Power system flexibility: an overview of emergence to evolution

Power systems are evolving to the networks with proliferated penetration of renewable energy resources to leverage their environmental and economic advantages. However, due to the stochastic nature of renewables, the management of the rapidly increasing uncertainty and variability in power system planning and operation is of crucial significance. This paper represents a comprehensive overview of power system flexibility as an effective way to maintain the power balance at every moment. Definitions of power system flexibility from various aspects are explained to reach the reliable and economic planning and operation of the power system. The effects of the high penetration of variable energy resources on power systems and the evolution of flexibility in response to renewables are studied. A variety of resources during the flexibility evolutionary transition are introduced and discussed. As an influential flexibility solution in current power systems integrated with renewable resources, market design improvement is widely reviewed in this paper, and required modifications in market design mechanisms are investigated pertaining to various time horizons.

[1]  E. Muljadi,et al.  Short-term forecasting of inertial response from a wind power plant , 2016, 2016 IEEE Energy Conversion Congress and Exposition (ECCE).

[2]  Nasrudin Abd Rahim,et al.  Role of smart grid in renewable energy: An overview , 2016 .

[3]  S. Stoft Power System Economics: Designing Markets for Electricity , 2002 .

[4]  Martin Greiner,et al.  Transmission needs across a fully renewable European power system , 2013, 1306.1079.

[5]  H. Ghasemi,et al.  Optimal Transmission Switching Considering Voltage Security and N-1 Contingency Analysis , 2013, IEEE Transactions on Power Systems.

[7]  John R. Birge,et al.  An Improved Stochastic Unit Commitment Formulation to Accommodate Wind Uncertainty , 2016, IEEE Transactions on Power Systems.

[8]  E. Ela,et al.  Wholesale electricity market design with increasing levels of renewable generation: Revenue sufficiency and long-term reliability , 2016 .

[9]  Audun Botterud,et al.  Electricity market design for generator revenue sufficiency with increased variable generation , 2015 .

[10]  Manfred Morari,et al.  Performance Bounds for Look-Ahead Power System Dispatch Using Generalized Multistage Policies , 2016, IEEE Transactions on Power Systems.

[11]  Nick Miller,et al.  Serving the Future: Advanced Wind Generation Technology Supports Ancillary Services , 2015, IEEE Power and Energy Magazine.

[12]  Michael J. Aziz,et al.  Electricity storage for intermittent renewable sources , 2012 .

[13]  G. Papaefthymiou,et al.  Towards 100% renewable energy systems: Uncapping power system flexibility , 2016 .

[14]  Christoph Weber,et al.  Adequate intraday market design to enable the integration of wind energy into the European power systems , 2010 .

[15]  Pandelis N. Biskas,et al.  An Integrated Scheduling Approach to Underpin Flexibility in European Power Systems , 2016, IEEE Transactions on Sustainable Energy.

[16]  Efstratios N. Pistikopoulos,et al.  A spatial multi-period long-term energy planning model: A case study of the Greek power system , 2014 .

[17]  Meysam Doostizadeh,et al.  Reactive Power Provision from Distributed Energy Resources in Market Environment , 2018, Electrical Engineering (ICEE), Iranian Conference on.

[18]  Francois Bouffard,et al.  The value of operational flexibility in power systems with significant wind power generation , 2011, 2011 IEEE Power and Energy Society General Meeting.

[19]  Jinye Zhao,et al.  Operational flexibility and system dispatch , 2012, 2012 IEEE Power and Energy Society General Meeting.

[20]  Mladen Kezunovic,et al.  Impact on Power System Flexibility by Electric Vehicle Participation in Ramp Market , 2016, IEEE Transactions on Smart Grid.

[21]  Ross Baldick,et al.  Integration of Large-Scale Renewable Energy into Bulk Power Systems , 2017 .

[22]  Hongxing Ye,et al.  MIP Reformulation for Max-Min Problems in Two-Stage Robust SCUC , 2017, IEEE Transactions on Power Systems.

[23]  Yog Raj Sood,et al.  Market based procurement of energy and ancillary services from Renewable Energy Sources in deregulated environment , 2017 .

[24]  Hartmut Schmeck,et al.  Modeling and Valuation of Residential Demand Flexibility for Renewable Energy Integration , 2017, IEEE Transactions on Smart Grid.

[25]  R. Hakvoort,et al.  Managing electric flexibility from Distributed Energy Resources: A review of incentives for market design , 2016 .

[26]  Feng Liu,et al.  Robust Energy and Reserve Dispatch Under Variable Renewable Generation , 2015, IEEE Transactions on Smart Grid.

[27]  S. Stoft Power System Economics: Designing Markets for Electricity , 2002 .

[28]  Enzo Sauma,et al.  Impact of introducing flexibility in the Colombian transmission expansion planning , 2018, Energy.

[29]  M. Milligan,et al.  Designing electricity markets for a high penetration of variable renewables , 2015 .

[30]  Francois Bouffard,et al.  Flexibility Envelopes for Power System Operational Planning , 2014, IEEE Transactions on Sustainable Energy.

[31]  Johan Driesen,et al.  Active participation of wind power in operating reserves , 2015 .

[32]  Jin Zhong,et al.  Design of performance-based frequency regulation market and its implementations in real-time operation , 2017 .

[33]  Yongpei Guan,et al.  Uncertainty Sets for Robust Unit Commitment , 2014, IEEE Transactions on Power Systems.

[34]  Nouredine Hadjsaid,et al.  Storage as a flexibility option in power systems with high shares of variable renewable energy sources: a POLES-based analysis , 2017 .

[35]  Mehdi Abapour,et al.  MINLP Probabilistic Scheduling Model for Demand Response Programs Integrated Energy Hubs , 2018, IEEE Transactions on Industrial Informatics.

[36]  Archie C. Chapman,et al.  A Framework for Assessing Renewable Integration Limits With Respect to Frequency Performance , 2018, IEEE Transactions on Power Systems.

[37]  Y. Sood,et al.  Renewable energy sources as a new participant in ancillary service markets , 2017 .

[38]  Li Zhang,et al.  Dealing with uncertainty in dispatching and pricing in power markets , 2011, 2011 IEEE Power and Energy Society General Meeting.

[39]  Mohammad Shahidehpour,et al.  Security-Constrained Unit Commitment With Flexible Uncertainty Set for Variable Wind Power , 2017, IEEE Transactions on Sustainable Energy.

[40]  Yong Fu,et al.  A Fully Parallel Stochastic Multiarea Power System Operation Considering Large-Scale Wind Power Integration , 2018, IEEE Transactions on Sustainable Energy.

[41]  Mahmud Fotuhi-Firuzabad,et al.  Generalized Analytical Approach to Assess Reliability of Renewable-Based Energy Hubs , 2017, IEEE Transactions on Power Systems.

[42]  E. Lannoye,et al.  Evaluation of Power System Flexibility , 2012, IEEE Transactions on Power Systems.

[43]  Fast cycling and rapid start-up : new generation of plants achieves impressive results , 2022 .

[44]  Mark Rothleder,et al.  Chapter 6 – Case Study–Renewable Integration: Flexibility Requirement, Potential Overgeneration, and Frequency Response Challenges , 2017 .

[45]  Xinxin Zhu,et al.  Short-Term Spatio-Temporal Wind Power Forecast in Robust Look-ahead Power System Dispatch , 2014, IEEE Transactions on Smart Grid.

[46]  D. Flynn,et al.  Unit Commitment With Dynamic Cycling Costs , 2012, IEEE Transactions on Power Systems.

[47]  R. Margolis,et al.  Capacity Payments in Restructured Markets under Low and High Penetration Levels of Renewable Energy , 2016 .

[48]  Lion Hirth The Market Value of Variable Renewables , 2012 .

[49]  Daniel S. Kirschen,et al.  Assessing flexibility requirements in power systems , 2014 .

[50]  Yang Wang,et al.  Risk Adjustable Day-Ahead Unit Commitment With Wind Power Based on Chance Constrained Goal Programming , 2017, IEEE Transactions on Sustainable Energy.

[51]  Janet F. Barlow,et al.  Increasing thermal plant flexibility in a high renewables power system , 2015 .

[52]  Michael Milligan,et al.  Flexibility chart: Evaluation on diversity of flexibility in various areas , 2013 .

[53]  Eric Martinot,et al.  Grid Integration of Renewable Energy: Flexibility, Innovation, and Experience , 2016 .

[54]  Bri-Mathias Hodge,et al.  Analyzing the impacts of increased wind power on generation Revenue Sufficiency , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[55]  Saad Mekhilef,et al.  Inertia response and frequency control techniques for renewable energy sources: A review , 2017 .

[56]  Jinye Zhao,et al.  A Unified Framework for Defining and Measuring Flexibility in Power System , 2016, IEEE Transactions on Power Systems.

[57]  Vahan Gevorgian,et al.  Market Designs for the Primary Frequency Response Ancillary Service—Part I: Motivation and Design , 2014, IEEE Transactions on Power Systems.

[58]  Michael E. Webber,et al.  The impacts of wind and solar on grid flexibility requirements in the Electric Reliability Council of Texas , 2017 .

[59]  Yingzhong Gu,et al.  Stochastic Look-Ahead Economic Dispatch With Variable Generation Resources , 2017, IEEE Transactions on Power Systems.

[60]  Hongbin Sun,et al.  Efficient Location of Unsatisfiable Transmission Constraints in Look-Ahead Dispatch via an Enhanced Lagrangian Relaxation Framework , 2015, IEEE Transactions on Power Systems.

[61]  Jian Xu,et al.  Look-Ahead Economic Dispatch With Adjustable Confidence Interval Based on a Truncated Versatile Distribution Model for Wind Power , 2018, IEEE Transactions on Power Systems.

[62]  Gianluigi Migliavacca Advanced Technologies for Future Transmission Grids , 2013 .

[63]  D. Ohlhorst Germany’s energy transition policy between national targets and decentralized responsibilities , 2015 .

[64]  Meysam Doostizadeh,et al.  Energy and Reserve Scheduling Under Wind Power Uncertainty: An Adjustable Interval Approach , 2016, IEEE Transactions on Smart Grid.

[65]  Peter Palensky,et al.  Reserve Capability Assessment Considering Correlated Uncertainty in Microgrid , 2016, IEEE Transactions on Sustainable Energy.

[66]  Paras Mandal,et al.  Demand response for sustainable energy systems: A review, application and implementation strategy , 2015 .

[67]  Dennice F. Gayme,et al.  Grid-scale energy storage applications in renewable energy integration: A survey , 2014 .

[68]  Lion Hirth The Market Value of Variable Renewables The Effect of Solar and Wind Power Variability on their Relative Price , 2013 .

[69]  Benjamin F. Hobbs,et al.  Real-Time Markets for Flexiramp: A Stochastic Unit Commitment-Based Analysis , 2016, IEEE Transactions on Power Systems.

[70]  Arthur Henriot Economic Curtailment of Intermittent Renewable Energy Sources , 2014 .

[71]  Yonghong Chen,et al.  Development of Performance-Based Two-Part Regulating Reserve Compensation on MISO Energy and Ancillary Service Market , 2015, IEEE Transactions on Power Systems.

[72]  A. Olson,et al.  Renewable Curtailment as a Power System Flexibility Resource , 2014 .

[73]  Adam Hawkes,et al.  The future cost of electrical energy storage based on experience rates , 2017, Nature Energy.

[74]  Le Xie,et al.  A metric and market construct of inter-temporal flexibility in time-coupled economic dispatch , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[75]  Debra Lew,et al.  Accelerating the transformation of power systems Flexible Coal Evolution from Baseload to Peaking Plant , 2015 .

[76]  Farrokh Albuyeh,et al.  Grid of the future , 2009, IEEE Power and Energy Magazine.

[77]  Reza S. Abhari,et al.  Effect of increased renewables generation on operation of thermal power plants , 2016 .

[78]  A. Conejo,et al.  Decision making under uncertainty in electricity markets , 2010, 2006 IEEE Power Engineering Society General Meeting.

[79]  Mohammad Mardaneh,et al.  Securing highly penetrated wind energy systems using linearized transmission switching mechanism , 2017 .

[80]  Energy Policies of IEA Countries: Denmark 2011 , 2012 .

[81]  Yongpei Guan,et al.  A Chance-Constrained Two-Stage Stochastic Program for Unit Commitment With Uncertain Wind Power Output , 2012 .

[82]  G. Brunekreeft,et al.  How to deal with negative power price spikes?--Flexible voluntary curtailment agreements for large-scale integration of wind , 2010 .

[83]  P. B. Eriksen,et al.  Wind and solar energy curtailment: A review of international experience , 2016 .

[84]  E. Ela,et al.  Alternative Approaches for Incentivizing the Frequency Responsive Reserve Ancillary Service , 2012 .

[85]  Thomas Hamacher,et al.  Integration of wind and solar power in Europe: Assessment of flexibility requirements , 2014 .

[86]  Mark Z. Jacobson,et al.  Flexibility mechanisms and pathways to a highly renewable US electricity future , 2016 .

[87]  M. Saguan,et al.  Large-scale wind power in European electricity markets: Time for revisiting support schemes and market designs? , 2010 .

[88]  Qianfan Wang,et al.  A chance-constrained two-stage stochastic program for unit commitment with uncertain wind power output , 2012, 2012 IEEE Power and Energy Society General Meeting.

[89]  Gabriela Hug,et al.  Risk-Limiting Economic Dispatch for Electricity Markets With Flexible Ramping Products , 2016, IEEE Transactions on Power Systems.

[90]  Wei Tian,et al.  Chance-Constrained Day-Ahead Scheduling in Stochastic Power System Operation , 2014, IEEE Transactions on Power Systems.

[91]  THE AGENCY FOR THE COOPERATION OF ENERGY REGULATORS reports on: CAPACITY REMUNERATION MECHANISMS AND THE INTERNAL MARKET FOR ELECTRICITY , 2017 .

[92]  Xu Andy Sun,et al.  Adaptive Robust Optimization for the Security Constrained Unit Commitment Problem , 2013, IEEE Transactions on Power Systems.

[93]  Zechun Hu,et al.  Chance-Constrained Two-Stage Unit Commitment Under Uncertain Load and Wind Power Output Using Bilinear Benders Decomposition , 2016, IEEE Transactions on Power Systems.

[94]  Behnam Zakeri Integration of variable renewable energy in national and international energy systems: modelling and assessment of flexibility requirements , 2016 .

[95]  William D'haeseleer,et al.  Long-term cycling costs in short-term unit commitment models , 2016, 2016 13th International Conference on the European Energy Market (EEM).

[96]  Yingzhong Gu,et al.  Early Detection and Optimal Corrective Measures of Power System Insecurity in Enhanced Look-Ahead Dispatch , 2013, IEEE Transactions on Power Systems.

[97]  Yongpei Guan,et al.  Data-Driven Stochastic Unit Commitment for Integrating Wind Generation , 2016, IEEE Transactions on Power Systems.

[98]  Vittal S. Rao,et al.  Frequency responsive services by wind generation resources in United States , 2016 .

[99]  C. Gerbaulet,et al.  Wind Providing Balancing Reserves: An Application to the German Electricity System of 2025 , 2017 .

[100]  Congcong Wang,et al.  Ramp Requirement Design for Reliable and Efficient Integration of Renewable Energy , 2017, IEEE Transactions on Power Systems.

[101]  Machteld van den Broek,et al.  Operational flexibility and economics of power plants in future low-carbon power systems , 2015 .

[102]  Masood Parvania,et al.  Stochastic Transmission Impedance Control for Enhanced Wind Energy Integration , 2018, IEEE Transactions on Sustainable Energy.

[103]  Nivad Navid,et al.  Market Solutions for Managing Ramp Flexibility With High Penetration of Renewable Resource , 2012, IEEE Transactions on Sustainable Energy.

[104]  Abdullah Abusorrah,et al.  Reliability-Based Optimal Planning of Electricity and Natural Gas Interconnections for Multiple Energy Hubs , 2017, IEEE Transactions on Smart Grid.

[105]  Christoph M. Flath,et al.  Quantifying load flexibility of electric vehicles for renewable energy integration , 2015 .

[106]  Ross Baldick,et al.  Design of Efficient Generation Markets , 2005, Proceedings of the IEEE.

[107]  Anthony Papavasiliou,et al.  Applying High Performance Computing to Transmission-Constrained Stochastic Unit Commitment for Renewable Energy Integration , 2015, IEEE Transactions on Power Systems.

[108]  S. Amrouche,et al.  Overview of energy storage in renewable energy systems , 2015, 2015 3rd International Renewable and Sustainable Energy Conference (IRSEC).

[109]  Lei Wu,et al.  Robust SCUC Considering Continuous/Discrete Uncertainties and Quick-Start Units: A Two-Stage Robust Optimization With Mixed-Integer Recourse , 2016, IEEE Transactions on Power Systems.

[110]  C. Weber,et al.  Efficient Storage Capacity in Power Systems with Thermal and Renewable Generation , 2011 .

[111]  James D. McCalley,et al.  Dispatching intermittent wind resources for ancillary services via wind control and its impact on power system economics , 2014 .

[112]  Javier Contreras,et al.  A Chance-Constrained Unit Commitment With an $n-K$ Security Criterion and Significant Wind Generation , 2013, IEEE Transactions on Power Systems.

[113]  Leigh Tesfatsion,et al.  Market provision of flexible energy/reserve contracts: Optimization formulation , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[114]  Nuntiya Chaiyabut,et al.  Optimal spinning reserve for wind power uncertainty by unit commitment with EENS constraint , 2014, ISGT 2014.

[115]  Mark Rothleder,et al.  Case Study–Renewable Integration: Flexibility Requirement, Potential Overgeneration, and Frequency Response Challenges , 2014 .

[116]  Gerard Doorman,et al.  An analysis of design options for markets for cross-border balancing of electricity , 2013 .

[117]  Pierluigi Mancarella,et al.  A critical review of Real Options thinking for valuing investment flexibility in Smart Grids and low carbon energy systems , 2016 .

[118]  Zuyi Li,et al.  Robust Integration of High-Level Dispatchable Renewables in Power System Operation , 2015, IEEE Transactions on Sustainable Energy.

[119]  Geert Deconinck,et al.  Demand response flexibility and flexibility potential of residential smart appliances: Experiences from large pilot test in Belgium , 2015 .

[120]  Alan F. Townsend,et al.  A guide to operational impact analysis of variable renewables : application to the Philippines , 2013 .

[121]  M. Laughton,et al.  Economics of Renewable Energy Sources , 1990 .

[122]  Tom Brijs,et al.  Statistical analysis of negative prices in European balancing markets , 2015 .

[123]  H. Rogner,et al.  Incorporating flexibility requirements into long-term energy system models – A case study on high levels of renewable electricity penetration in Ireland , 2014 .

[124]  Jianhui Wang,et al.  Stochastic Optimization for Unit Commitment—A Review , 2015, IEEE Transactions on Power Systems.

[125]  Jean-Michel Glachant,et al.  Melting-pots and salad bowls: The current debate on electricity market design for integration of intermittent RES , 2013 .

[126]  Arne Olson,et al.  REFLEX: An Adapted Production Simulation Methodology for Flexible Capacity Planning , 2015, IEEE Transactions on Power Systems.

[127]  Paul Denholm,et al.  Grid Integration and the Carrying Capacity of the U.S. Grid to Incorporate Variable Renewable Energy , 2015 .

[128]  Peter Lund,et al.  Review of energy system flexibility measures to enable high levels of variable renewable electricity , 2015 .

[129]  Hongxing Ye,et al.  Robust Security-Constrained Unit Commitment and Dispatch With Recourse Cost Requirement , 2016, IEEE Transactions on Power Systems.

[130]  Xinyuan Liu,et al.  Grid-side flexibility of power systems in integrating large-scale renewable generations: A critical review on concepts, formulations and solution approaches , 2018, Renewable and Sustainable Energy Reviews.

[131]  Hongbin Sun,et al.  Wind Power Providing Flexible Ramp Product , 2017, IEEE Transactions on Power Systems.

[132]  Dalia Patino-Echeverri,et al.  Assessing environmental, economic, and reliability impacts of flexible ramp products in MISO's electricity market , 2018 .

[133]  Shengwei Mei,et al.  Participation of an Energy Hub in Electricity and Heat Distribution Markets: An MPEC Approach , 2019, IEEE Transactions on Smart Grid.

[134]  N. Menemenlis,et al.  Thoughts on power system flexibility quantification for the short-term horizon , 2011, 2011 IEEE Power and Energy Society General Meeting.

[135]  Erik Ela,et al.  Wholesale electricity market design with increasing levels of renewable generation: Incentivizing flexibility in system operations , 2016 .

[136]  Nikolaos E. Koltsaklis,et al.  A multi-period, multi-regional generation expansion planning model incorporating unit commitment constraints , 2015 .

[137]  B. Speer,et al.  Role of Smart Grids in Integrating Renewable Energy , 2015 .

[138]  Meysam Doostizadeh,et al.  Multi-area market clearing in wind-integrated interconnected power systems: A fast parallel decentralized method , 2016 .

[139]  Michael C. Georgiadis,et al.  A mid-term, market-based power systems planning model , 2016 .

[140]  Xiao-Ping Zhang,et al.  A Solution to the Chance-Constrained Two-Stage Stochastic Program for Unit Commitment With Wind Energy Integration , 2016, IEEE Transactions on Power Systems.

[141]  Hannele Holttinen,et al.  The Flexibility Workout: Managing Variable Resources and Assessing the Need for Power System Modification , 2013, IEEE Power and Energy Magazine.

[142]  R. Belhomme,et al.  Evaluating and planning flexibility in sustainable power systems , 2013, 2013 IEEE Power & Energy Society General Meeting.

[143]  Christoph Goebel,et al.  The effect of PV siting on power system flexibility needs , 2016 .

[144]  Brian B. Johnson,et al.  Achieving a 100% Renewable Grid: Operating Electric Power Systems with Extremely High Levels of Variable Renewable Energy , 2017, IEEE Power and Energy Magazine.

[145]  Jie Zhang,et al.  Wind power ramping product for increasing power system flexibility , 2016, 2016 IEEE/PES Transmission and Distribution Conference and Exposition (T&D).

[146]  Yongpei Guan,et al.  Stochastic Unit Commitment With Uncertain Demand Response , 2013, IEEE Transactions on Power Systems.

[147]  Mark Z. Jacobson,et al.  Features of a fully renewable US electricity system: Optimized mixes of wind and solar PV and transmission grid extensions , 2014, 1402.2833.

[148]  Benjamin Bayer Current Practice and Thinking with Integrating Demand Response for Power System Flexibility in the Electricity Markets in the USA and Germany , 2015 .

[149]  J. Glachant,et al.  Well-functioning balancing markets: A prerequisite for wind power integration , 2010 .

[150]  J. Torriti,et al.  Privatisation and cross-border electricity trade: From internal market to European Supergrid? , 2014 .

[151]  Zhi Zhou,et al.  Survey of U.S. Ancillary Services Markets , 2016 .

[152]  M. Rothleder,et al.  Enhanced system reliability using flexible ramp constraint in CAISO market , 2012, 2012 IEEE Power and Energy Society General Meeting.

[153]  P. Lund,et al.  Improved flexibility with large-scale variable renewable power in cities through optimal demand side management and power-to-heat conversion , 2016 .

[154]  Paul Denholm,et al.  Revenue Sufficiency and Reliability in a Zero Marginal Cost Future: Preprint , 2016 .

[155]  Ioannis P. Panapakidis,et al.  Impact of the penetration of renewables on flexibility needs , 2017 .

[156]  Cesar A. Silva-Monroy,et al.  A comparison of policies on the participation of storage in U.S. frequency regulation markets , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[157]  S. K. Soonee,et al.  Flexibility in 21st Century Power Systems , 2014 .

[158]  A. Bakirtzis,et al.  Medium-Term Unit Commitment in a pool market , 2011, 2011 8th International Conference on the European Energy Market (EEM).

[159]  Graeme Hawker,et al.  Electricity security in the European Union - the conflict between national Capacity Mechanisms and the Single Market , 2017 .

[160]  Tom Brijs,et al.  Interactions between the design of short-term electricity markets in the CWE region and power system flexibility , 2017 .

[161]  Bri-Mathias Hodge,et al.  Reserve Estimation in Renewable Integration Studies , 2017 .

[162]  Ruiwei Jiang,et al.  Robust Unit Commitment With Wind Power and Pumped Storage Hydro , 2012, IEEE Transactions on Power Systems.

[163]  Ning Lu,et al.  Design of a New Primary Frequency Control Market for Hosting Frequency Response Reserve Offers From Both Generators and Loads , 2018, IEEE Transactions on Smart Grid.

[164]  G. Luderer,et al.  System LCOE: What are the Costs of Variable Renewables? , 2013 .

[165]  Zhen Wang,et al.  A New Frequency Regulation Strategy for Photovoltaic Systems Without Energy Storage , 2013, IEEE Transactions on Sustainable Energy.

[166]  Benjamin F. Hobbs,et al.  A flexible ramping product: Can it help real-time dispatch markets approach the stochastic dispatch ideal? , 2014 .

[167]  Kazuyuki Tanaka,et al.  Novel Dynamic Voltage Support Capability of Photovoltaic Systems for Improvement of Short-Term Voltage Stability in Power Systems , 2017, IEEE Transactions on Power Systems.

[168]  Ali Ahmadi-Khatir,et al.  Multi-Area Unit Scheduling and Reserve Allocation Under Wind Power Uncertainty , 2014, IEEE Transactions on Power Systems.

[169]  K. Clark,et al.  Frequency responsive wind plant controls: Impacts on grid performance , 2011, 2011 IEEE Power and Energy Society General Meeting.

[170]  Ernst Worrell,et al.  Identifying barriers to large-scale integration of variable renewable electricity into the electricity market : A literature review of market design , 2018 .

[171]  Benjamin F. Hobbs,et al.  The Evolution of the Market: Designing a Market for High Levels of Variable Generation , 2015, IEEE Power and Energy Magazine.

[172]  B. Hobbs,et al.  Price-Based Unit Commitment Electricity Storage Arbitrage with Piecewise Linear Price-Effects , 2016 .

[173]  Shengwei Mei,et al.  Robust Coordinated Transmission and Generation Expansion Planning Considering Ramping Requirements and Construction Periods , 2016, IEEE Transactions on Power Systems.

[174]  Matthias A. Bucher,et al.  Managing Flexibility in Multi-Area Power Systems , 2014, IEEE Transactions on Power Systems.