A novel energy management system based on move-blocking based predictive control for use in microgrid control
Year: 2025
Type: article
Abstract: • Managing multi-time scale dynamics is a key challenge for MPC-based EMS in microgrids. • Conventional MPC uses hierarchies and weight factors that may cause unwanted effects. • This work proposes a real-time feasible move-blocking MPC-based EMS approach. • The approach uses short/long horizons in a single level to reduce computational cost. • It avoids hierarchies and weight tuning, reduces costs, and ensures real-time use. The increasing complexity of renewable-based microgrids demands advanced Energy Management Systems (EMS) capable of efficiently managing multi-time scale dynamics. Conventional Model Predictive Control (MPC) based EMS often rely on complex hierarchical structures with problematic weighting factors, which can cause undesirable effects, leading to suboptimal performance. This work proposes and validates an innovative single-layer EMS that leverages a move-blocking strategy. The key novelty lies in embedding long-term economic objectives and short-term physical constraints into a unified optimisation problem, eliminating the need for hierarchical layers and manual weight tuning. The performance of the proposed EMS was benchmarked against a conventional bilevel hierarchical EMS and an optimal reference case. The results demonstrate significant quantitative and qualitative improvements. Our approach reduces total operating costs by over 8%. This saving is composed of several key factors: a 13 % decrease in degradation-related costs attributable to more stable management of the hydrogen system, a reduction in fixed operating costs by minimising the usage time of the hydrogen systems, and a 7 % reduction in variable energy costs. Computationally, the strategy is highly efficient, reducing computation time by 99 % compared to the optimal case and confirming its real-time feasibility. Furthermore, it ensures more stable operation of the hydrogen system and increases system autonomy. These findings position the proposed move-blocking MPC framework as a scalable, robust, and computationally efficient solution for intelligent energy management in next-generation microgrids.
Source: Energy Conversion and Management
Institutions: Universitat Politècnica de València, Universidad de Huelva
Language: English
Subfield: Control and Systems Engineering
Field: Engineering
Domain: Physical Sciences
Open Access status: hybrid
Estimated APC paid: $4,600
Awards: G2187951553, G3929743214
OpenAlex ID: W4413574645