Tansu Alpcan

Achieving AI-Enabled Robust End-to-End Quality of Experience Over Backhaul Radio Access Networks

Dibbendu Roy, Aravinda S Rao, Tansu Alpcan, Goutam Das, Marimuthu Palaniswami

Journal article  |  2022  |  IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING

Emerging applications such as Augmented Reality, the Internet of Vehicles and Remote Surgery require both computing and networking..

Generative Adversarial Networks for anomaly detection on decentralised data

Marc Katzefa, Andrew C Cullen, Tansu Alpcan, Christopher Leckie

Journal article  |  2022  |  ANNUAL REVIEWS IN CONTROL

Generative Adversarial Networks (GANs) have seen great research interest in recent years, due to both their ability to represent s..

Achieving QoS for bursty uRLLC applications over passive optical networks

Dibbendu Roy, Aravinda S Rao, Tansu Alpcan, Goutam Das, Marimuthu Palaniswami

Journal article  |  2022  |  JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING

Emerging real-time applications such as those classified under ultra-reliable low latency (uRLLC) generate bursty traffic and have..

Adversarial decisions on complex dynamical systems using game theory

Andrew C Cullen, Tansu Alpcan, Alexander C Kalloniatis

Journal article  |  2022  |  PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

We apply computational Game Theory to a unification of physics-based models that represent decision-making across a number of agen..

Wireless Network Simulation to Create Machine Learning Benchmark Data

M Katzef, AC Cullen, T Alpcan, C Leckie, J Kopacz

Conference Proceedings  |  2022  |  2022 IEEE Global Communications Conference, GLOBECOM 2022 - Proceedings

While several wireless network simulators exist, the absence of modern, standardised network datasets may adversely affect the app..

Impacts of Residential Ice Storage Systems on Low Voltage Networks

J Jazaeri, T Alpcan, RL Gordon

Conference Proceedings  |  2022  |  Proceedings of the 11th International Conference on Innovative Smart Grid Technologies - Asia, ISGT-Asia 2022

Residential buildings with smart heating, ventilation and air conditioning (HVAC) systems provide flexibility to power distributio..

An Electrical Model-Free Optimal Power Flow for PV-Rich Low Voltage Distribution Networks

A Simonovska, V Bassi, AG Givisiez, LF Ochoa, T Alpcan

Conference Proceedings  |  2022  |  IEEE PES Innovative Smart Grid Technologies Conference Europe

The growing amount of residential photovoltaic (PV) systems is pushing distribution companies to adopt different solutions to mana..

Electrical Model-Free Voltage Calculations Using Neural Networks and Smart Meter Data

V Bassi, LF Ochoa, T Alpcan, C Leckie

Journal article  |  2022  |  IEEE Transactions on Smart Grid

The proliferation of residential technologies such as photovoltaic (PV) systems and electric vehicles can cause voltage issues in ..

Local Intrinsic Dimensionality Signals Adversarial Perturbations

S Weerasinghe, T Abraham, T Alpcan, SM Erfani, C Leckie, BIP Rubinstein

Conference Proceedings  |  2022  |  Proceedings of the IEEE Conference on Decision and Control

The vulnerability of machine learning models to adversarial perturbations has motivated a significant amount of research under the..

Efficient Error-correcting Output Codes for Adversarial Learning Robustness

Li Wan, Tansu Alpcan, Emanuele Viterbo, Margreta Kuijper

Conference Proceedings  |  2022  |  IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2022)

Despite their many successful applications, Deep Neural Networks (DNNs) are vulnerable to intentionally designed adversarial examp..