TY - JOUR
T1 - Model Predictive Control Based Ramp Minimization in Active Distribution Network Using Energy Storage Systems
AU - Li, Jiayong
AU - Xu, Zhao
AU - Zhao, Jian
AU - Chai, Songjian
AU - Yu, Yi
AU - Xu, Xu
N1 - Publisher Copyright:
© 2019, © 2019 Taylor & Francis Group, LLC.
PY - 2019/2/7
Y1 - 2019/2/7
N2 - The growing integration of renewable energy sources, especially the residential photovoltaic (PV) systems, in the distribution networks (DNs) aggravates the ramp-events in transmission system. To address this issue, we propose a novel look ahead dispatch model for the ramp minimization in DNs using distributed energy storage systems (ESSs). The dispatch problem considering the scheduling of ESSs is modeled as a finite-horizon optimization problem and is carried out using model predictive control (MPC) method that takes both current and future information into account. In addition, the optimal power flow in DN is formulated as a second-order cone programing problem to guarantee the global optimality. Numerical results on IEEE 37-bus distribution network show that our proposed model not only brings about 74% reduction of maximum ramp but also yields the near-minimum system operating cost.
AB - The growing integration of renewable energy sources, especially the residential photovoltaic (PV) systems, in the distribution networks (DNs) aggravates the ramp-events in transmission system. To address this issue, we propose a novel look ahead dispatch model for the ramp minimization in DNs using distributed energy storage systems (ESSs). The dispatch problem considering the scheduling of ESSs is modeled as a finite-horizon optimization problem and is carried out using model predictive control (MPC) method that takes both current and future information into account. In addition, the optimal power flow in DN is formulated as a second-order cone programing problem to guarantee the global optimality. Numerical results on IEEE 37-bus distribution network show that our proposed model not only brings about 74% reduction of maximum ramp but also yields the near-minimum system operating cost.
KW - active distribution network
KW - energy storage system
KW - model predictive control
KW - photovoltaic systems
KW - ramp-event
UR - http://www.scopus.com/inward/record.url?scp=85062370788&partnerID=8YFLogxK
U2 - 10.1080/15325008.2019.1577929
DO - 10.1080/15325008.2019.1577929
M3 - Article
AN - SCOPUS:85062370788
SN - 1532-5008
VL - 47
SP - 201
EP - 211
JO - Electric Power Components and Systems
JF - Electric Power Components and Systems
IS - 3
ER -