Dynamical systems theory: Geometric and statistical methods of chaotic dynamics, Discovery of structures in phase space transport, Partial control of escape and transition dynamics, Phase space structures based control.

Data-driven methods: Transport barriers in atmosphere and ocean, Machine learning phase space structures, Reduced order modeling, Defect and anomaly detection in structural dynamics