Distributed power flow and distributed optimization—Formulation, solution, and open source implementation. (June 2021)
- Record Type:
- Journal Article
- Title:
- Distributed power flow and distributed optimization—Formulation, solution, and open source implementation. (June 2021)
- Main Title:
- Distributed power flow and distributed optimization—Formulation, solution, and open source implementation
- Authors:
- Mühlpfordt, Tillmann
Dai, Xinliang
Engelmann, Alexander
Hagenmeyer, Veit - Abstract:
- Abstract: Solving the power flow problem in a distributed fashion empowers different grid operators to compute the overall grid state without having to share grid models—this is a practical problem to which industry does not have off-the-shelf answers. We propose two physically consistent problem formulations (a feasibility and a least-squares formulation) amenable to two solution methods from distributed optimization: the Alternating direction method of multipliers (admm ), and the Augmented Lagrangian based Alternating Direction Inexact Newton method (aladin ); the latter comes with convergence guarantees. In addition, we provide open source matlab code for rapid prototyping for distributed power flow (rapidpf ): a fully matpower -compatible software that facilitates the laborious task of formulating power flow problems as distributed optimization problems. Simulation results for systems ranging from 53 buses (with 3 regions) up to 4662 buses (with 5 regions) show that the least-squares formulation solved with aladin requires just about half a dozen coordinating steps before the power flow problem is solved.
- Is Part Of:
- Sustainable energy, grids and networks. Volume 26(2021)
- Journal:
- Sustainable energy, grids and networks
- Issue:
- Volume 26(2021)
- Issue Display:
- Volume 26, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 26
- Issue:
- 2021
- Issue Sort Value:
- 2021-0026-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-06
- Subjects:
- Power flow -- Distributed optimization -- admm -- aladin -- matlab -- Open source
Renewable energy sources -- Periodicals
Smart power grids -- Periodicals
Electric power systems -- Periodicals
333.794 - Journal URLs:
- http://www.sciencedirect.com/science/journal/23524677/ ↗
http://www.sciencedirect.com/ ↗ - DOI:
- 10.1016/j.segan.2021.100471 ↗
- Languages:
- English
- ISSNs:
- 2352-4677
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 16704.xml