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Ingegneria Sismica

Ingegneria Sismica

Mathematical Modeling Method for the Optimal Power Flow Problem of Power Systems under Multi-norm Constraints

Author(s): Maolin Sheng1
1Department of Basic Education, Anhui Electrical Engineering Professional Technique College, 230051, Anhui, China
Sheng, Maolin. “Mathematical Modeling Method for the Optimal Power Flow Problem of Power Systems under Multi-norm Constraints.” Ingegneria Sismica Volume 43 Issue 1: 1-26, doi:10.65102/is2026094.

Abstract

This paper addresses the difficulty of traditional optimal power flow (OPF) models in high-renewable active distribution networks, where it is hard to simultaneously control overall voltage deviation, local limit violations and a few abnormal points. A distributed OPF model with multi-norm constraints is formulated by expressing voltage deviations, line loading rates and distributed generation outputs as deviation vectors and constraining them in a multi-scenario framework. An ADMM-based region–scenario decomposition is adopted for scalable solution. Case studies on modified IEEE 33-bus (DG 3.0 MW, storage 1.0 MW, maximum load 3.7 MW) and 69-bus systems (DG 5.5 MW, storage 2.0 MW, maximum load 5.8 MW) with 20 representative scenarios show that, under a 2-norm voltage deviation limit of 0.08 p.u. and an infinity-norm limit of 0.05 p.u., the multi-norm scheme suppresses long-tail voltage deviations at terminal buses and smooths normalized performance curves while maintaining network security and economic efficiency.

Povzetek: This paper develops a distributed OPF model with multi-norm constraints for high-renewable active distribution networks. Voltage deviations, line loading rates and distributed generation outputs are aggregated into deviation vectors and constrained by combined 2-norm and infinity-norm limits within a 20-scenario framework. Tests on modified IEEE 33-bus (DG 3.0 MW, storage 1.0 MW, max load 3.7 MW) and 69-bus systems (DG 5.5 MW, storage 2.0 MW, max load 5.8 MW) under 0.08 p.u. (2-norm) and 0.05 p.u. (∞-norm) voltage-deviation thresholds show that the method suppresses long-tail voltage deviations, smooths normalized performance indices and maintains secure, economical operation.

Keywords
Multi-norm constraints; Optimal power flow; Distributed solution

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