TY - EJOU AU - Hou, Ruosong AU - An, Jiakun AU - Zhao, Zihao AU - Guo, Wei AU - Shao, Hua TI - Integration of Flexible Interconnection Device in the Reconstruction of Medium and Low Voltage Distribution Networks Using DRL T2 - Energy Engineering PY - VL - IS - SN - 1546-0118 AB - This article evaluates the connectivity with energy sharing in low-voltage distribution areas. Indicators like wind-solar complementing effectiveness, source-load energy sharing possibility, or transformer capacity interconnection measurements are part of the assessment index framework for interconnection capacity that is established after an analysis of the features of linked scenarios. Radial and inflexible, conventional distribution systems can’t handle bidirectional power flow, fluctuating demand, or grid disruptions. Using real-world examples, we can see that the suggested strategy improves power supply efficiency across zones and increases the usage of distributed energy resources, proving the method’s validity. With the help of Flexible Interconnection Devices (FIDs), MV/LV networks may be reconfigured, power quality is improved, DERs are supported, and reliability is increased. With so many distributed PVs connected to distribution substations, managing low- and medium-voltage distribution networks is a real challenge. One novel kind of power gadget that permits adaptable connections between distribution substation segments is the soft open point (SOP). This article presents learning algorithm for low and medium voltage networks for power optimization, which takes into consideration the dynamic connectivity of different areas of substation. The next stage is to construct a multi-agent deep reinforcement learning (DRL) suitable for low and medium voltage distribution networks using Deep Q Network (DQN) model in DRL. The low and medium voltage distribution network employs flexible interconnection device for power loss reduction. Finally, the case studies show that the proposed approach has a good operating strategy for distribution networks with medium and low voltages, and it may lessen voltage fluctuations caused by high PV integration. KW - Distribution substation area; flexible interconnection device; cooperative operation optimization; distributed photovoltaic (PV); DQN; DRL DO - 10.32604/ee.2025.069068