|Assoc Prof A S Madhukumar||Modulation and multiple access schemes for future broadband systems
Advanced signal processing algorithms for wireless communication systems
Cognitive radio systems: algorithms and architectures
Cooperative Radio Systems for Mobile multi-hop networks
Ultra wideband radio systems for wireless personal area networks
|Asst Prof Abdulkadir C. Yucel||(i) Fast frequency and time domain electromagnetic simulators with applications to the VLSI/microwave/terahertz circuits, biomedical, photonics, wireless channel characterization, and analysis of highly inhomogeneous media.
(ii) Applications of machine learning, deep learning, and uncertainty quantification techniques to the electromagnetics
|Assoc Prof Alexei Sourin||Shape modeling, shared virtual environments, haptic interaction, new user interfaces, 3D web visualization, virtual surgery, scientific visualization, music visualization.
|Dr Althea Liang||Two-way and multi-way data analytics and middleware support for Web Services, cloud computing
AI and machine learning and its applications in service and cloud computing and supporting frameworks
|Assoc Prof Andy Khong Wai Hoong||Acoustic source localization
Microphone array signal processing
Machine learning algorithms for NLP applications
|Assoc Prof Anupam Chattopadhyay||Computing Architecture
|Assoc Prof Anwitaman Datta||Anwitaman Datta is interested in large-scale networked distributed information systems and social collaboration networks, self-organization and algorithmic issues of these systems and networks and their scalability, resilience, security and performance.
|Asst Prof Arijit Khan||Big-graphs management and analytics, with a focus on user-friendly, online querying and pattern mining in social and information networks, using scalable algorithms and machine learning techniques.
keywords: big-graphs, big-data, graph-systems, knowledge graphs, uncertain graphs, graph streams, databases, data mining, machine learning, algorithms.
|Assoc Prof Arvind Easwaran||Cyber-Physical Systems (CPS) encompass systems in which the cyber world of computation and communication closely interacts with the physical world of sensors and actuators. These are highly networked and deeply embedded systems such as those found in modern day aircrafts, automotives, factories, medical devices, smart phones, electric grids, etc. From driver-less cars and air traffic management using sense and avoid, to plug-and-play operating rooms and smart electric grids that integrate traditional and renewable energy sources, intelligent automation of an enormous scale is finding its way into many of these systems.
Current interests of the CPS Research Group @SCSE,NTU are in the design of cyber-infrastructures for CPS, especially for systems with time-critical functionalities (i.e., real-time systems). The research themes can be broadly classified as follows:
Model-based Design Methodologies
|Asst Prof Bei Xiaohui||Computational economics, social networks analysis and general algorithm design.