activity
20192022
most citedRecurrent Neural Networks For Accurate RSSI Indoor Localization

447 citations · 696 across the 11 of their papers we have counts for

collaborators

11 papers

eess.SP2022★ 14 cited

Wi-Fi and Bluetooth Contact Tracing Without User Intervention

Brosnan Yuen, Yifeng Bie, Duncan Cairns +5

Previous contact tracing systems required the users to perform many manual actions, such as installing smartphone applications, joining wireless networks, or carrying custom user d…

eess.SP2021

Passive Indoor Localization with WiFi Fingerprints

Minh Tu Hoang, Brosnan Yuen, Kai Ren +5

This paper proposes passive WiFi indoor localization. Instead of using WiFi signals received by mobile devices as fingerprints, we use signals received by routers to locate the mob…

cs.LG2020★ 58 cited

Universal Activation Function For Machine Learning

Brosnan Yuen, Minh Tu Hoang, Xiaodai Dong +1

This article proposes a Universal Activation Function (UAF) that achieves near optimal performance in quantification, classification, and reinforcement learning (RL) problems. For…

cs.LG2020★ 13 cited

A CNN-LSTM Quantifier for Single Access Point CSI Indoor Localization

Minh Tu Hoang, Brosnan Yuen, Kai Ren +5

This paper proposes a combined network structure between convolutional neural network (CNN) and long-short term memory (LSTM) quantifier for WiFi fingerprinting indoor localization…

eess.SP2020★ 16 cited

Semi-Sequential Probabilistic Model For Indoor Localization Enhancement

Minh Tu Hoang, Brosnan Yuen, Xiaodai Dong +3

This paper proposes a semi-sequential probabilistic model (SSP) that applies an additional short term memory to enhance the performance of the probabilistic indoor localization. Th…

cs.LG2019

Hardware/Software Codesign for Training/Testing Multiple Neural Networks on Multiple FPGAs

Brosnan Yuen

Most neural network designs for FPGAs are inflexible. In this paper, we propose a flexible VHDL structure that would allow any neural network to be implemented on multiple FPGAs. M…

eess.SP2019★ 144 cited

A Soft Range Limited K-Nearest Neighbours Algorithm for Indoor Localization Enhancement

Minh Tu Hoang, Yizhou Zhu, Brosnan Yuen +5

This paper proposes a soft range limited K nearest neighbours (SRL-KNN) localization fingerprinting algorithm. The conventional KNN determines the neighbours of a user by calculati…

cs.LG2019

Classifying Multi-Gas Spectrums using Monte Carlo KNN and Multi-Resolution CNN

Brosnan Yuen

A Monte Carlo k-nearest neighbours (KNN) and a multi-resolution convolutional neural network (CNN) were developed to detect the presences of multiple gasses in near infrared (IR) s…

cs.LG2019★ 1 cited

Multi-label Classification with Optimal Thresholding for Multi-composition Spectroscopic Analysis

Luyun Gan, Brosnan Yuen, Tao Lu

In this paper, we implement multi-label neural networks with optimal thresholding to identify gas species among a multi gas mixture in a cluttered environment. Using infrared absor…

eess.SP2019★ 447 cited

Recurrent Neural Networks For Accurate RSSI Indoor Localization

Minh Tu Hoang, Brosnan Yuen, Xiaodai Dong +3

This paper proposes recurrent neuron networks (RNNs) for a fingerprinting indoor localization using WiFi. Instead of locating user's position one at a time as in the cases of conve…

physics.space-ph2019★ 3 cited

Low Cost Radiation Hardened Software and Hardware Implementation for CubeSats

Brosnan Yuen, Mihai Sima

CubeSats are small satellites used for scientific experiments because they cost less than full sized satellites. Each CubeSat uses an on-board computer. The on-board computer perfo…