Search Results for author: Adam Hartwell

Found 4 papers, 0 papers with code

Through-life Monitoring of Resource-constrained Systems and Fleets

no code implementations3 Jan 2023 Felipe Montana, Adam Hartwell, Will Jacobs, Visakan Kadirkamanathan, Andrew R Mills, Tom Clark

A Digital Twin (DT) is a simulation of a physical system that provides information to make decisions that add economic, social or commercial value.

In-flight Novelty Detection with Convolutional Neural Networks

no code implementations7 Dec 2021 Adam Hartwell, Felipe Montana, Will Jacobs, Visakan Kadirkamanathan, Andrew R Mills, Tom Clark

This paper proposes that system output measurements, described by a convolutional neural network model of normality, are prioritised in real-time for the attention of preventative maintenance decision makers.

Management Novelty Detection

A temporal-to-spatial deep convolutional neural network for classification of hand movements from multichannel electromyography data

no code implementations16 Jul 2020 Adam Hartwell, Visakan Kadirkamanathan, Sean R. Anderson

The temporal layer captures these signature features for each channel separately, which are then spatially mixed in successive layers to recognise a specific gesture.

Compact Deep Neural Networks for Computationally Efficient Gesture Classification From Electromyography Signals

no code implementations22 Jun 2018 Adam Hartwell, Visakan Kadirkamanathan, Sean R. Anderson

The accuracy of the compact deep net was found to be 84. 2 +/- 6% versus 70. 5 +/- 7% for the SVM on the Myo, and 80. 3+/- 7% versus 67. 8 +/- 9% for the Delsys system, demonstrating the superior effectiveness of the proposed compact network, which had just 5, 889 parameters - orders of magnitude less than some contemporary alternatives in this domain while maintaining better performance.

General Classification

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