Lectures on optimization

Convex optimization, Steven Boyd, Stanford University: https://www.youtube.com/watch?v=McLq1hEq3UY&list=PL3940DD956CDF0622
Linear optimization, Michel Bierlaire, EPFL: https://www.youtube.com/c/MichelBierlaire/playlists
Numerical optimization, Lide Wu, Fudan University: https://www.bilibili.com/video/BV1Kx411m7QB/
Column generation, Dantzig Wolfe decomposition
- Anthony Papavasiliou, NTUA: https://www.youtube.com/watch?v=Sj4usXU0bFU&list=PL1g85YRNFc8JGq1sCXTTz7dypQogPI9ce&index=1
- Marco Lübbecke, RWTH Aachen: https://www.youtube.com/watch?v=vx2LNKx48vY&list=PL1g85YRNFc8JGq1sCXTTz7dypQogPI9ce&index=2

Optimization for power systems

Advanced Optimization and Game Theory for Energy Systems, Jalal Kazempour, DTU: https://sites.google.com/site/jalalkazempour/teaching?authuser=0
DTU CEE Lectures on Energy Systems: https://www.youtube.com/channel/UCiXnS2QbefSshsXQvieK_vA/playlists
enOPTIMAL seminars: https://wdvorkin.github.io/enoptimal/

Tools for optimization

Interfaces
- Gurobipy, Python: https://www.gurobi.com/wp-content/plugins/hd_documentations/documentation/9.0/refman.pdf
- YALMIP, Matlab: https://yalmip.github.io/
- JuMP, Julia: https://jump.dev/JuMP.jl/stable/
- Pyomo, Python: http://www.pyomo.org/
Solvers

Tools for power system analysis

Power flow solvers
- Pandapower: http://www.pandapower.org/
- Power grid model: https://github.com/alliander-opensource/power-grid-model
Test cases

Network modeling

DC-OPF/AC-OPF, Spyros Chatzivasileiadis, DTU: https://www.youtube.com/watch?v=f92h6LL4ao8
Conic models for distribution networks:
- M. E. Baran and F. F. Wu, “Network Reconfiguration in Distribution Systems for Loss Reduction and Load Balancing,” IEEE Trans. Power Deliv., vol. 4, no. 2, pp. 1401–1407, 1989.
- M. Farivar and S. H. Low, “Branch flow model: Relaxations and convexification,” IEEE Trans. Power Syst., vol. 28, no. 3, pp. 2565–2572, 2013.
Unbalanced models for distribution networks:
- L. Gutierrez-Lagos, M. Z. Liu, and L. F. Ochoa, “Implementable Three-Phase OPF Formulations for MV-LV Distribution Networks: MILP and MIQCP,” in 2019 IEEE PES Conference on Innovative Smart Grid Technologies, ISGT Latin America 2019, 2019, pp. 1–6.
- K. Petrou et al., “Ensuring Distribution Network Integrity Using Dynamic Operating Limits for Prosumers,” IEEE Trans. Smart Grid, pp. 1–11, 2021.

Page updated

Google Sites

Report abuse