Dynamic Traffic Assignment Transportation Network Modelling Intelligent Transportation Systems Pedestrian Safety
Data mining/Machine Learning Applied Statistics, Algorithmic Heuristic approaches to problem solving.
Metabolic network analysis Computational modelling Simulation of biological systems/networks Systems and synthetic biology Metabolic engineering (strain improvement through in silico modelling) High-performance GPGPU computing for systems biology
Statistical Machine Translation Text Analytics Deep Learning Crowd-sourcing
Process Systems Engineering, Process Control, Identification and Monitoring / Fault Detection & Diagnosis, Network Reconstruction, Sparse Modelling and Control, Multiscale Analysis and Modelling, Control Loop Performance Monitoring, Fuel Cell Systems Engineering.
Nonlinear stability analysis Geometric control of mobile robots Formation control of autonomous vehicles
Traffic Flow Theory of Homogenous and Heterogeneous Traffic Optimal control of arterials, highways, and networks Numerical methods and Simulation
Ultrasonics and Acoustics Structural Health Monitoring Micro and Nano Imaging Nondestructive Evaluation Materials Characterisation Wave Propagation
Computational Neuroscience Computational Cardiology Biomedical Engineering Pattern Recognition
Machine Learning Learning Theory and Optimisation
Secure Systems Engineering High Performance Computing VLSI Design Computer Architecture
Travel demand modelling and traveller behaviour Dynamic and stochastic network optimization and simulation
Develop theory to explore the performance limits of CI systems Develop novel CI systems Explore the promise of data-driven signal models in CI and computer vision
Stochastic modeling and analysis of communication networks Transportation networks Network control Queuing theory
Traffic Flow Modeling Intelligent Transportation Systems Traffic Operations and Management.
Bioinformatics Computational Network Biology Multi-tissue Genomics Single-cell Analysis
Data mining Fault Diagnosis Process design
Data analysis Process systems engineering kinetic modeling
Ultrasonics for Nondestructive Evaluation, Structural Health Monitoring and Process Control, Simulation and analysis of elastic wave propagation and scattering, Robotic and automated inspection, Artificial intelligence in sensing and control.
Cyber Physical Systems Machine Learning Real-time Scheduling
Systems and control theory Modeling and control of complex physical systems in the port-Hamiltonian framework Modeling and control of (cloud) computing systems and data analytics for power and cloud networks.
Wireless Networks Communication Systems.
Stochastic Processes Mathematical Statistical Modeling Data Analytics
Random access protocols Performance evaluation of IEEE802.11 WLANs Qos provisioning in 3G/4G cellular wirless network Performance analysis and optimization of adhoc wireless networks Communication protocol for industrial applications
Quantitative and population genetics-gentical and enviromental variation Genetic and regulator network in yeast system biology Large Scale human transcriptome and variation data analysis
Numerical Linear Algebra Approximation Theory Computational Statistics
Fault Diagnosis Process Control Optimization System Identification Systems biology.
Biometrics Gait analysis Data science
Genomics NGS Analytics Bioinformatics Data Science
Computational Biology Data analysis
Next Generation Sequencing Epigenetics Gene regulation in specific cell types
Transcriptomic Data Analysis Computational Biology Systems Biology
Deep Reinforcement Learning
Learning on Hypergraphs Clustering Semi-Supervised Learning Network Representation Learning
Deep Learning Machine Learning
Artificial Intelligence Computer Vision Machine Learning Interpretability and Deep Learning
Ultrasonics and Acoustic Structural Health Monitoring Micro and Nano Imaging Nondestructive Evaluation Materials Characterisation Wave Propagation.
Computational Systems Biology
Customer segmentation Model based clustering Portfolio recommendation
Theoritical Statistics Reinforcement learning
Model Predictive controllers System identification Reinforcement learning
Oscillation detection Stiction diagnosis and root cause analysis
System identification Optimization QSPR prediction
Control as a service through cloud computing
Systems and control Machine learning Reinforcement learning
Deep Learning Natural Language Processing
Learning on Hypergraphs Multiplex Networks
Finding design principles for biological networks using systems theory.
Background knowledge aware multilingual conversational modeling
Computer Vision (ML)
Operations Research Data Analytics Machine Learning
Hierarchical Reinforcement Learning
Hypergraphs Tensor Decomposition System Identification
Deep Learning Computer Vision Interpretable machine learning Image registration
Natural Language Processing Deep Learning Dialog Systems Representation Learning
Artificial Intelligence Machine Learning Causality and Reinforcement Learning
Representation learning Semi-supervised learning
Statistical Machine Learning probabilistic graphical model
NLP Deep learning
Scene Text detection Recognition Translation
Scene Text Natural Language Translation
Deep Learning for Natural Language Processing Knowledge Graphs
Systems Theory Network Biology Evolution and Functional Genomics Synthetic Biology