Optimal Operation of Microgrids With Worst-Case Renewable Energy Outage: A Mixed-Integer Bi-Level Model
Open Access
- 12 June 2023
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 11, 59804-59815
Abstract
With the increasing penetration of renewable energy resources, such as wind and photovoltaic (PV) production, in future microgrids, challenges arise due to the potential interruption of these resources caused by changing weather conditions. In this paper, we propose a mixed-integer quadratic programming (MIQP) based bi-level model for the optimal operation of microgrids under worst-case (WC) scenarios of renewable energy resource outages. The upper-level problem formulates the minimization of energy loss and load shedding in a demand-side management (DSM) program, as well as optimal charging and discharging of electric vehicles (EVs) and energy storage systems (ESSs). The lower-level problem models the maximization of renewable energy curtailment to account for the worst-case realization of renewable resource outages. A decomposition and re-formulation method is adopted to solve the proposed bi-level optimization model, which includes binary variables in both levels. The proposed model and algorithm are implemented in the Julia programming language and solved with the Gurobi commercial solver. The model is analyzed using a 33-node microgrid under different cases to evaluate its performance, showcasing optimal microgrid operation results under worst-case renewable resource interruptions.Keywords
This publication has 34 references indexed in Scilit:
- Research on Bi-Level Optimized Operation Strategy of Microgrid Cluster Based on IABC AlgorithmIEEE Access, 2021
- Joint Operation and Transaction Mode of Rural Multi Microgrid and Distribution NetworkIEEE Access, 2021
- Reliable Islanded Microgrid Operation Using Dynamic Optimal Power ManagementIEEE Transactions on Industry Applications, 2020
- Operation Loss Minimization Targeted Distributed Optimal Control of DC MicrogridsIEEE Systems Journal, 2020
- Multistage Stochastic Optimization for Microgrid Operation Under Islanding UncertaintyIEEE Transactions on Smart Grid, 2020
- Robust Optimal Energy Management of a Residential Microgrid Under Uncertainties on Demand and Renewable Power GenerationIEEE Transactions on Automation Science and Engineering, 2020
- An internal trading strategy for optimal energy management of combined cooling, heat and power in building microgridsApplied Energy, 2019
- Generic Resource Allocation in Distribution GridIEEE Transactions on Power Systems, 2018
- A Multiagent-Based Hierarchical Energy Management Strategy for Multi-Microgrids Considering Adjustable Power and Demand ResponseIEEE Transactions on Smart Grid, 2016
- Solving two-stage robust optimization problems using a column-and-constraint generation methodOperations Research Letters, 2013