Logarithmically Quantized Distributed Optimization Over Dynamic Multi-Agent Networks

• Published in: IEEE control systems letters Vol. 8; pp. 2433 - 2438
• Main Authors: Doostmohammadian, Mohammadreza, Pequito, Sergio
• Format: Journal Article
• Language: English
• Published: IEEE 2024
• Subjects: consensus; Convergence; Distributed databases; Distributed optimization; Eigenvalues and eigenfunctions; Heuristic algorithms; Network topology; Optimization; Perturbation methods; perturbation theory; quantization; Quantization (signal); Radio frequency; support vector machine; Support vector machines

Distributed optimization finds many applications in machine learning, signal processing, and control systems. In these real-world applications, the constraints of communication networks, particularly limited bandwidth, necessitate implementing quantization techniques. In this letter, we propose dist...