HyperSense: Hyperdimensional Intelligent Sensing for Energy-Efficient Sparse Data Processing

TL;DR

HyperSense is a co-designed hardware-software system that efficiently manages sensor data generation and processing using low-precision ADCs and HyperDimensional Computing, achieving high accuracy and energy savings in real-time sensing applications.

Contribution

It introduces the novel concept of Intelligent Sensor Control combining hardware and software for energy-efficient, real-time object detection and sensor data management.

Findings

Achieves highest AUC and ROC among lightweight models.

Realizes 5.6x speedup over YOLOv4 on FPGA.

Demonstrates up to 92.1% energy savings.

Abstract

Introducing HyperSense, our co-designed hardware and software system efficiently controls Analog-to-Digital Converter (ADC) modules' data generation rate based on object presence predictions in sensor data. Addressing challenges posed by escalating sensor quantities and data rates, HyperSense reduces redundant digital data using energy-efficient low-precision ADC, diminishing machine learning system costs. Leveraging neurally-inspired HyperDimensional Computing (HDC), HyperSense analyzes real-time raw low-precision sensor data, offering advantages in handling noise, memory-centricity, and real-time learning. Our proposed HyperSense model combines high-performance software for object detection with real-time hardware prediction, introducing the novel concept of Intelligent Sensor Control. Comprehensive software and hardware evaluations demonstrate our solution's superior performance, evidenced by the highest Area Under the Curve (AUC) and sharpest Receiver Operating Characteristic (ROC) curve among lightweight models. Hardware-wise, our FPGA-based domain-specific accelerator tailored for HyperSense achieves a 5.6x speedup compared to YOLOv4 on NVIDIA Jetson Orin while showing up to 92.1% energy saving compared to the conventional system. These results underscore HyperSense's effectiveness and efficiency, positioning it as a promising solution for intelligent sensing and real-time data processing across diverse applications.