Comparable investigation of backtracking search algorithm in automatic generation control for two area reheat interconnected thermal power system

Display Omitted Comparison of BSA and FFA for their performance in tuning AGC controller.Tuning of controllers with new objective functions from ACE signals of model.Sensitivity analysis of tuned controller for change in system parameter is computed.Statistical comparison of responses for AGC controllers tuned by BSA, FFA, PSO, GA. This paper concentrates on the validation of metaheuristic algorithms like backtracking search optimization algorithm (BSA) and fruit fly optimization algorithm (FFA) for tuning a optimal PID controller for automatic generation control. For this purpose, a two area reheat interconnected thermal system with nonlinearities like generator rate constant (GRC), deadband and time delay are considered. The proposed work is implemented using MATLAB Simulink for various load conditions with objective functions for metaheuristic algorithms capturing signals from various positions of proposed model. The results obtained using two algorithms are compared and explored.

[1]  Olle I. Elgerd,et al.  Electric Energy Systems Theory: An Introduction , 1972 .

[2]  S. P. Ghoshal,et al.  Application of GA/GA-SA based fuzzy automatic generation control of a multi-area thermal generating system , 2004 .

[3]  Prakash Kumar Hota,et al.  Comparative performance analysis of fruit fly optimisation algorithm for multi-area multi-source automatic generation control under deregulated environment , 2015 .

[4]  Ralph K. Cavin,et al.  An Optimal Linear Systems Approach to Load-Frequency Control , 1971 .

[5]  S. C. Tripathy,et al.  Effect of superconducting magnetic energy storage on automatic generation control considering governor deadband and boiler dynamics , 1992 .

[6]  Nathan Cohn,et al.  Some Aspects of Tie-Line Bias Control on Interconnected Power Systems [includes discussion] , 1956, Transactions of the American Institute of Electrical Engineers. Part III: Power Apparatus and Systems.

[7]  Nasrudin Abd Rahim,et al.  Solving non-convex economic dispatch problem via backtracking search algorithm , 2014 .

[8]  Oscar Castillo,et al.  A new approach for dynamic fuzzy logic parameter tuning in Ant Colony Optimization and its application in fuzzy control of a mobile robot , 2015, Appl. Soft Comput..

[9]  S. P. Ghoshal Optimizations of PID gains by particle swarm optimizations in fuzzy based automatic generation control , 2004 .

[10]  Pinar Çivicioglu,et al.  Backtracking Search Optimization Algorithm for numerical optimization problems , 2013, Appl. Math. Comput..

[11]  Ulaş Kılıç,et al.  Optimal power flow of two-terminal HVDC systems using backtracking search algorithm , 2016 .

[12]  Dipayan Guha,et al.  Application of backtracking search algorithm in load frequency control of multi-area interconnected power system , 2016, Ain Shams Engineering Journal.

[13]  Wen-Tsao Pan,et al.  A new Fruit Fly Optimization Algorithm: Taking the financial distress model as an example , 2012, Knowl. Based Syst..

[14]  Oscar Castillo,et al.  A multi-objective optimization of type-2 fuzzy control speed in FPGAs , 2014, Appl. Soft Comput..

[15]  J. Nanda,et al.  Automatic generation control of an interconnected hydrothermal system in continuous and discrete modes considering generation rate constraints , 1983 .

[16]  T.E. Bechert,et al.  Area automatic generation control by multi-pass dynamic programming , 1977, IEEE Transactions on Power Apparatus and Systems.

[17]  Oscar Castillo,et al.  New approach using ant colony optimization with ant set partition for fuzzy control design applied to the ball and beam system , 2015, Inf. Sci..

[18]  Ashraf Mohamed Hemeida,et al.  A fuzzy logic controlled superconducting magnetic energy storage, SMES frequency stabilizer , 2010 .

[19]  Min Wu,et al.  Delay-dependent robust load frequency control for time delay power systems , 2013, 2013 IEEE Power & Energy Society General Meeting.

[20]  Oscar Castillo,et al.  Differential Evolution with Dynamic Adaptation of Parameters for the Optimization of Fuzzy Controllers , 2014, Recent Advances on Hybrid Approaches for Designing Intelligent Systems.

[21]  Leticia Amador-Angulo,et al.  Comparative Study of Bio-inspired Algorithms Applied in the Design of Fuzzy Controller for the Water Tank , 2014, WCSC.

[22]  M. A. Johnson,et al.  Towards automatic real-time controller tuning and robustness , 2003, 38th IAS Annual Meeting on Conference Record of the Industry Applications Conference, 2003..

[23]  Xin Yang,et al.  Tuning of PID controller based on Fruit Fly Optimization Algorithm , 2012, 2012 IEEE International Conference on Mechatronics and Automation.

[24]  P. Kundur,et al.  Power system stability and control , 1994 .

[25]  Chun-Chang Liu,et al.  Effect of battery energy storage system on load frequency control considering governor deadband and generation rate constraint , 1995 .

[26]  K. Tomsovic,et al.  Application of linear matrix inequalities for load frequency control with communication delays , 2004, IEEE Transactions on Power Systems.

[27]  H. R. E. H. Bouchekara,et al.  Optimal power flow with emission and non-smooth cost functions using backtracking search optimization algorithm , 2016 .

[28]  Oscar Castillo,et al.  Genetic Design of Optimal Type-1 and Type-2 Fuzzy Systems for Longitudinal Control of an Airplane , 2014, Intell. Autom. Soft Comput..

[29]  S. Mishra,et al.  Maiden Application of Bacterial Foraging-Based Optimization Technique in Multiarea Automatic Generation Control , 2009, IEEE Transactions on Power Systems.

[30]  Haluk Gozde,et al.  Comparative performance analysis of Artificial Bee Colony algorithm in automatic generation control for interconnected reheat thermal power system , 2012 .

[31]  Prakash Kumar Hota,et al.  Differential evolution algorithm based automatic generation control for interconnected power systems with non-linearity , 2014 .

[32]  O. Castillo,et al.  Comparison between multiobjective GA and PSO for parameter optimization of AT2-FLC for a real application in FPGA , 2012, 2012 Annual Meeting of the North American Fuzzy Information Processing Society (NAFIPS).

[33]  Takashi Hiyama Optimisation of discrete-type load-frequency regulators considering generation-rate constraints , 1982 .

[34]  Attia A. El-Fergany,et al.  Study impact of various load models on DG placement and sizing using backtracking search algorithm , 2015, Appl. Soft Comput..

[35]  Zhao Yang Dong,et al.  A load shedding scheme for DG integrated islanded power system utilizing backtracking search algorithm , 2015 .

[36]  Shengyao Wang,et al.  A novel binary fruit fly optimization algorithm for solving the multidimensional knapsack problem , 2013, Knowl. Based Syst..