Load Frequency Control of Multi Area Power System for EV charging using ANFIS controller
Keywords:
LFC, ANN, ANFIS, PI, Multi-Area Power System, FuzzyAbstract
Load Frequency Control (LFC) is used to regulate
and control the output frequency signal of the
electric generated power within an area in
response to changes in system loads. The gain
constants in the case of conventional controllers
remain the same throughout, for changes in the
load value. However, Load cannot be the same
throughout, load deviates from time to time. To
get rid of these disadvantages related to
conventional controllers, a lot many schemes have
been put forth in the literature. This work
presents a new design of various types of load
frequency controllers based on different types of
Artificial Intelligent (AI) optimization techniques
such as Fuzzy logic, ANN tuner for a two-area
power system. The performance of the controller
understudy shows an enhancement in the
frequency deviation signal as well as the peak
overshoot and settling time for the frequency
output signal. The performance of the proposed
scheme is validated using MATLAB/ SIMULINK
tools.
References
Anestis G. Anastasiadis, Georgios P. Kondylis,
Apostolos Polyzakis, Georgios Vokas, “Effects of
Increased Electric Vehicles into a Distribution
Network”, Technologies and Materials for Renewable
Energy, Environment and Sustainability,
TMREES18, Athens, Greece, PP 586–593, Energy
Procedia 157, ScienceDirect, 2019.
DOI: 10.1016/j.egypro.2018.11.223
Anil Annamraju and Srikanth Nandiraju,
“Coordinated control of conventional power sources
and PHEVs using jaya algorithm optimized PID
controller for frequency control of a renewable
penetrated power system”, Protection and Control of
Modern Power Systems, Springer open, 2019.
DOI: https://doi.org/10.1186/s41601-019-0144-2
Neofytos Neofytou, Konstantinos Blazakis,
Yiannis Katsigiannis, and Georgios Stavrakakis,
“Modeling Vehicles to Grid as a Source of
Distributed Frequency Regulation in Isolated Grids
with Significant RES Penetration”, Energies 2019,
volume 12, mdpi journals, 2019.
DOI: 10.3390/en12040720
Tawfiq Hussein and Awad Shamekh, “Design of
PI Fuzzy Logic Gain Scheduling Load Frequency
iJournals: International Journal of Software & Hardware Research in Engineering (IJSHRE)
ISSN-2347-4890
Volume 9 Issue 6 June 2021
© 2021, iJournals All Rights Reserved www.ijournals.in
© 2020, iJournals All Rights Reserved www.ijournals.in
Page 61
Control in Two-Area Power Systems”, Designs 2019,
Volume 3, Edition 26, mdpi journals, 2019.
DOI: 10.3390/designs3020026
T. Mohammed, J. Momoh, and A. Shukla, "Single
area load frequency control using fuzzy-tuned PI
controller," 2017 North American Power Symposium
(NAPS), Morgantown, WV, pp. 1-6, IEEE, 2017.
DOI: 10.1109/NAPS.2017.8107352.
S. Jennathu Beevi1, R. Jayashree, S. Shameer
Kasim, “ANN Controller for Load Frequency
Control”, International Journal for Research in
Applied Science & Engineering Technology
(IJRASET), Volume 4 Issue I, 2016.
V. S. Sundaram and T. Jayabarathi, "Load
Frequency Control using PID tuned ANN controller
in power system," 2011 1st International Conference
on Electrical Energy Systems, Newport Beach, CA,
pp. 269-274, 2011.
DOI: 10.1109/ICEES.2011.5725341.
S. Baghya Shree, N. Kamaraj,“Hybrid NeuroFuzzy approach for automatic generation control in
restructured power system”, Electrical Power and
Energy Systems 74, pp. 274–285, Elsevier, 2016.
DOI: http://dx.doi.org/10.1016/j.ijepes.2015.05.029
D. K. Sambariya and Vivek Nath, “Load
Frequency Control Using Fuzzy Logic Based
Controller for Multi-area Power System”, British
Journal of Mathematics & Computer Science”, 13(5),
PP. 1-19, SCIENCEDOMAIN international, 2016.
DOI: 10.9734/BJMCS/2016/22899
G. Chun-lin, W. Li, W. Dan, Q. Wen-bo and X.
Xiang-Ning, "Impact of electric vehicle charging on
the power grid," International Conference on
Electrical and Control Engineering, Yichang, 2011,
pp. 2270-2274, IEEE, 2011.
DOI: 10.1109/ICECENG.2011.6057167.
S. K. Jain, A. Bhargava, and R. K. Pal, "Three
area power system load frequency control using fuzzy
logic controller," 2015 International Conference on
Computer, Communication and Control (IC4),
Indore, pp. 1-6, IEEE, 2015.
DOI: 10.1109/IC4.2015.7375614.
H. Shayeghi, H. A. Shayanfar, “Application of
ANN Technique for Interconnected Power System
Load Frequency Control”, 2015 International
Conference on Computer, Communication, and
Control (IC4), 2015.
S. K. Jain, A. Bhargava, and R. K. Pal, "Three
area power system load frequency control using fuzzy
logic controller," 2015 International Conference on
Computer, Communication and Control (IC4),
Indore, 2015, pp. 1-6, IEEE, 2015.
DOI: 10.1109/IC4.2015.7375614.
Poonam Rani, Mr. Ramavtar Jaswal, “Automatic
load frequency control of multi-area power system
using ANN controller and Genetic
algorithm”,International Journal of Engineering
Trends and Technology (IJETT) – Volume 4 Issue 9,
David B. Richardson, “Electric vehicles and the
electric grid: A review of modeling approaches,
Impacts, and renewable energy integration”,
Renewable and Sustainable Energy Reviews 19, pp
–254, Elsevier, 2013.
DOI: http://dx.doi.org/10.1016/j.rser.2012.11.042
K. A. Ellithy, K.A. El-Metwally, “Design of
Decentralized Fuzzy Logic Load Frequency
Controller”, I.J. Intelligent Systems and Applications,
MECS volume2, pp 66-75, 2012.
DOI: 10.5815/ijisa.2012.02.08
S. Prakash and S. K. Sinha, "Four area Load
Frequency Control of interconnected hydro-thermal
power system by Intelligent PID control technique,"
Students Conference on Engineering and
Systems, Allahabad, Uttar Pradesh, pp. 1-6, IEEE,
DOI: 10.1109/SCES.2012.6199090.
V. S. Sundaram and T. Jayabarathi, "Load
Frequency Control using PID tuned ANN controller
iJournals: International Journal of Software & Hardware Research in Engineering (IJSHRE)
ISSN-2347-4890
Volume 9 Issue 6 June 2021
© 2021, iJournals All Rights Reserved www.ijournals.in
© 2020, iJournals All Rights Reserved www.ijournals.in
Page 62
in power system," 2011 1st International Conference
on Electrical Energy Systems, Newport Beach, CA,
pp. 269-274, IEEE 2011.
DOI: 10.1109/ICEES.2011.5725341.
G. Chun-lin, W. Li, W. Dan, Q. Wen-bo and X.
Xiang-Ning, "Impact of electric vehicle charging on
the power grid," 2011 International Conference on
Electrical and Control Engineering, Yichang, 2011,
pp. 2270-2274, IEEE, 2011.
DOI: 10.1109/ICECENG.2011.6057167.
Surya Prakash, S K Sinha, “Artificial Intelligent
& PI in Load Frequency Control of Interconnected
Power system”, International Journal of Computer
Science & Emerging Technologies, Volume 1, Issue
, 2010.
A. Salami, S. Jadid, N. Ramezani, “The Effect of
load frequency controller on load pickup during
restoration”, in 1st International Power and Energy
Conference, PECON 2006, pp. 225–228, 2006.
D.K. Sambariya, V. Nath, “Load frequency
control using a fuzzy logic-based controller for multiarea power system”, Brit. J. Math. Comput. Sci., PP
–19, 2016.
Mohamed M. Ismail, M.A. Moustafa Hassan,
“Artificial intelligence-based load frequency
controllers for different multi areas power”, Int. J.
Control Autom. Syst. 1, 2012.
V. Nath, D.K. Sambariya, “Application of
NARMA L2 controller for load frequency control of
multi-area power system”, in IEEE Proceeding of
th International Conference on Intelligent Systems
and Control (ISCO 2016), vol. 2, pp. 352–358, 2016.
Emre Ozkop, Ismail H. Altas, Adel M. Sharaf,
“Load frequency control in four area power systems
using fuzzy logic PI controller”, in 16th National
Power Systems Conference, 15th
– 17th December
Sukhwinder Singh Dhillon, Jagdeep Singh
Latherb, Sanjay Marwahac, “Multi-area load
frequency control using particle swarm optimization
and fuzzy rules”, in 3rd International Conference on
Recent Trends in Computing (ICRTC), pp. 460–472,
Surya Prakash, Sunil Kumar Sinha, “Four area
Load Frequency Control of interconnected hydrothermal power system by Intelligent PID control
technique”, 2012.
S. Priyadharshini, P. Vanitha, “Four area
interconnected system on load frequency control
using firefly algorithm”, Int. J. Adv. Res. Electric.
Electron. Eng. 3, ISSN_NO: 2321-4775, 2014.
