Global Initiative of Academic Networks - GIAN

L12 Application to robotics. Safety control design for robotics systems, Data-Driven control

L11 Application, Power system Domain of attraction characterization in power systems

L10 Data-driven control using. Perron-Frobenius. Duality in control theory using P-F formulatin

L09 Data-driven control using Koopman, Koopman model for control system, Koopman-based model

L08 Algorithms (DMD, EDMD, Kernel methods) for data-driven approximation of operators & its spectrum

L07 Spectrum of the linear operator (connection to Hartman Grobman theorem), Spectral properties

L06 Lyapunov function for linear and nonlinear systems, control design

L05 Linear Koopman and Perron-Frobenius operators (Continuous-time and Discrete-time)

L04 Preliminaries. Projection theorem for finite dimensional approx. Supervised & Un Supervised

L03 Stability notions. domain-of-attraction, Lyapunov stability Theorem

L02 Hartman-Grobman Theorem, stable and unstable manifolds, Periodic solutions and limit cycles

L01 Introduction Dynamical systems, vector field and flows, state-space representation

L06 Life cycle evaluation

L05 Material and Process Selection for Circularity Part 2 enabling technologies

L04 Design for life cycle

L03 Material and Process Selection for Circularity Part 1 paradigms and principles

L02 Concepts of Circular and Sustainable manufacturing

L01 Introduction to Circularity

Tutorial 2 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 9 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 8 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 7 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 6 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 5Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 4 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 3 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 2 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

LECTURE 1 Smart cybersecrity Leveraging AI for threat analysis and responseSCALE

L06 Genetics of Kawasaki disease – Indian scenario

L05 Genetics of Kawasaki disease – Global update