ALADIN-$α$ -- An open-source MATLAB toolbox for distributed non-convex optimization
June 02, 2020 · Declared Dead · 🏛 Optimal control applications & methods
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Authors
Alexander Engelmann, Yuning Jiang, Henrieke Benner, Ruchuan Ou, Boris Houska, Timm Faulwasser
arXiv ID
2006.01866
Category
eess.SY: Systems & Control (EE)
Cross-listed
cs.DC,
cs.MA,
math.OC
Citations
23
Venue
Optimal control applications & methods
Last Checked
1 month ago
Abstract
This paper introduces an open-source software for distributed and decentralized non-convex optimization named ALADIN-$α$. ALADIN-$α$ is a MATLAB implementation of tailored variants of the Augmented Lagrangian Alternating Direction Inexact Newton (ALADIN) algorithm. Its user interface is convenient for rapid prototyping of non-convex distributed optimization algorithms. An improved version of the recently proposed bi-level variant of ALADIN is included enabling decentralized non-convex optimization with reduced information exchange. A collection of examples from different applications fields including chemical engineering, robotics, and power systems underpins the potential of ALADIN-$α$.
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