Optimization under uncertainty of a biomass-integrated renewable energy microgrid with energy storage

Deterministic constrained optimization and stochastic optimization approaches were used to evaluate uncertainties in biomass-integrated microgrids supplying both electricity and heat. An economic linear programming model with a sliding time window was developed to assess design and scheduling of biomass combined heat and power (BCHP) based microgrid systems. Other available technologies considered within the microgrid were small-scale wind turbines, photovoltaic modules (PV), producer gas storage, battery storage, thermal energy storage and heat-only boilers. As an illustrative example, a case study was examined for a conceptual utility grid-connected microgrid application in Davis, California. The results show that for the assumptions used, a BCHP/PV with battery storage combination is the most cost effective design based on the assumed energy load profile, local climate data, utility tariff structure, and technical and financial performance of the various components of the microgrid. Monte Carlo simulation was used to evaluate uncertainties in weather and economic assumptions, generating a probability density function for the cost of energy.

[1]  D. Muñoz de la Peña,et al.  Robust economic model predictive control of a community micro-grid ☆ , 2017 .

[2]  Masoud Aliakbar Golkar,et al.  Optimal design of stand-alone microgrid resources based on proposed Monte-Carlo simulation , 2015, 2015 IEEE Innovative Smart Grid Technologies - Asia (ISGT ASIA).

[3]  Xiaohua Xia,et al.  Optimal dispatch for a microgrid incorporating renewables and demand response , 2017 .

[4]  Josh Wall,et al.  Optimal distributed energy resources and the cost of reduced greenhouse gas emissions in a large retail shopping centre , 2015 .

[5]  Risto Lahdelma,et al.  Modelling and optimization of CHP based district heating system with renewable energy production and energy storage , 2015 .

[6]  Qiong Wu,et al.  Multi-objective optimization for the operation of distributed energy systems considering economic and environmental aspects , 2010 .

[7]  Nicholas A. DiOrio,et al.  Economic Analysis Case Studies of Battery Energy Storage with SAM , 2015 .

[8]  Subhes C. Bhattacharyya,et al.  Off-grid electricity generation with renewable energy technologies in India: An application of HOMER , 2014 .

[9]  Hongbo Ren,et al.  A MILP model for integrated plan and evaluation of distributed energy systems , 2010 .

[10]  Paul A. Erickson,et al.  A comparative study of district and individual energy systems providing electrical-based heating, cooling, and domestic hot water to a low-energy use residential community , 2015 .

[11]  Mohammad Hassan Moradi,et al.  An energy management system (EMS) strategy for combined heat and power (CHP) systems based on a hybrid optimization method employing fuzzy programming , 2013 .

[12]  Mohsen Eskandari,et al.  A hybrid method for simultaneous optimization of DG capacity and operational strategy in microgrids considering uncertainty in electricity price forecasting , 2014 .

[13]  Massimiliano Renzi,et al.  Optimal sizing of hybrid solar micro-CHP systems for the household sector , 2015 .

[14]  Taher Niknam,et al.  Multi-objective energy management of CHP (combined heat and power)-based micro-grid , 2013 .

[15]  Jianzhong Wu,et al.  A sequential Monte Carlo model of the combined GB gas and electricity network , 2013 .

[16]  Miguel Brito,et al.  Impact of solar and wind forecast uncertainties on demand response of isolated microgrids , 2016 .

[17]  Rodrigo Palma-Behnke,et al.  A Microgrid Energy Management System Based on the Rolling Horizon Strategy , 2013, IEEE Transactions on Smart Grid.

[18]  A. Boies,et al.  Distributed energy resource system optimisation using mixed integer linear programming , 2013 .

[19]  Fabio Rinaldi,et al.  Techno-economic feasibility of photovoltaic, wind, diesel and hybrid electrification systems for off-grid rural electrification in Colombia , 2016 .

[20]  Marija D. Ilic,et al.  Model predictive economic/environmental dispatch of power systems with intermittent resources , 2009, 2009 IEEE Power & Energy Society General Meeting.

[21]  Efstratios N. Pistikopoulos,et al.  A rolling horizon optimization framework for the simultaneous energy supply and demand planning in microgrids , 2015 .

[22]  Emanuela Colombo,et al.  Novel procedure to formulate load profiles for off-grid rural areas , 2016 .

[23]  Peter Palensky,et al.  Demand Side Management: Demand Response, Intelligent Energy Systems, and Smart Loads , 2011, IEEE Transactions on Industrial Informatics.

[24]  Carlos A. Méndez,et al.  Hybrid time representation for the scheduling of energy supply and demand in smart grids , 2013 .

[25]  B. Jenkins,et al.  Combustion properties of biomass , 1998 .

[26]  S. Surender Reddy,et al.  Optimal scheduling of thermal-wind-solar power system with storage , 2017 .

[27]  Ahmet Palazoglu,et al.  Operational optimization and demand response of hybrid renewable energy systems , 2015 .

[28]  P. Siano,et al.  Scenario-based stochastic framework for coupled active and reactive power market in smart distribution systems with demand response programs , 2017 .

[29]  Manuel Alcázar-Ortega,et al.  Integration of renewable energy in microgrids coordinated with demand response resources: Economic evaluation of a biomass gasification plant by Homer Simulator , 2014 .

[30]  Chris Marnay,et al.  Control of greenhouse gas emissions by optimal DER technology investment and energy management in zero-net-energy buildings , 2010 .

[31]  S. Chowdhury,et al.  Operational management of CHP-based microgrid , 2010, 2010 International Conference on Power System Technology.

[32]  K. Ponnambalam,et al.  Risk-averse stochastic programming approach for microgrid planning under uncertainty , 2017 .

[33]  Long Bao Le,et al.  Optimal energy management for cooperative microgrids with renewable energy resources , 2013, 2013 IEEE International Conference on Smart Grid Communications (SmartGridComm).

[34]  Tian Hao,et al.  Optimal coordinated operation for microgrid with hybrid energy storage and diesel generator , 2014, 2014 International Conference on Power System Technology.

[35]  Reza Noroozian,et al.  Optimal operation of active distribution systems based on microgrid structure , 2017 .

[36]  Abdollah Kavousi-Fard,et al.  Considering uncertainty in the optimal energy management of renewable micro-grids including storage devices , 2013 .

[37]  Bernd A. Berg,et al.  Markov Chain Monte Carlo Simulations , 2007, Wiley Encyclopedia of Computer Science and Engineering.

[38]  Hongjie Jia,et al.  Hierarchical energy management system for multi-source multi-product microgrids , 2015 .

[39]  Xingyu Yan,et al.  Uncertainty analysis for day ahead power reserve quantification in an urban microgrid including PV generators , 2017 .

[40]  Lazaros G. Papageorgiou,et al.  Optimal design of CHP-based microgrids: Multiobjective optimisation and life cycle assessment , 2015 .

[41]  Risto Lahdelma,et al.  Optimization of combined heat and power production with heat storage based on sliding time window method , 2016 .

[42]  Giri Venkataramanan,et al.  Generation unit sizing and cost analysis for stand-alone wind, photovoltaic, and hybrid wind/PV systems , 1998 .

[43]  Kankar Bhattacharya,et al.  Optimal planning and design of a renewable energy based supply system for microgrids , 2012 .

[44]  Chengshan Wang,et al.  Energy management system for stand-alone diesel-wind-biomass microgrid with energy storage system , 2016 .

[45]  Andreas Sumper,et al.  Experimental Validation of a Real-Time Energy Management System Using Multi-Period Gravitational Search Algorithm for Microgrids in Islanded Mode , 2014 .

[46]  Jose M. Yusta,et al.  Stochastic-heuristic methodology for the optimisation of components and control variables of PV-wind-diesel-battery stand-alone systems , 2016 .

[47]  B. Jenkins A comment on the optimal sizing of a biomass utilization facility under constant and variable cost scaling , 1997 .

[48]  Peter J. Fleming,et al.  Multi-objective energy storage power dispatching using plug-in vehicles in a smart-microgrid , 2016 .

[49]  Amevi Acakpovi,et al.  Cost Benefit Analysis of Self-Optimized Hybrid Solar-Wind-Hydro Electrical Energy Supply as compared to HOMER Optimization , 2015 .

[50]  S. Chowdhury,et al.  Planned Scheduling for Economic Power Sharing in a CHP-Based Micro-Grid , 2012, IEEE Transactions on Power Systems.

[51]  Robert C. Brown,et al.  Thermochemical processing of biomass : conversion into fuels, chemicals and power , 2011 .

[52]  J. Sadeh,et al.  Optimal sizing of hybrid wind/photovoltaic/battery considering the uncertainty of wind and photovoltaic power using Monte Carlo , 2012, 2012 11th International Conference on Environment and Electrical Engineering.

[53]  Yunsi Fei,et al.  Smart Home in Smart Microgrid: A Cost-Effective Energy Ecosystem With Intelligent Hierarchical Agents , 2015, IEEE Transactions on Smart Grid.

[54]  Chris Marnay,et al.  Effects of Carbon Tax on Microgrid Combined Heat and Power Adoption , 2004 .

[55]  Josep M. Guerrero,et al.  A rolling horizon rescheduling strategy for flexible energy in a microgrid , 2014, 2014 IEEE International Energy Conference (ENERGYCON).

[56]  Mahmoud-Reza Haghifam,et al.  Stochastic-based scheduling of the microgrid operation including wind turbines, photovoltaic cells, energy storages and responsive loads , 2015 .

[57]  G. Venkataramanan,et al.  Optimal Technology Selection and Operation of Commercial-Building Microgrids , 2008, IEEE Transactions on Power Systems.

[58]  Kashem M. Muttaqi,et al.  Sustainable energy system design with distributed renewable resources considering economic, environmental and uncertainty aspects , 2015 .

[59]  Rick Tidball,et al.  Cost and Performance Assumptions for Modeling Electricity Generation Technologies , 2010 .

[60]  Adam Hawkes,et al.  Modelling high level system design and unit commitment for a microgrid , 2009 .

[61]  Mohamed Pourkashanian,et al.  Modelling an off-grid integrated renewable energy system for rural electrification in India using photovoltaics and anaerobic digestion , 2015 .

[62]  Lazaros G. Papageorgiou,et al.  Efficient energy consumption and operation management in a smart building with microgrid , 2013 .