Storage Aided System Property Enhancing and Hybrid Robust Smoothing for Large-Scale PV Systems

This paper presents an energy scheduling and output smoothing scheme for storage aided utility scale photovoltaic systems. A weighted energy scheduling approach is adopted for the peak load periods, and this ensures enhanced performance with well-fitted supply-demand curve and flat net load variation. A novel smoothing method is proposed by blending double grid search support vector machine power prediction with first-in-first-out robust smoothing. The actual hourly and minute interval data sets for Australia are used for case studies, demonstrating the effectiveness and efficiency of the proposed scheme.

[1]  Martin Greiner,et al.  Seasonal optimal mix of wind and solar power in a future, highly renewable Europe , 2010 .

[2]  Takayuki Ishizaki,et al.  Spatiotemporally Multiresolutional Optimization Toward Supply-Demand-Storage Balancing Under PV Prediction Uncertainty , 2015, IEEE Transactions on Smart Grid.

[3]  Liu Feng,et al.  Stability condition for sampled data based control of linear continuous switched systems , 2011, Syst. Control. Lett..

[4]  S. Sumathi,et al.  Solar PV and Wind Energy Conversion Systems: An Introduction to Theory, Modeling with MATLAB/SIMULINK, and the Role of Soft Computing Techniques , 2015 .

[5]  James A. Momoh,et al.  Realistic and Transparent Optimum Scheduling Strategy for Hybrid Power System , 2015, IEEE Transactions on Smart Grid.

[6]  Dong Hui,et al.  Battery Energy Storage Station (BESS)-Based Smoothing Control of Photovoltaic (PV) and Wind Power Generation Fluctuations , 2013, IEEE Transactions on Sustainable Energy.

[7]  Aron Dobos,et al.  System Advisor Model, SAM 2011.12.2: General Description , 2012 .

[8]  Yun Liu,et al.  A Center-Free Control Strategy for the Coordination of Multiple Photovoltaic Generators , 2014, IEEE Transactions on Smart Grid.

[9]  Kai Zhang,et al.  Control and Monitoring for Grid-Friendly Wind Turbines: Research Overview and Suggested Approach , 2015, IEEE Transactions on Power Electronics.

[10]  Delly Oliveira Filho,et al.  Distributed photovoltaic generation and energy storage systems: A review , 2010 .

[11]  Cui Dong Robust processing method for data smooth , 2008 .

[12]  P. Denholm,et al.  Evaluating the Limits of Solar Photovoltaics (PV) in Traditional Electric Power Systems , 2007 .

[13]  K. M. Muttaqi,et al.  A Novel Approach for Ramp-Rate Control of Solar PV Using Energy Storage to Mitigate Output Fluctuations Caused by Cloud Passing , 2014, IEEE Transactions on Energy Conversion.

[14]  Andrija T. Saric,et al.  A novel agent-based microgrid optimal control for grid-connected, planned island and emergency island operations , 2016 .

[15]  Vladimir Strezov,et al.  Assessment of utility energy storage options for increased renewable energy penetration , 2012 .

[16]  Raja Ayyanar,et al.  Design and Strategy for the Deployment of Energy Storage Systems in a Distribution Feeder With Penetration of Renewable Resources , 2015, IEEE Transactions on Sustainable Energy.

[17]  Yongduan Song,et al.  Data-Based Statistical Property Analyzing and Storage Sizing for Hybrid Renewable Energy Systems , 2015, IEEE Transactions on Industrial Electronics.

[18]  Meng Liu,et al.  Financial Opportunities by Implementing Renewable Sources and Storage Devices for Households Under ERCOT Demand Response Programs Design , 2014 .

[19]  Trudie Wang,et al.  Control and Optimization of Grid-Tied Photovoltaic Storage Systems Using Model Predictive Control , 2014, IEEE Transactions on Smart Grid.

[20]  K. M. Muttaqi,et al.  Mitigation of Rooftop Solar PV Impacts and Evening Peak Support by Managing Available Capacity of Distributed Energy Storage Systems , 2013, IEEE Transactions on Power Systems.

[21]  Damien Garcia,et al.  Robust smoothing of gridded data in one and higher dimensions with missing values , 2010, Comput. Stat. Data Anal..

[22]  J. Marcos,et al.  Control Strategies to Smooth Short-Term Power Fluctuations in Large Photovoltaic Plants Using Battery Storage Systems , 2014 .

[23]  Robert Huva,et al.  Prototype large-scale renewable energy system optimisation for Victoria, Australia , 2012 .

[24]  Johan Driesen,et al.  Multiobjective Battery Storage to Improve PV Integration in Residential Distribution Grids , 2013, PES 2013.

[25]  Robert F. Boehm,et al.  Impact of Storage Integrated Solar Photovoltaics (PV) Power System on Utility Peak Loads , 2011 .

[26]  Q. Jiang,et al.  Energy Management of Microgrid in Grid-Connected and Stand-Alone Modes , 2013, IEEE Transactions on Power Systems.

[27]  J. Kleissl,et al.  Energy dispatch schedule optimization and cost benefit analysis for grid-connected, photovoltaic-battery storage systems , 2013 .

[28]  Peng Wang,et al.  Forecasting Power Output of Photovoltaic Systems Based on Weather Classification and Support Vector Machines , 2011, IEEE Transactions on Industry Applications.

[29]  Dong Cui,et al.  Robust processing method for data smooth: Robust processing method for data smooth , 2008 .