Lectures about Machine Learning in Power Systems
Machine Learning for Power Systems. Inaugural Adelaide Power Systems Summer School 2020 (Australia).
The most complete set of material, videos, and slides. (Summer School Website)Machine Learning for Power Systems: Physics-Informed Neural Networks and Verification. IEEE PES Big Data Analytics Webinar, April 2020.
Interested in removing barriers for Machine Learning Applications in Power Systems? This is the lecture for that! A more complete version of this material is also provided in the Lecture Videos for the Adelaide Summer School above.Data-Driven applications for Power System Security Assessment. DTU Summer School 2019.
From Decision Trees and Neural Networks to MILP: Power System Optimization Considering Dynamic Stability Constraints. European Control Conference Workshop, May 2020.
Efficient Creation of Datasets for Data-Driven Power System Applications Power System Computation Conference (PSCC), June 2020.
Teaching at DTU
2018-Current
31765: Optimization in Modern Power Systems
Fall Semester, 5 ECTS. The course takes place every Tuesday morning 8am-12pm during the 13-week period of the semester.
31765: Lecture Slides and Course Material
31765: Lecture Notes on Optimal Power Flow (constantly updating) (new chapters to be added)
Videos of relevant lectures from the DTU CEE Summer School 2018
- Video: Introduction to DC-OPF, AC-OPF and convex relaxations Part 1
- Video: Introduction to DC-OPF, AC-OPF and convex relaxations Part 2
- Video: Introduction to DC-OPF, AC-OPF and convex relaxations Part 3
- And here you can download the slides of those lectures:
- Slides: Introduction to DC-OPF and AC-OPF
- Slides: Introduction to Convex Relaxations of AC-OPF
- Check also out the very interesting lecture of Pascal van Hentenryck !
- Video: Convex relaxations and applications Part 1
- Video: Convex relaxations and applications Part 2
- And here you can download the slides of his lecture:
- Convex Relaxations and Applications: Slides 1, Slides 2, Slides 3, Slides 4, Extra Slides 1, Extra Slides 2
31730: Fundamentals of Electric Power Engineering
Fall Semester 2018, 10 ECTS. The course takes place every Tuesday afternoon 13pm-17pm and every Friday morning 8am-12am during the 13-week period of the semester.
31730: Lecture Slides and Course Description for 2018
2017-2018
31765: Optimization in Modern Power Systems
- Fall Semester 2017, 5 ECTS
- 31765: Lecture Slides and Course Material for the 2017 course
31730: Fundamentals of Electric Power Engineering
- Fall Semester 2017, 10 ECTS
- 31730: Lecture Slides and Course Description for 2017
2016-2017
Optimization in Modern Power Systems
- Special course Fall Semester 2016 (3-week intensive course in January 2017), 5 ECTS
- Lecture Slides, Course Material, and more info here
31730: Fundamentals of Electric Power Engineering
- Fall Semester 2016, 10 ECTS
- Lecture Slides and Course Description for 2016