Power Command Optimal Allocation Model of Distributed Energy System Based on Improved Firefly Algorithm
DOI:
https://doi.org/10.13052/dgaej2156-3306.37321Keywords:
Distributed energy system, power command allocation, improved firefly algorithm.Abstract
In order to enhance the power command allocation effect of distributed
energy system, the modified firefly algorithm is established to deal with the
optimal model of the proposed power command allocation. Firstly, the basic
function and physical structure of power grid system distributed energy sys-
tem are analyzed. Secondly, theoretical model of power command allocation
model distributed energy system is constructed. Thirdly, the improved firefly
algorithm is established. Finally, a power grid system distributed energy
system with eight units is selected to carry out simulation analysis, results
illustrate that the model has quickest convergence efficiency, and can obtain
optimal power command allocation effect distributed energy system.
Downloads
References
Abdulhameed Adamu, Mohammed Abdullahia, Sahalu Balarabe
Junaidua, Ibrahim Hayatu Hassana, An hybrid particle swarm optimiza-
tion with crow search algorithm for feature selection, Machine Learning
with Applications, 2021, 6(12):100108.
Alba Muñoz, Fernando Rubio, Evaluating genetic algorithms through
the approximability hierarchy, Journal of Computational Science, 2021,
(7):101388.
Kaipu Wang, Xinyu Li, Liang Gao, Peigen Li, Surendra M. Gupta, A
genetic simulated annealing algorithm for parallel partial disassembly
line balancing problem, Applied Soft Computing, 2021, 107(8):107404.
Hao Zhang, Yuxin Shi, Xueran Yang, Ruiling Zhou, A firefly algorithm
modified support vector machine for the credit risk assessment of supply
chain finance, Research in International Business and Finance, 2021,
(12):101482.
Janmenjoy Nayak, Bighnaraj Naik, Pandit Byomakesha Dash, Alireza
Souri, Vimal Shanmuganathan, Hyper-parameter tuned light gradient
boosting machine using memetic firefly algorithm for hand gesture
recognition, Applied Soft Computing, 2021, 107(8):107478.
Jie Shan, Jeng-Shyang Pan, Cheng-Kuo Chang, Shu-Chuan Chu, Shi-
Guang Zheng, A distributed parallel firefly algorithm with communica-
tion strategies and its application for the control of variable pitch wind
turbine, ISA Transactions, 2021, 115(9):79–94.
Power Command Optimal Allocation Model of Distributed Energy System 861
Manousos Rigakis, Dimitra Trachanatzi, Magdalene Marinaki, Yannis
Marinakis, Tourist group itinerary design: When the firefly algorithm
meets the n-person Battle of Sexes, Knowledge-Based Systems, 2021,
(9):107257.
Hussam S. Alhadawi, Dragan Lambi ́c, Mohamad Fadli Zolkipli,
Musheer Ahmad, Globalized firefly algorithm and chaos for designing
substitution box, Journal of Information Security and Applications,
, 55(12):102671.
Hana Gharrad, Nafaa Jabeur, Ansar Ul-Haque Yasar, Stephane Galland,
Mohammed Mbarki, A five-step drone collaborative planning approach
for the management of distributed spatial events and vehicle notification
using multi-agent systems and firefly algorithms, Computer Networks,
, 198(10):108282.
Junfei Zhang, Yimiao Huang, Guowei Ma, Yanmei Yuan, Brett Nener,
Automating the mixture design of lightweight foamed concrete using
multi-objective firefly algorithm and support vector regression, Cement
and Concrete Composites, 2021, 121(8):104103.
Shanze Huang, Jin He, Shuo Li, Zhiyuan Cao, Jiankang Li, A 20-Gb/s
wideband automatic generation control amplifier with 26-dB dynamic
range in 0.18-μm SiGe BiCMOS, Integration, 2021, 81(11):160–166.
Matouš Glanc, Kasper Van Gelderen, Lukas Hoermayer, Shutang Tan,
Satoshi Naramoto, Xixi Zhang, David Domjan, automatic genera-
tion control kinases and MAB4/MEL proteins maintain PIN polarity
by limiting lateral diffusion in plant cells, Current Biology, 2021,
(9):1918–1930.
Jiawen Li, Tao Yu, Xiaoshun Zhang, Fusheng Li, Dan Lin, Hanxin Zhu,
Efficient experience replay based deep deterministic policy gradient
for automatic generation control dispatch in integrated energy system,
Applied Energy, 2021, 285(3):116386.
Nizamuddin Hakimuddin, Anita Khosla, Jitendra Kumar Garg, Central-
ized and decentralized automatic generation control schemes in 2-area
interconnected power system considering multi source power plants in
each area, Journal of King Saud University - Engineering Sciences,
, 32(2):123–132.
I. Saboya, I. Egido, E. Lobato, L. Sigrist, MOPSO-tuning of a threshold-
based algorithm to start up and shut-down rapid-start units in automatic
generation control, International Journal of Electrical Power & Energy
Systems, 2019, 108(6):153–161.
X. Xue et al.
Mita Cokic, Ivan Seskar, FSoftware defined network management for
dynamic smart GRID traffic, Future Generation Computer Systems,
, 96(7):270–282.
A. Arsenov, G.M. Dimirovski, B. Percinkova, Fast Method for
Constrained Load-allocation Strategy in Hydro-thermo-pump Electric
Energy Systems, IFAC Proceedings Volumes, 1989, 22(10):409–413.
Feng Zhang, Aihui Fu, Lei Ding, Qiuwei Wu, Bing Zhao, Peng Zi, Opti-
mal sizing of ESS for reducing automatic generation control payment
in a power system with high PV penetration, International Journal of
Electrical Power & Energy Systems, 2019, 110(9):809–818.
Yi Dong, Zhen Dong, Tianqiao Zhao, Zhengtao Ding, A Strategic Day-
ahead bidding strategy and operation for battery energy storage system
by reinforcement learning, Electric Power Systems Research, 2021,
(7):107229.
Anuj Banshwar, Naveen Kumar Sharma, Yog Raj Sood, Rajnish Shrivas-
tava, An international experience of technical and economic aspects of
ancillary services in deregulated power industry: Lessons for emerging
BRIC electricity markets, Renewable and Sustainable Energy Reviews,
, 90(7):774–801.
Jinran Wu, You-Gan Wang, Kevin Burrage, Yu-Chu Tian, Brodie
Lawson, Zhe Ding, An improved firefly algorithm for global contin-
uous optimization problems, Expert Systems with Applications, 2020,
(7):113340.
Tian Mengchu, Bo Yuming, Chen Zhimin, Wu Panlong, Yue Cong,
Multi-target tracking method based on improved firefly algorithm opti-
mized particle filter, Neurocomputing, 2019, 359(9):438–448.
Krishna Gopal Dhal, Arunita Das, Swarnajit Ray, Jorge Gálvez, Ran-
domly Attracted Rough Firefly Algorithm for histogram based fuzzy
image clustering, Knowledge-Based Systems, 2021, 216(3):106814.
Mahya Mohammadi Golchi, Shideh Saraeian, Mehrnoosh Heydari, A
hybrid of firefly and improved particle swarm optimization algorithms
for load balancing in cloud environments: Performance evaluation,
Computer Networks, 2019, 162(10):106860.