View Competition: Collaboration/Education Projects

Competition
Competition: Collaboration/Education
Wireless smart machine box for industrial IoT fault detection and notification
Frequent collisions and vibrations mean machinery components in modern factories suffer from wear and aging. Bearings and gears play a significant role. This work developed a wireless smart machine box for industrial IoT fault detection and notification. The Arm based SoC design performs feature extraction from the sensed vibration data and AXI based Direct Memory Access (DMA) to support local Random Forest machine learning. Data is also transmitted via a wireless sensor network to cloud based actions.
Competition
Competition: Collaboration/Education
https://www.istockphoto.com/photos/hell-fire

Hell Fire SoC

Systolic arrays are critical in parallel computing. They efficiently accomplish tasks like matrix multiplication and signal processing by coordinating a grid of processing components to perform synchronized operations. The structured data flow reduces memory access while increasing processing, resulting in substantial speedups. Systolic arrays are used in a variety of domains, from AI model training to scientific simulations, to improve speed and enable complicated computations that typical sequential approaches struggle with.

Competition
Competition: Collaboration/Education
Fast-kNN: A hardware implementation of a k-Nearest-Neighbours classifier for accelerated inference
Project Motivation and Goals

The k-Nearest-Neighbours (kNN) algorithm is a popular Machine Learning technique that can be used for a variety of supervised classification tasks. In contrast to other machine learning algorithms which "encode" the knowledge gained from training data to a set of parameters, such as weights and biases, the parameter set of a kNN classifier consists of just labelled training examples. Classification of an unlabelled example takes place by calculating its Euclidean distance (or any other type of distance metric) from all the stored training examples.