Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives

This book aims to work out the distributed economic operation in smart grids in a systematic way, which ranges from model-based to model-free perspectives. The main contributions of this book can be summarized into three folds. First, we investigate the fundamental economic operation problems in smart grids from model-based perspective. Specifically, these problems can be modeled as deterministic optimization models, and we propose some distributed optimization algorithms by integrating the multi-agent consensus theory and optimization techniques to achieve the distributed coordination of various generation units and loads. Second, due to the randomness of the large-scale renewable energies and the flexibility of the loads, we further address these economic operation problems from a model-free perspective, and we propose learning-based approaches to address the uncertainty and randomness. At last, we extend the idea of model-based and model-free algorithms to plug-in electric vehicles(PEVs) charging/discharging scheduling problem, the key challenge of which involves multiple objectives simultaneously while the behavior of PEVs and the electricity price are intrinsically random.…

The cheapest new copy of Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives is £103.50 at Springer Nature Link Shop. Prices checked 3 Nov 2026

Other editions

More by Jiahu Qin; Yanni Wan; Fangyuan Li; Yu Kang; Weiming Fu