Analytic time series load flow

Load flow analysis is an essential part of system operation and planning. Up to now, load flow can be categorized as deterministic and probabilistic. In the deterministic load flow, the generations and loads are fixed. However, the state variables of power systems have uncertain nature due to the random load variations and stochastic distributed generations. In this regard, the probabilistic load flow (PLF) is implemented. The inputs of PLF are probability density functions (PDFs) of buses powers and the outputs are PDFs of system states. Therefore, the relation between the system variables over the time will be lost. To overcome this issue, analytic time series load flow (analytic TLF) is introduced in this work. TLF considers the effect of time synchronization and correlation between different loads in the network. Auto regressive moving average (ARMA) models are used to model the time varying loads and generations. The inputs in analytic TLF are ARMA model parameters of active and reactive powers of load buses and the active power of generation buses. The outputs are ARMA parameters of the voltage magnitude and phase of load buses as well as voltage phase of generation buses. The performance of the proposed analytic TLF is evaluated using several examples.

[1]  R. Billinton,et al.  Probabilistic Power Flow Analysis Based on the Stochastic Response Surface Method , 2016, IEEE Transactions on Power Systems.

[2]  H. H. Happ,et al.  Power Flow Solution by Impedance Matrix Iterative Method , 1963 .

[3]  M. Stein Large sample properties of simulations using latin hypercube sampling , 1987 .

[4]  Antonello Monti,et al.  Dimension-Adaptive Sparse Grid Interpolation for Uncertainty Quantification in Modern Power Systems: Probabilistic Power Flow , 2016, IEEE Transactions on Power Systems.

[5]  Vivekananda Mukherjee,et al.  An improved load flow technique based on load current injection for modern distribution system , 2017 .

[6]  Yue Yuan,et al.  Probabilistic load flow computation of a power system containing wind farms using the method of combined cumulants and Gram-Charlier expansion , 2011 .

[7]  William F. Tinney,et al.  Power Flow Solution by Newton's Method , 1967 .

[8]  Andrés Feijóo,et al.  An analytical method to solve the probabilistic load flow considering load demand correlation using the DC load flow , 2014 .

[9]  Masoud Rashidinejad,et al.  Probabilistic optimal power flow in correlated hybrid wind-PV power systems: A review and a new approach , 2015 .

[10]  V. Vittal,et al.  Probabilistic Power Flow Studies for Transmission Systems With Photovoltaic Generation Using Cumulants , 2012, IEEE Transactions on Power Systems.

[11]  Mariano Giuseppe Ippolito,et al.  A backward sweep method for power flow solution in distribution networks , 2010 .

[12]  Haidar Samet,et al.  Evaluation of digital metering methods used in protection and reactive power compensation of micro-grids , 2016 .

[13]  Haidar Samet,et al.  A wide nonlinear analysis of reactive power time series related to electric arc furnaces , 2012 .

[14]  Gary W. Chang,et al.  Power System Analysis , 1994 .

[15]  R. Berg,et al.  Mechanized Calculation of Unbalanced Load Flow on Radial Distribution Circuits , 1967 .

[16]  H. Hong An efficient point estimate method for probabilistic analysis , 1998 .

[17]  Guido Carpinelli,et al.  Multi-linear Monte Carlo simulation method for probabilistic load flow of distribution systems with wind and photovoltaic generation systems , 2015 .

[18]  K. Tomsovic,et al.  Slack bus treatment in load flow solutions with uncertain nodal powers , 2004, 2004 International Conference on Probabilistic Methods Applied to Power Systems.

[19]  S.T. Lee,et al.  Probabilistic load flow computation using the method of combined cumulants and Gram-Charlier expansion , 2004, IEEE Transactions on Power Systems.

[20]  Mohammad Hassan Moradi,et al.  Power flow analysis in islanded Micro-Grids via modeling different operational modes of DGs: A review and a new approach , 2017 .

[21]  Haidar Samet,et al.  Employing stochastic models for prediction of arc furnace reactive power to improve compensator performance , 2008 .

[22]  Debashisha Jena,et al.  Cumulant-based correlated probabilistic load flow considering photovoltaic generation and electric vehicle charging demand , 2017 .

[23]  Z. Hu,et al.  A probabilistic load flow method considering branch outages , 2006, IEEE Transactions on Power Systems.

[24]  Teymoor Ghanbari,et al.  Improvement of reactive power calculation in electric arc furnaces utilising Kalman filter , 2017 .

[25]  Slobodan T. Despotovic,et al.  A Rapid and Reliable Method for Solving Load Flow Problems , 1971 .

[26]  Donald L. Iglehart,et al.  Importance sampling for stochastic simulations , 1989 .

[27]  Haidar Samet,et al.  New reactive power calculation method for electric arc furnaces , 2016 .

[28]  O. Malik,et al.  Load-Flow Solutions for Ill-Conditioned Power Systems by a Newton-Like Method , 1982, IEEE Transactions on Power Apparatus and Systems.

[29]  Mohammed H. Haque,et al.  Load flow solution of distribution systems with voltage dependent load models , 1996 .

[30]  Daniel Tylavsky,et al.  A nondiverging polar-form Newton-based power flow , 1988 .

[31]  Wolf-Peter Schill,et al.  Start-up costs of thermal power plants in markets with increasing shares of variable renewable generation , 2017, Nature Energy.

[32]  Neeraj Gupta Probabilistic load flow with detailed wind generator models considering correlated wind generation and correlated loads , 2016 .

[33]  Tsai-Hsiang Chen,et al.  Loop frame of reference based three-phase power flow for unbalanced radial distribution systems , 2010 .

[34]  D. R. Hayes,et al.  A Rapid Digital Computer Solution for Power System Network Load-Flow , 1971 .

[35]  J. G. Vlachogiannis,et al.  Fuzzy logic application in load flow studies , 2001 .

[36]  Shahram Montaser Kouhsari,et al.  An efficient approach to handle the problem of load flow divergence in phasor based simulators , 2016, Simul. Model. Pract. Theory.

[37]  A. Brameller,et al.  Some improved methods for digital network analysis , 1962 .

[38]  S. Iwamoto,et al.  A Fast Load Flow Method Retaining Nonlinearity , 1978, IEEE Transactions on Power Apparatus and Systems.

[39]  S. Herraiz,et al.  Review of harmonic load flow formulations , 2003 .

[40]  Ronald N. Allan,et al.  Probabilistic a.c. load flow , 1976 .

[41]  Haidar Samet,et al.  Enhancement of SVC performance in flicker mitigation of wind farms , 2017 .

[42]  Hantao Cui,et al.  Probabilistic load flow considering correlations of input variables following arbitrary distributions , 2016 .

[43]  G. Valverde,et al.  Probabilistic load flow with non-Gaussian correlated random variables using Gaussian mixture models , 2012 .

[44]  Haozhong Cheng,et al.  Probabilistic power flow calculation using the Johnson system and Sobol's quasi-random numbers , 2016 .

[45]  J. M. Undrill,et al.  Modified Nodal Iterative Load Flow Algorithm to Handle Series Capacitive Branches , 1973 .

[46]  Madeleine Gibescu,et al.  Gaussian Mixture Based Probabilistic Load Flow For LV-Network Planning , 2017, IEEE Transactions on Power Systems.

[47]  B. Stott,et al.  Review of load-flow calculation methods , 1974 .

[48]  G. W. Stagg,et al.  Automatic Calculation of Load Flows , 1957, Transactions of the American Institute of Electrical Engineers. Part III: Power Apparatus and Systems.

[49]  J. Morales,et al.  Point Estimate Schemes to Solve the Probabilistic Power Flow , 2007, IEEE Transactions on Power Systems.

[50]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1971 .

[51]  Zheng Yan,et al.  Probabilistic load flow evaluation considering correlated input random variables , 2016 .

[52]  Chan-Nan Lu,et al.  Distribution Feeder Scheduling Considering Variable Load Profile and Outage Costs , 2009, IEEE Transactions on Power Systems.

[53]  M. A. Moreno Lopez de Saa,et al.  Three-phase harmonic load flow in frequency and time domains , 2003 .

[54]  Julio Usaola Probabilistic load flow with wind production uncertainty using cumulants and Cornish–Fisher expansion , 2009 .

[55]  E. A. Belati,et al.  Linearized AC Load Flow Applied to Analysis in Electric Power Systems , 2016, IEEE Latin America Transactions.

[56]  Kit Po Wong,et al.  Probabilistic load flow computation using first-order second-moment method , 2012, PES 2012.

[57]  Mohammad Mohammadi,et al.  Probabilistic harmonic load flow using an improved kernel density estimator , 2016 .

[58]  A. Conejo,et al.  Calculation of Measurement Correlations Using Point Estimate , 2010, IEEE Transactions on Power Delivery.

[59]  Anjan Bose,et al.  A modification to the fast decoupled power flow for networks with high R/X ratios , 1988 .

[60]  Peiyuan Chen Stochastic Modeling and Analysis of Power System with Renewable Generation , 2010 .

[61]  Haidar Samet,et al.  Generalised Cassie–Mayr electric arc furnace models , 2016 .

[62]  Tsai-Hsiang Chen,et al.  Distribution system power flow analysis-a rigid approach , 1991 .

[63]  S. D. Varwandkar,et al.  Direct determination of load flow quantities from PQ injections: A new formulation , 2017 .

[64]  A. Testa,et al.  Some considerations on the iterative harmonic analysis convergence , 1992 .

[65]  Adam Semlyen,et al.  Efficient load flow for large weakly meshed networks , 1990 .

[66]  Y. Tamura,et al.  A Load Flow Calculation Method for Ill-Conditioned Power Systems , 1981, IEEE Transactions on Power Apparatus and Systems.

[67]  Yonghua Song,et al.  Probabilistic Load Flow Based on Generalized Polynomial Chaos , 2017, IEEE Transactions on Power Systems.

[68]  Jean Mahseredjian,et al.  Load flow calculations in distribution systems with distributed resources. A review , 2011, 2011 IEEE Power and Energy Society General Meeting.

[69]  G.P. Harrison,et al.  Applying Time Series to Power Flow Analysis in Networks With High Wind Penetration , 2007, IEEE Transactions on Power Systems.

[70]  Xiuchen Jiang,et al.  Probabilistic load flow calculation using cumulants and multiple integrals , 2016 .

[71]  Surajit Chattopadhyay,et al.  Electric Power Quality , 2011 .

[72]  Ulas Eminoglu,et al.  Distribution Systems Forward/Backward Sweep-based Power Flow Algorithms: A Review and Comparison Study , 2008 .

[73]  Debashisha Jena,et al.  A critical review on probabilistic load flow studies in uncertainty constrained power systems with photovoltaic generation and a new approach , 2017 .

[74]  J. Teng,et al.  Three-phase unbalanced distribution power flow solutions with minimum data preparation , 1999 .

[75]  Robert H. Lasseter,et al.  A study of nonlinear harmonic interaction between a single phase line-commutated converter and a power system , 1994 .

[76]  William F. Tinney,et al.  Iterative Linear AC Power Flow Solution for Fast Approximate Outage Studies , 1972 .

[77]  Debashisha Jena,et al.  Combined cumulant and Gaussian mixture approximation for correlated probabilistic load flow studies: a new approach , 2016 .

[78]  Wenchuan Wu,et al.  Correlated probabilistic load flow using a point estimate method with Nataf transformation , 2015 .

[79]  Haidar Samet,et al.  A new hybrid Modified Firefly Algorithm and Support Vector Regression model for accurate Short Term Load Forecasting , 2014, Expert Syst. Appl..

[80]  Chun-Lien Su,et al.  Probabilistic load-flow computation using point estimate method , 2005 .

[81]  Teymoor Ghanbari,et al.  Comprehensive Study on Different Possible Operations of Multiple Grid Connected Microgrids , 2018, IEEE Transactions on Smart Grid.

[82]  S. Janković,et al.  Application of combined Newton–Raphson method to large load flow models , 2015 .

[83]  M. Fotuhi-Firuzabad,et al.  Probabilistic Load Flow in Correlated Uncertain Environment Using Unscented Transformation , 2012, IEEE Transactions on Power Systems.

[84]  Barbara Borkowska,et al.  Probabilistic Load Flow , 1974 .

[85]  Shouxiang Wang,et al.  Multiple stochastic correlations modeling for microgrid reliability and economic evaluation using pair-copula function , 2016 .

[86]  W. Tinney,et al.  Digital Solutions for Large Power Networks , 1957, Transactions of the American Institute of Electrical Engineers. Part III: Power Apparatus and Systems.

[87]  J. Teng A modified Gauss–Seidel algorithm of three-phase power flow analysis in distribution networks , 2002 .

[88]  M.S. Sachdev,et al.  A second order load flow technique , 1977, IEEE Transactions on Power Apparatus and Systems.

[89]  C. Delgado,et al.  Point estimate method for probabilistic load flow of an unbalanced power distribution system with correlated wind and solar sources , 2014 .

[90]  Ahad Kazemi,et al.  A novel slack bus‐free load flow method for dc microgrids and distribution systems with dc‐bus signaling control methods , 2015 .

[91]  J. P. Tamby,et al.  Q'HARM-a harmonic power-flow program for small power systems , 1988 .

[92]  Bijay Ketan Panigrahi,et al.  Unified boundary and probabilistic power flow , 2014 .

[93]  D. Das A fuzzy multiobjective approach for network reconfiguration of distribution systems , 2006, IEEE Transactions on Power Delivery.

[94]  Ronald N. Allan,et al.  Probabilistic techniques in AC load flow analysis , 1977 .

[95]  Mahmoud-Reza Haghifam,et al.  A new approach for load flow calculation in AC/DC distribution networks considering the control strategies of different converters , 2016 .

[96]  Xue Li,et al.  Probabilistic optimal power flow for power systems considering wind uncertainty and load correlation , 2015, Neurocomputing.

[97]  A. Shahriari,et al.  Critical Reviews of Load Flow Methods for Well, Ill and Unsolvable Condition , 2012 .

[98]  Om P. Malik,et al.  Electric Distribution Systems , 2012 .

[99]  J. Arrillaga,et al.  Three Phase Transmission System Modelling for Harmonic Penetration Studies , 1984, IEEE Power Engineering Review.

[100]  Jacquelien M. A. Scherpen,et al.  Distributed Control of the Power Supply-Demand Balance , 2013, IEEE Transactions on Smart Grid.

[101]  Venkataramana Ajjarapu,et al.  The continuation power flow: a tool for steady state voltage stability analysis , 1991 .

[102]  Reza Taghavi,et al.  Stochastic reactive power dispatch in hybrid power system with intermittent wind power generation , 2015 .

[103]  D. Shirmohammadi,et al.  A compensation-based power flow method for weakly meshed distribution and transmission networks , 1988 .

[104]  D. Shirmohammadi,et al.  A three-phase power flow method for real-time distribution system analysis , 1995 .

[105]  K. Ravindra,et al.  Power Loss Minimization in Distribution System Using Network Reconfiguration in the Presence of Distributed Generation , 2013, IEEE Transactions on Power Systems.

[106]  Haidar Samet,et al.  Updating stochastic model coefficients for prediction of arc furnace reactive power , 2009 .

[107]  H. Chiang A decoupled load flow method for distribution power networks: algorithms, analysis and convergence study , 1991 .

[108]  Hazlie Mokhlis,et al.  Fast and accurate second order load flow method based on fixed Jacobian matrix , 2015, Appl. Math. Comput..

[109]  Mohammad Abedini A novel algorithm for load flow analysis in island microgrids using an improved evolutionary algorithm , 2016 .

[110]  Tharam S. Dillon,et al.  Stochastic power flow using cumulants and Von Mises functions , 1986 .

[111]  Abhijit R. Abhyankar,et al.  Agent-based decentralised load flow computation for smart management of distribution system , 2017 .

[112]  W. El-Khattam,et al.  Investigating distributed generation systems performance using Monte Carlo simulation , 2006, IEEE Transactions on Power Systems.

[113]  P. S. Nagendra Rao,et al.  A modified Newton–Raphson load flow scheme for directly including generator reactive power limits using complementarity framework , 2014 .

[114]  Roy Billinton,et al.  Bibliography on power system probabilistic analysis (1962-88) , 1990 .

[115]  James E. Van Ness,et al.  Iteration Methods for Digital Load Flow Studies , 1959 .

[116]  A. Abul'Wafa A network-topology-based load flow for radial distribution networks with composite and exponential load , 2012 .

[117]  Ramesh C. Bansal,et al.  Probabilistic load flow for distribution systems with uncertain PV generation , 2016 .

[118]  Ali Elrayyah,et al.  A Novel Load-Flow Analysis for Stable and Optimized Microgrid Operation , 2014, IEEE Transactions on Power Delivery.

[119]  Carlos A. Castro,et al.  Continuation fast decoupled power flow with secant predictor , 2003 .

[120]  Brian Stott,et al.  Decoupled Newton Load Flow , 1972 .

[121]  Art B. Owen,et al.  Latin supercube sampling for very high-dimensional simulations , 1998, TOMC.

[122]  Bin Zou,et al.  Probabilistic load flow computation using univariate dimension reduction method , 2014 .

[123]  Klemens Böhm,et al.  A time-series compression technique and its application to the smart grid , 2014, The VLDB Journal.

[124]  Vivekananda Mukherjee,et al.  A fast and efficient load flow technique for unbalanced distribution system , 2017 .

[125]  Catalina Gomez-Quiles,et al.  Factorized Load Flow , 2013, IEEE Transactions on Power Systems.

[126]  J. Teng,et al.  Three-phase distribution network fast-decoupled power flow solutions , 2000 .

[127]  R. Yacamini,et al.  Comprehensive calculation of convertor harmonics with system impedances and control representation , 1986 .

[128]  Haidar Samet,et al.  Enhancement of electric arc furnace reactive power compensation using Grey–Markov prediction method , 2014 .

[129]  R. M. Ciric,et al.  Power flow in four-wire distribution networks-general approach , 2003 .

[130]  G. Ratta,et al.  Harmonic load-flow approach based on the possibility theory , 2011 .

[131]  J.H. Zhang,et al.  Probabilistic Load Flow Evaluation With Hybrid Latin Hypercube Sampling and Cholesky Decomposition , 2009, IEEE Transactions on Power Systems.

[132]  Behnam Mohammadi-Ivatloo,et al.  Probabilistic multi-objective optimal power flow considering correlated wind power and load uncertainties , 2016 .

[133]  G. T. Heydt,et al.  Harmonic Power Flow Studies, Part I???Formulation and Solution , 1982, IEEE Power Engineering Review.

[134]  C. Cañizares,et al.  Probabilistic Optimal Power Flow in Electricity Markets Based on a Two-Point Estimate Method , 2006, IEEE Transactions on Power Systems.

[135]  J. A. Treece,et al.  Bootstrap Gauss-Seidel load flow , 1969 .

[136]  Mehrdad Tarafdar Hagh,et al.  A hybrid Improved Quantum-behaved Particle Swarm Optimization-Simplex method (IQPSOS) to solve power system load flow problems , 2014, Appl. Soft Comput..

[137]  James E. Van Ness,et al.  Elimination Methods for Load-Flow Studies , 1961, Transactions of the American Institute of Electrical Engineers. Part III: Power Apparatus and Systems.

[138]  J. H. Teng,et al.  A Novel and Fast Three-Phase Load Flow for Unbalanced Radial Distribution Systems , 2002, IEEE Power Engineering Review.

[139]  Antonio J. Conejo,et al.  Probabilistic power flow with correlated wind sources , 2010 .

[140]  B. Bak-Jensen,et al.  Probabilistic load flow: A review , 2008, 2008 Third International Conference on Electric Utility Deregulation and Restructuring and Power Technologies.

[141]  Faa-Jeng Lin,et al.  Taguchi method-based probabilistic load flow studies considering uncertain renewables and loads , 2016 .

[142]  K. S. Li Point-Estimate Method for Calculating Statistical Moments , 1992 .

[143]  Shihong Miao,et al.  Three-phase probabilistic load flow for power system with correlated wind, photovoltaic and load , 2016 .

[144]  Amin Kargarian,et al.  Parzen Window Density Estimator-Based Probabilistic Power Flow With Correlated Uncertainties , 2016, IEEE Transactions on Sustainable Energy.

[145]  Dongyuan Shi,et al.  Probabilistic load flow with correlated input random variables using uniform design sampling , 2014 .

[146]  Aly A. Mahmoud,et al.  A Method for Analyzing Harmonic Distribution in A.C. Power Systems , 1982, IEEE Power Engineering Review.

[147]  J. B. Ward,et al.  Digital Computer Solution of Power-Flow Problems [includes discussion] , 1956, Transactions of the American Institute of Electrical Engineers. Part III: Power Apparatus and Systems.

[148]  Franz Franchetti,et al.  A Quasi-Monte Carlo approach for radial distribution system probabilistic load flow , 2013, 2013 IEEE PES Innovative Smart Grid Technologies Conference (ISGT).

[149]  Haidar Samet,et al.  Quantizing the deterministic nonlinearity in wind speed time series , 2014 .

[150]  J. Usaola Probabilistic load flow in systems with wind generation , 2009 .

[151]  Ebrahim Farjah,et al.  A dynamic, nonlinear and time‐varying model for electric arc furnace , 2015 .

[152]  Emilio Rosenblueth,et al.  Two-point estimates in probabilities , 1981 .

[153]  Ronald N. Allan,et al.  Probabilistic analysis of power flows , 1974 .

[154]  C. Crawford,et al.  Probabilistic Load Flow Modeling Comparing Maximum Entropy and Gram-Charlier Probability Density Function Reconstructions , 2013, IEEE Transactions on Power Systems.

[155]  Lingfeng Wang,et al.  Autonomous Appliance Scheduling for Household Energy Management , 2014, IEEE Transactions on Smart Grid.

[156]  Whei-Min Lin,et al.  Multiple-frequency three-phase load flow for harmonic analysis , 2004 .

[157]  Hong Liu,et al.  Probabilistic load flow analysis of active distribution network adopting improved sequence operation methodology , 2017 .

[158]  J. G. Mayordomo,et al.  Harmonic power flow for unbalanced systems , 1993 .

[159]  I. Archundia-Aranda,et al.  Harmonic load flow method for radial distribution networks , 2010, Proceedings of 14th International Conference on Harmonics and Quality of Power - ICHQP 2010.

[160]  G. Heydt,et al.  Harmonic Power Flow Studies - Part II Implementation and Practical Application , 1982, IEEE Transactions on Power Apparatus and Systems.

[161]  K. Tomsovic,et al.  Adaptive Power Flow Method for Distribution Systems with Dispersed Generation , 2002, IEEE Power Engineering Review.