Tansu Alpcan

Adversarial Reinforcement Learning under Partial Observability in Autonomous Computer Network Defence

Yi Han, David Hubczenko, Paul Montague, Olivier De Vel, Tamas Abraham, Benjamin IP Rubinstein, Christopher Leckie, Tansu Alpcan, Sarah Erfani

Conference Proceedings  |  2020  |  2020 International Joint Conference on Neural Networks (IJCNN)

Recent studies have demonstrated that reinforcement learning (RL) agents are susceptible to adversarial manipulation, similar to v..

Wind Versus Storage Allocation for Price Management in Wholesale Electricity Markets

Amin Masoumzadeh, Ehsan Nekouei, Tansu Alpcan

Journal article  |  2020  |  IEEE Transactions on Sustainable Energy

This paper investigates the impacts of installing regulated wind and electricity storage on average price and price volatility in ..

Designing tax and subsidy incentives towards a green and reliable electricity market

A Masoumzadeh, T Alpcan, E Nekouei

Journal article  |  2020  |  Energy

Incentive schemes and policies play an important role in reducing carbon emissions from electricity generation. This paper investi..

Sample Complexity of Solving Non-Cooperative Games

Ehsan Nekouei, Girish N Nair, Tansu Alpcan, Robin J Evans

Journal article  |  2020  |  IEEE Transactions on Information Theory

This paper studies the complexity of solving two classes of non-cooperative games in a distributed manner, in which the players co..

Distributed Generative Adversarial Networks for Anomaly Detection

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

Book Chapter  |  2020  |  Lecture Notes in Artificial Intelligence

A Joint Electrical and Thermodynamic Approach to HVAC Load Control

Javad Jazaeri, Tansu Alpcan, Robert L Gordon

Journal article  |  2020  |  IEEE Transactions on Smart Grid

Building energy management (BEM) systems can shift the heating, ventilation, and air conditioning (HVAC) demand of buildings in su..

Support vector machines resilient against training data integrity attacks

S Weerasinghe, SM Erfani, T Alpcan, C Leckie

Journal article  |  2019  |  Pattern Recognition

Support Vector Machines (SVMs) are vulnerable to integrity attacks, where malicious attackers distort the training data in order t..

Truthful Mechanism Design for Wireless Powered Network With Channel Gain Reporting

Zhe Wang, Tansu Alpcan, Jamie S Evans, Subhrakanti Dey

Journal article  |  2019  |  IEEE Transactions on Communications

Directional wireless power transfer (WPT) technology provides a promising energy solution to remotely recharge the Internet of thi..

Distributed nonlinear model predictive control and reinforcement learning

I Saeed, T Alpcan, SM Erfani, MB Yilmaz

Conference Proceedings  |  2019  |  2019 Australian & New Zealand Control Conference (ANZCC)

Coordinating two or more dynamic systems such as autonomous vehicles or satellites in a distributed manner poses an important rese..

Constrained extremum seeking of a MIMO dynamic system

Chwen-Kai Liao, Chris Manzie, Airlie Chapman, Tansu Alpcan

Journal article  |  2019  |  Automatica