemented, it can achieve 100x performance boost compared with conventional processors for computer vision processing such as image recognition. Socionext will start delivering the Software Development Kit for the FPGA implementation of the NNA in the third quarter of 2018. The company is also planning to develop its SoC products with the NNA.

Socionext currently provides graphics SoC "SC1810" with a built-in proprietary Vision Processor Unit compatible with the computer vision API "OpenVX" developed by the Khronos Group, a standardization organization. The NNA has been designed to work as an accelerator to extend the capability of the VPU. It performs various computer vision processing functions with deep learning, as well as conventional image recognition, for applications including automotive and digital signage, delivering higher performance and lower power consumption.

The NNA incorporates the company's proprietary architecture using the quantization technology that reduces the bits for parameters and activations required for deep learning. The quantization technology is capable of carrying out massive amounts of computing tasks with less resource, greatly reducing the data size, and significantly lowering the system memory bandwidth. In addition, the newly developed on-chip memory circuit design improves the efficiency of computing resource required for deep learning, enabling optimum performance in a very small package. A VPU equipped with the new NNA combined with the latest technologies will be able to achieve 100 times faster processing speed in image recognition compared with a conventional VPU.

Socionext will start providing a Software Development Kit for the NNA FPGA implementation in the third quarter of 2018. The SDK will support TensorFlow as a learning environment and provide libraries dedicated to the quantization technology and data conversion tool from learned model to inference processing. With the learning environment optimized for NNA, users will be able to build their models effectively without having the knowledge of model compression or learning tuning required for deep learning bit reduction. Socionext is planning to offer development environments which can be utilized in a wide range of applications by supporting various deep learning frameworks enabling the users to develop their deep learning applications.

Socionext is also planning to deliver SoC products which incorporate the NNA. Target applications include automotive in which high-precision object detection of images captured from car cameras, such as pedestrians and bicycles, can be used for driver assistance or automatic parking. Another important application is display systems, such as TV and signage, in which the NNA boosts image recognition for super-resolution processing and helps high definition imaging for 4K / 8K screens. Socionext will continue to innovate and develop power-efficient, high performance products to accommodate a wide range of AI applications in various challenging edge computing environments.


Bs&T at PCIM2018

powerlosstester presenting BsT-pulse 3 phase version and BsT-SQ for powerloss measurement of inductive components new findings of tester, the highest Bs ferrite material D9B for SiC application GaN fe...


Würth and AnDAPT describe their new programmable power solution

In this video an engineer from AnDAPT describes their new programmable power solution and their partnership with Würth at the APEC exhibition  in San Antonio, Texas. Drawing from Würth&...


MAGMENT: Magnetizable concretes, sole enablers for dynamic inductive wireless charging.

MAGMENT is a patented material technology, engineered from cement and magnetic particles from recycled electronic waste. We are the inventors and sole company worldwide to offer both the concrete mate...


A look at Analog Devices' wireless power demonstration at APEC 2018

In this video Steve from Analog Devices walks us through a wireless power transmission demonstration at APEC 2018 in San Antonio, Texas. The LTC4120 is a constant-current/constant-voltage wireless rec...


Analog Devices talks about their Power over Ethernet solutions at APEC

In this video Analog Devices talks about their Power over Ethernet solutions at APEC 2018 in San Antonio, Texas. Their LTC4291 provides four PSE Ports with two power channels per port, and is fully co...


Silicon Labs demonstrates their latest PoE solutions at APEC 2018

In this video John Wilson of Silicon Labs demonstrates their latest Power over Ethernet solutions at APEC 2018 in San Antonio, Texas. The live demonstration shows how a remote device can effectively p...


Vitrek explains their advanced testing solutions at APEC 2018

In this video Vitrek explains their advanced testing solutions at APEC 2018 in San Antonio, Texas. The devices displayed includes their 4700 high-voltage meter, which can measure up to 10kV and can pe...


Dirk Giesen describes the Parasoft tool suite for Embedded Software Development

Are you responsible for embedded software development in your organization? Your goal should be to create safe, secure, and reliable software. To make sure your device will work properly, deploy Paras...


Ross Sabolik of Silicon Labs talks about advanced Power over Ethernet

In this video Ross Sabolik of Silicon Labs talks about smart  Power over Ethernet systems with Alix Paultre at their APEC exhibit in San ANtonio, Texas. As PoE migrates to higher power levels and...


Dialog Semi walks through their latest IC solutions for battery chargers

In this video an engineer from Dialog Semiconductor walks us through their latest ICs for battery chargers at APEC 2018. Dialog's Qualcomm Quick Charge adapter solutions offer high efficiency to e...


Steve Allen of pSemi explains their latest LED driver solution

Steve Allen of pSemi explains their latest LED boost product based on Arctic Sand's two-stage architecture. Their PE23300 has a charge-pump, switched-capacitor architecture that offloads most of t...


Teledyne describes their latest 12-bit Wavepro HD oscilloscope

In this video Teledyne LeCroy describes their latest Wavepro HD oscilloscope to Alix Paultre of Power Electronics News at the company's launch event. The WavePro HD high-definition oscilloscope de...