This paper introduces an open-source software for distributed and decentralized non-convex optimization named ALADIN-$\alpha$. ALADIN-$\alpha$ 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-$\alpha$.
翻译:本文介绍了一个用于分布式和分散式非节流优化的开放源软件,名为ALADIN-$\alpha$。ALADIN-$\alpha$是MATLAB实施拉格朗加变换方向不切实际牛顿(ALADIN)算法的定制变体。它的用户界面方便于非碳化分流优化算法的快速原型。最近提议的ALADIN双级变体的改良版本包括:通过减少信息交流,实现分散式非节流优化。收集了不同应用领域的实例,包括化学工程、机器人和电力系统,支撑了ALADIN-$\alpha$的潜力。