Electronic devices are becoming increasingly connected with the physical infrastructure around us, forming what is known as the Internet-of-Things (IoT). Such IoT devices imbue intelligence into our physical world and have the potential to transform our cities, with diverse applications like smart home devices, automotive electronics, and intelligent transportation systems being realised.

Edge computing in IoT systems allows data processing and analysis to be performed closer to where the data is created, or on the IoT devices, rather than sending the data to the cloud. This allows better security, privacy, and real-time latency for sensitive applications. However, edge computing is limited by the computing power and battery life of the IoT devices.

You need to bring the power of a server to the tiny device using a small battery.

To address this issue, Professor Tulika Mitra, whose expertise lies in various aspects of design automation of embedded real-time systems, cyber-physical systems, and IoT, has recently embarked on a five-year research programme called PACE, which is funded by the NRF Competitive Research Programme grant. This effort will create an innovative, reusable, versatile, ultra-low power, software programmable hardware accelerator that achieves a 50x improvement in energy efficiency for edge devices. As an illustration of the benefit of such accelerators, it is hoped that PACE could replace current backpack-scale edge analytics solutions carried by rescue service personnel with tiny wearable edge devices.

accelerator
Software-defined hardware accelerator for edge computing.

Prof Mitra is particularly interested in designing highly efficient universal accelerators that can support different application programs at different points through software-defined re-configurability. Her recent development, the HyCUBE accelerator chip, is a novel Coarse- Grained Reconfigurable Array (CGRA) architecture, offering a good balance between flexibility, power efficiency, and performance. Measurements from the HyCUBE chip show great power efficiency improvement compared to commercial IoT platforms.