Control Theory Courses and Certifications

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Path Integral Control Theory

Explore path integral control theory, a powerful mathematical framework for optimal control in complex systems. Gain insights into its applications and mathematical foundations.

• YouTube
• 4 hours 12 minutes
• On-Demand
• Free Video

BPPB Seminar

Control Theory for Biophysicists and Physicists

Explore fundamental control theory principles and their applications in biological and physical systems through an accessible physics-oriented perspective.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Fields Institute

Applied Control Theory

Explore practical applications of control theory principles and mathematical frameworks for system optimization and stability analysis.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Steve Brunton

Control Theory and COVID-19

Explore exponential growth, its applications, and control theory in relation to COVID-19, covering models, sensors, and control design strategies.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Control Engineering for Robotics

Discover practical control theory for robotics through classical and modern approaches, covering PID controllers, state-space analysis, and optimal control with hands-on applications.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Intelligent Control（智能控制）

Explore intelligent control systems through expert systems, fuzzy logic, neural networks, and machine learning, with practical applications in robotics and traffic control systems.

• XuetangX
• On-Demand
• Free Online Course

Steve Brunton

Controllability - Control Bootcamp

Explore linear system controllability through intuitive examples and the controllability matrix rank test. Learn key concepts for understanding and analyzing system control.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Games and Filters: A Road to Safe Intelligence

Explore game-theoretic approaches and safety principles in AI systems, from robotic control to human-AI interactions, focusing on developing reliable safety guarantees for autonomous systems.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Steve Brunton

Data-Driven Control - Balanced Proper Orthogonal Decomposition

Explore balancing proper orthogonal decomposition (BPOD) for approximating balanced truncation in high-dimensional systems, enhancing control strategies for complex data-driven applications.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Steve Brunton

Data-Driven Control - Linear System Identification

Explore linear system identification and model reduction techniques to create optimal reduced-order models from data for input-output dynamics analysis.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Steve Brunton

Data-Driven Control - Overview

Explore how machine learning optimization can discover models and effective controllers from data, revolutionizing control theory and engineering applications.

• YouTube
• 25 minutes
• On-Demand
• Free Video

IIT Roorkee;  NPTEL

Robotics and Control : Theory and Practice

Explore robotics fundamentals, kinematics, dynamics, control systems, and advanced applications in healthcare and exoskeletons. Gain skills for innovative research and engineering solutions in robotics.

• Swayam
• 8 weeks
• On-Demand
• Free Online Course

Raissa D'Souza - The Collapse of Networks

Explore emergent properties, control theory, and collapse dynamics in complex networks, focusing on renewable energy integration, risk assessment, and social hierarchies.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Digi-Key

How to Tune a PID Controller for an Inverted Pendulum

Practical guide to manually tuning a PID controller for an inverted pendulum system, demonstrating Arduino-Python integration and step-by-step adjustment of Kp, Ki, and Kd parameters.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Simons Institute

Control Fundamentals

Explore key principles and applications of control theory in reinforcement learning, focusing on fundamental concepts and their practical implications.

• YouTube
• 56 minutes
• On-Demand
• Free Video