Prof. Dr. Rajib Kumar Bhattacharjya, Dept. of Civil Engineering, IIT Guwahati
This course offers a comprehensive introduction to optimization in engineering, blending theory with practical techniques. It begins with the fundamentals of engineering analysis and the necessity of optimal design, progressing to the formulation of optimization problems and tackling challenges in solving them. Classical optimization methods are discussed alongside advanced topics like global optimality, convex analysis, and both linear and nonlinear optimization problems. Additionally, the course introduces modern metaheuristic optimization techniques, including Genetic Algorithms, Particle Swarm Optimization (PSO), Differential Evolution, and Evolutionary Strategies, among others. These methods will be explored in-depth to address complex real-world engineering challenges.
This course is designed for engineering students and professionals who seek to enhance their knowledge and skills in optimization techniques for engineering design.
Downloadable lecture notes will be available for each topic below:
Watch the course videos below:
Follow along with hands-on tutorials:
Take the online quizes:
