Synthesis of Linear Antenna Arrays Using Enhanced Firefly Algorithm

Nature inspired algorithms are finding extensive applications in real-world applications. Firefly algorithm (FA) is one such swarm intelligent algorithm introduced in the recent past. This algorithm has proved its competitiveness over standard benchmark and real-world applications, but suffers from...

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Published inArabian journal for science and engineering (2011) Vol. 44; no. 3; pp. 1961 - 1976
Main Authors Singh, Urvinder, Salgotra, Rohit
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 11.03.2019
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN2193-567X
1319-8025
2191-4281
DOI10.1007/s13369-018-3214-2

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Abstract Nature inspired algorithms are finding extensive applications in real-world applications. Firefly algorithm (FA) is one such swarm intelligent algorithm introduced in the recent past. This algorithm has proved its competitiveness over standard benchmark and real-world applications, but suffers from the problem of slow convergence speed. So, in order to overcome this problem, a modified FA approach called enhanced firefly algorithm (EFA) is proposed. The performance of the proposed EFA with respect to FA and other algorithms has been evaluated for eleven benchmark functions. The numerical results show that the novel method consistently provides better solution at a faster rate. Moreover, as a real-world application, EFA has been used for synthesis of linear antenna array for both equally and unequally spaced arrays. The results demonstrate that EFA provides reduced sidelobe level and faster convergence in comparison with algorithms like FA, biogeography-based optimization, cuckoo search, differential evolution, genetic algorithm, particle swarm optimization, tabu search and Taguchi method.
AbstractList Nature inspired algorithms are finding extensive applications in real-world applications. Firefly algorithm (FA) is one such swarm intelligent algorithm introduced in the recent past. This algorithm has proved its competitiveness over standard benchmark and real-world applications, but suffers from the problem of slow convergence speed. So, in order to overcome this problem, a modified FA approach called enhanced firefly algorithm (EFA) is proposed. The performance of the proposed EFA with respect to FA and other algorithms has been evaluated for eleven benchmark functions. The numerical results show that the novel method consistently provides better solution at a faster rate. Moreover, as a real-world application, EFA has been used for synthesis of linear antenna array for both equally and unequally spaced arrays. The results demonstrate that EFA provides reduced sidelobe level and faster convergence in comparison with algorithms like FA, biogeography-based optimization, cuckoo search, differential evolution, genetic algorithm, particle swarm optimization, tabu search and Taguchi method.
Author Singh, Urvinder
Salgotra, Rohit
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  givenname: Rohit
  surname: Salgotra
  fullname: Salgotra, Rohit
  organization: Department of ECE, Thapar University
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Cites_doi 10.1016/j.cnsns.2012.06.009
10.1109/TAP.2007.891552
10.2528/PIER09122306
10.1109/TBC.2013.2283166
10.1080/15325008.2014.980018
10.1109/5.119564
10.1007/s13369-013-0794-8
10.1109/MCI.2006.329691
10.2528/PIER11012305
10.1103/PhysRevE.49.4677
10.1016/j.eswa.2017.11.044
10.1002/mmce.20298
10.1016/j.eswa.2017.02.035
10.1007/s00202-006-0056-9
10.1016/j.swevo.2011.02.002
10.1007/s00521-015-2162-y
10.2528/PIER12040108
10.1109/TEVC.2008.919004
10.1016/j.aeue.2016.07.008
10.1109/4235.771163
10.1109/TAP.2005.851762
10.2528/PIERM09120201
10.1007/s00366-013-0320-3
10.1016/j.asoc.2012.12.020
10.1016/j.ijepes.2015.07.025
10.1049/iet-map.2012.0692
10.1007/s00500-016-2114-1
10.1007/s13369-016-2053-2
10.2528/PIERB09033101
10.1016/j.aeue.2013.12.012
10.1023/A:1008202821328
10.2528/PIERC13110902
10.1163/156939306776930222
10.1155/2017/7158752
10.1002/mop.27705
10.1163/156939307779378808
10.1109/TAP.2010.2048864
10.1016/j.jfranklin.2007.09.002
10.2528/PIERM12020502
10.1109/LAWP.2010.2044552
10.1109/CEC.2011.5949662
10.1016/j.amc.2009.03.090
10.1109/CSO.2014.13
10.4018/978-1-4666-9479-8.ch019
10.1109/ICCKE.2013.6682839
10.1109/IranianCEE.2012.6292431
10.1109/WICT.2012.6409199
10.1007/978-81-322-2119-7_9
10.1007/978-3-642-28765-7_81
10.1007/978-3-642-32894-7_27
10.1145/1143997.1144086
10.1007/978-3-642-12538-6_9
10.1109/ELECO.2015.7394640
10.1109/ISCC.2012.6249302
10.1007/s00521-016-2833-3
10.1016/j.amc.2010.08.049
10.1109/ICoBE.2012.6178956
10.1155/2012/256759
10.1007/BFb0040810
10.1109/ICNN.1995.488968
10.1007/978-3-642-04944-6_14
10.1109/ICPRE.2016.7871149
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Issue 3
Keywords Side lobe level
Swarm intelligence
Enhanced firefly algorithm
Linear antenna arrays
Firefly algorithm
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References Babayigit, Akdagli, Guney (CR61) 2006; 20
Jamil, Yang (CR73) 2013; 4
Storn, Price (CR2) 1997; 11
CR37
CR35
CR33
Lin, Qing, Feng (CR39) 2010; 58
Khodier (CR42) 2013; 7
CR76
CR31
CR30
CR74
CR72
Yazdani, Nasiri, Sepas-Moghaddam, Meybodi (CR22) 2013; 13
Zaharis, Lazaridis, Cosmas, Skeberis, Xenos (CR56) 2014; 60
CR71
Babayigit, Ozdemir (CR13) 2013; 5
Dorigo, Birattari, Stutzle (CR1) 2006; 1
Singh, Kamal (CR51) 2012; 24
Khodier, Christodoulou (CR44) 2005; 53
Subutic, Tuba, Stanarevic (CR27) 2012; 22
Singh, Rattan (CR53) 2014; 46
Wang, Feng, Liu (CR66) 2011; 115
Saxena, Kothari (CR67) 2016; 70
CR4
CR3
CR6
CR8
CR9
CR48
Pelosi, Selleri, Taddei (CR58) 2013; 55
Salgotra, Singh (CR75) 2017; 79
Merad, Bendimerad, Meriah (CR40) 2008; 5
Bharathi, Pramod, Krishna, Ragunathan, Vinesh (CR20) 2015; 31
CR41
Goudos, Moysiadou, Samaras, Siakavara, Sahalos (CR65) 2010; 9
Khodier, Al-Aqeel (CR45) 2009; 15
Guney, Babayigit (CR64) 2008; 18
Akdagli, Guney, Babayigit (CR60) 2007; 21
Mantegna (CR70) 1994; 49
Sekhar, Sahu, Baliarsingh, Panda (CR34) 2016; 74
Salgotra, Singh, Saha (CR78) 2017; 95
CR19
CR18
CR17
Osaba, Yang, Diaz, Onieva, Masegosa, Perallos (CR32) 2017; 21
CR16
Wang, Cui, Sun, Rahnamayan, Yang (CR29) 2016; 21
CR15
CR12
CR10
CR54
Balanis (CR36) 1992; 80
Pappula, Ghosh (CR68) 2014; 68
Guney, Babayigit, Akdagli (CR63) 2008; 345
Singh, Salgotra (CR47) 2016; 29
Yao, Liu, Lin (CR7) 1999; 3
Zhu, Kwong (CR14) 2010; 217
Singh, Salgotra (CR46) 2017; 2017
Sharaqa, Dib (CR50) 2014; 39
Jin, Rahmat-Samii (CR43) 2007; 55
Guney, Akdagli, Babayigit (CR59) 2006; 16
Babayigit, Senyigit (CR55) 2017; 28
CR28
CR25
CR69
CR24
Guney, Babayigit, Akdagli (CR62) 2007; 90
CR23
Simon (CR5) 2008; 12
Derrac, García, Molina, Herrera (CR77) 2011; 1
Singh, Kumar, Kamal (CR52) 2010; 11
Abdelaziz, Hegazy, El-Khattam, Othman (CR21) 2015; 43
Singh, Salgotra (CR49) 2016; 41
Gandomi, Yang, Talatahari, Alavi (CR26) 2013; 18
Karaboga, Akay (CR11) 2009; 214
Zaharis (CR57) 2012; 127
Dib, Goudos, Muhsen (CR38) 2010; 102
D Yazdani (3214_CR22) 2013; 13
L Pappula (3214_CR68) 2014; 68
B Babayigit (3214_CR13) 2013; 5
3214_CR23
3214_CR24
3214_CR25
3214_CR69
B Babayigit (3214_CR55) 2017; 28
AY Abdelaziz (3214_CR21) 2015; 43
3214_CR28
D Karaboga (3214_CR11) 2009; 214
J Derrac (3214_CR77) 2011; 1
AH Gandomi (3214_CR26) 2013; 18
RN Mantegna (3214_CR70) 1994; 49
U Singh (3214_CR51) 2012; 24
3214_CR71
ZD Zaharis (3214_CR56) 2014; 60
3214_CR72
3214_CR33
3214_CR35
A Akdagli (3214_CR60) 2007; 21
R Salgotra (3214_CR75) 2017; 79
3214_CR30
3214_CR74
3214_CR31
MM Khodier (3214_CR44) 2005; 53
U Singh (3214_CR49) 2016; 41
U Singh (3214_CR46) 2017; 2017
U Singh (3214_CR47) 2016; 29
3214_CR76
CA Balanis (3214_CR36) 1992; 80
NI Dib (3214_CR38) 2010; 102
ZD Zaharis (3214_CR57) 2012; 127
M Dorigo (3214_CR1) 2006; 1
3214_CR37
X Yao (3214_CR7) 1999; 3
K Guney (3214_CR63) 2008; 345
R Storn (3214_CR2) 1997; 11
M Khodier (3214_CR42) 2013; 7
MM Khodier (3214_CR45) 2009; 15
A Sharaqa (3214_CR50) 2014; 39
D Simon (3214_CR5) 2008; 12
U Singh (3214_CR53) 2014; 46
M Subutic (3214_CR27) 2012; 22
GTC Sekhar (3214_CR34) 2016; 74
C Lin (3214_CR39) 2010; 58
3214_CR41
B Babayigit (3214_CR61) 2006; 20
3214_CR4
N Jin (3214_CR43) 2007; 55
SK Goudos (3214_CR65) 2010; 9
3214_CR6
3214_CR9
3214_CR48
3214_CR8
U Singh (3214_CR52) 2010; 11
P Saxena (3214_CR67) 2016; 70
3214_CR3
W-B Wang (3214_CR66) 2011; 115
K Guney (3214_CR62) 2007; 90
H Wang (3214_CR29) 2016; 21
G Zhu (3214_CR14) 2010; 217
3214_CR12
M Jamil (3214_CR73) 2013; 4
3214_CR10
E Osaba (3214_CR32) 2017; 21
3214_CR54
3214_CR19
K Guney (3214_CR59) 2006; 16
3214_CR15
3214_CR16
RS Bharathi (3214_CR20) 2015; 31
L Merad (3214_CR40) 2008; 5
3214_CR17
3214_CR18
R Salgotra (3214_CR78) 2017; 95
G Pelosi (3214_CR58) 2013; 55
K Guney (3214_CR64) 2008; 18
References_xml – volume: 18
  start-page: 89
  issue: 1
  year: 2013
  end-page: 98
  ident: CR26
  article-title: Firefly algorithm with chaos
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
  doi: 10.1016/j.cnsns.2012.06.009
– volume: 5
  start-page: 104
  issue: 2
  year: 2013
  end-page: 112
  ident: CR13
  article-title: Enhancing artificial bee colony algorithm using inversely proportional mutation
  publication-title: Int. J. Reason. Based Intell. Syst.
– volume: 55
  start-page: 556
  issue: 3
  year: 2007
  end-page: 567
  ident: CR43
  article-title: Advances in particle swarm optimization for antenna designs: real-number, binary, single-objective and multiobjective implementations
  publication-title: IEEE Trans. Antennas Propag.
  doi: 10.1109/TAP.2007.891552
– volume: 102
  start-page: 159
  year: 2010
  end-page: 180
  ident: CR38
  article-title: Application of Taguchi’s optimization method and self-adaptive differential evolution to the synthesis of linear antenna arrays
  publication-title: Prog. Electromagn. Res.
  doi: 10.2528/PIER09122306
– volume: 60
  start-page: 120
  issue: 1
  year: 2014
  end-page: 127
  ident: CR56
  article-title: Synthesis of a near-optimal high-gain antenna array with main lobe tilting and null filling using Taguchi initialized invasive weed optimization
  publication-title: IEEE Trans. Broadcast.
  doi: 10.1109/TBC.2013.2283166
– ident: CR74
– ident: CR4
– ident: CR16
– ident: CR12
– volume: 43
  start-page: 320
  issue: 3
  year: 2015
  end-page: 333
  ident: CR21
  article-title: Optimal planning of distributed generators in distribution networks using modified firefly method
  publication-title: Electr. Power Compon. Syst.
  doi: 10.1080/15325008.2014.980018
– volume: 80
  start-page: 7
  issue: 1
  year: 1992
  end-page: 23
  ident: CR36
  article-title: Antenna theory: a review
  publication-title: Proc. IEEE
  doi: 10.1109/5.119564
– volume: 21
  start-page: 1
  year: 2016
  end-page: 15
  ident: CR29
  article-title: Randomly attracted firefly algorithm with neighborhood search and dynamic parameter adjustment mechanism
  publication-title: Soft Comput.
– volume: 39
  start-page: 2929
  issue: 4
  year: 2014
  end-page: 2939
  ident: CR50
  article-title: Design of linear and elliptical antenna arrays using biogeography based optimization
  publication-title: Arab. J. Sci. Eng.
  doi: 10.1007/s13369-013-0794-8
– volume: 1
  start-page: 28
  issue: 4
  year: 2006
  end-page: 39
  ident: CR1
  article-title: Ant colony optimization
  publication-title: IEEE Comput. Intell. Mag.
  doi: 10.1109/MCI.2006.329691
– ident: CR35
– volume: 115
  start-page: 173
  year: 2011
  end-page: 189
  ident: CR66
  article-title: Application of chaotic particle swarm optimization algorithm to pattern synthesis of antenna arrays
  publication-title: Prog. Electromagn. Res.
  doi: 10.2528/PIER11012305
– volume: 49
  start-page: 4677
  issue: 5
  year: 1994
  ident: CR70
  article-title: Fast, accurate algorithm for numerical simulation of Levy stable stochastic processes
  publication-title: Phys. Rev. E
  doi: 10.1103/PhysRevE.49.4677
– ident: CR54
– volume: 95
  start-page: 384
  year: 2017
  end-page: 420
  ident: CR78
  article-title: New cuckoo search algorithms with enhanced exploration and exploitation properties
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2017.11.044
– ident: CR8
– ident: CR25
– volume: 18
  start-page: 397
  issue: 5
  year: 2008
  end-page: 409
  ident: CR64
  article-title: Amplitude-only pattern nulling of linear antenna arrays with the use of an immune algorithm
  publication-title: Int. J. RF Microw. Comput. Aided Eng.
  doi: 10.1002/mmce.20298
– volume: 79
  start-page: 112
  year: 2017
  end-page: 129
  ident: CR75
  article-title: Application of mutation operators to flower pollination algorithm
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2017.02.035
– volume: 90
  start-page: 147
  issue: 2
  year: 2007
  end-page: 153
  ident: CR62
  article-title: Position only pattern nulling of linear antenna array by using a clonal selection algorithm (CLONALG)
  publication-title: Electr. Eng.
  doi: 10.1007/s00202-006-0056-9
– ident: CR71
– ident: CR19
– volume: 22
  start-page: 264
  issue: 3
  year: 2012
  end-page: 269
  ident: CR27
  article-title: Parallelization of the firefly algorithm for unconstrained optimization problems
  publication-title: Latest Adv. Inf. Sci. Appl.
– volume: 1
  start-page: 3
  issue: 1
  year: 2011
  end-page: 18
  ident: CR77
  article-title: A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms
  publication-title: Swarm Evolut. Comput.
  doi: 10.1016/j.swevo.2011.02.002
– ident: CR15
– volume: 28
  start-page: 1443
  issue: 6
  year: 2017
  end-page: 1452
  ident: CR55
  article-title: Design optimization of circular antenna arrays using Taguchi method
  publication-title: Neural Comput. Appl.
  doi: 10.1007/s00521-015-2162-y
– ident: CR9
– volume: 5
  start-page: 219
  issue: 3
  year: 2008
  end-page: 222
  ident: CR40
  article-title: Design of linear antenna arrays for side lobe reduction using the tabu search method
  publication-title: Int. Arab J. Inf. Technol.
– volume: 127
  start-page: 553
  year: 2012
  end-page: 569
  ident: CR57
  article-title: A modified Taguchi’s optimization algorithm for beamforming applications
  publication-title: Prog. Electromagn. Res.
  doi: 10.2528/PIER12040108
– volume: 12
  start-page: 702
  issue: 6
  year: 2008
  end-page: 713
  ident: CR5
  article-title: Biogeography-based optimization
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/TEVC.2008.919004
– volume: 70
  start-page: 1339
  issue: 9
  year: 2016
  end-page: 1349
  ident: CR67
  article-title: Ant Lion Optimization algorithm to control side lobe level and null depths in linear antenna arrays
  publication-title: AEU Int. J. Electron. Commun.
  doi: 10.1016/j.aeue.2016.07.008
– volume: 3
  start-page: 82
  issue: 2
  year: 1999
  end-page: 102
  ident: CR7
  article-title: Evolutionary programming made faster
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/4235.771163
– ident: CR18
– volume: 53
  start-page: 2674
  issue: 8
  year: 2005
  end-page: 2679
  ident: CR44
  article-title: Linear array geometry synthesis with minimum sidelobe level and null control using particle swarm optimization
  publication-title: IEEE Trans. Antennas Propag.
  doi: 10.1109/TAP.2005.851762
– ident: CR72
– volume: 11
  start-page: 25
  year: 2010
  end-page: 36
  ident: CR52
  article-title: Linear array synthesis using biogeography based optimization
  publication-title: Prog. Electromagn. Res. M
  doi: 10.2528/PIERM09120201
– ident: CR37
– volume: 31
  start-page: 1
  issue: 1
  year: 2015
  end-page: 9
  ident: CR20
  article-title: Optimization of electrical discharge machining parameters on hardened die steel using firefly algorithm
  publication-title: Eng. Comput.
  doi: 10.1007/s00366-013-0320-3
– ident: CR30
– volume: 13
  start-page: 2144
  issue: 4
  year: 2013
  end-page: 2158
  ident: CR22
  article-title: A novel multi-swarm algorithm for optimization in dynamic environments based on particle swarm optimization
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2012.12.020
– volume: 74
  start-page: 195
  year: 2016
  end-page: 211
  ident: CR34
  article-title: Load frequency control of power system under deregulated environment using optimal firefly algorithm
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2015.07.025
– ident: CR10
– volume: 16
  start-page: 489
  issue: 6
  year: 2006
  ident: CR59
  article-title: Shaped-beam pattern synthesis of linear antenna arrays with the use of a clonal selection algorithm
  publication-title: Neural Netw. World
– volume: 214
  start-page: 108
  issue: 1
  year: 2009
  end-page: 132
  ident: CR11
  article-title: A comparative study of artificial bee colony algorithm
  publication-title: Appl. Math. Comput.
– ident: CR33
– ident: CR6
– volume: 7
  start-page: 458
  issue: 6
  year: 2013
  end-page: 464
  ident: CR42
  article-title: Optimisation of antenna arrays using the cuckoo search algorithm
  publication-title: IET Microw. Antennas Propag.
  doi: 10.1049/iet-map.2012.0692
– volume: 21
  start-page: 5295
  issue: 18
  year: 2017
  end-page: 5308
  ident: CR32
  article-title: A discrete firefly algorithm to solve a rich vehicle routing problem modelling a newspaper distribution system with recycling policy
  publication-title: Soft. Comput.
  doi: 10.1007/s00500-016-2114-1
– volume: 217
  start-page: 3166
  issue: 7
  year: 2010
  end-page: 3173
  ident: CR14
  article-title: Gbest-guided artificial bee colony algorithm for numerical function optimization
  publication-title: Appl. Math. Comput.
– ident: CR23
– volume: 41
  start-page: 2957
  issue: 8
  year: 2016
  end-page: 2973
  ident: CR49
  article-title: Optimal synthesis of linear antenna arrays using modified spider monkey optimization
  publication-title: Arab. J. Sci. Eng.
  doi: 10.1007/s13369-016-2053-2
– ident: CR69
– volume: 4
  start-page: 150
  issue: 2
  year: 2013
  end-page: 194
  ident: CR73
  article-title: A literature survey of benchmark functions for global optimisation problems
  publication-title: Int. J. Math. Model. Numer. Optim.
– ident: CR48
– volume: 15
  start-page: 347
  year: 2009
  end-page: 373
  ident: CR45
  article-title: Linear and circular array optimization: a study using particle swarm intelligence
  publication-title: Prog. Electromagn. Res. B
  doi: 10.2528/PIERB09033101
– volume: 68
  start-page: 540
  issue: 6
  year: 2014
  end-page: 549
  ident: CR68
  article-title: Linear antenna array synthesis using cat swarm optimization
  publication-title: AEU Int. J. Electron. Commun.
  doi: 10.1016/j.aeue.2013.12.012
– ident: CR3
– volume: 11
  start-page: 341
  issue: 4
  year: 1997
  end-page: 359
  ident: CR2
  article-title: Differential evolution—a simple and efficient heuristic for global optimization over continuous spaces
  publication-title: J. Global Optim.
  doi: 10.1023/A:1008202821328
– volume: 46
  start-page: 1
  year: 2014
  end-page: 11
  ident: CR53
  article-title: Design of linear and circular antenna arrays using cuckoo optimization algorithm
  publication-title: Prog. Electromagn. Res. C
  doi: 10.2528/PIERC13110902
– volume: 20
  start-page: 1007
  issue: 8
  year: 2006
  end-page: 1020
  ident: CR61
  article-title: A clonal selection algorithm for null synthesizing of linear antenna arrays by amplitude control
  publication-title: J. Electromagn. Waves Appl.
  doi: 10.1163/156939306776930222
– ident: CR17
– volume: 29
  start-page: 1
  year: 2016
  end-page: 11
  ident: CR47
  article-title: Synthesis of linear antenna array using flower pollination algorithm
  publication-title: Neural Comput. Appl.
– ident: CR31
– volume: 2017
  start-page: 7158752
  year: 2017
  ident: CR46
  article-title: Pattern synthesis of linear antenna arrays using enhanced flower pollination algorithm
  publication-title: Int. J. Antennas Propag.
  doi: 10.1155/2017/7158752
– volume: 55
  start-page: 1836
  issue: 8
  year: 2013
  end-page: 1840
  ident: CR58
  article-title: A novel multiobjective Taguchi’s optimization technique for multibeam array synthesis
  publication-title: Microw. Opt. Technol. Lett.
  doi: 10.1002/mop.27705
– volume: 21
  start-page: 215
  issue: 2
  year: 2007
  end-page: 227
  ident: CR60
  article-title: Clonal selection algorithm for design of reconfigurable antenna array with discrete phase shifters
  publication-title: J. Electromag. Waves Appl.
  doi: 10.1163/156939307779378808
– volume: 58
  start-page: 2553
  issue: 8
  year: 2010
  end-page: 2561
  ident: CR39
  article-title: Synthesis of unequally spaced antenna arrays by using differential evolution
  publication-title: IEEE Trans. Antennas Propag.
  doi: 10.1109/TAP.2010.2048864
– volume: 345
  start-page: 254
  issue: 3
  year: 2008
  end-page: 266
  ident: CR63
  article-title: Interference suppression of linear antenna arrays by phase-only control using a clonal selection algorithm
  publication-title: J. Franklin Inst.
  doi: 10.1016/j.jfranklin.2007.09.002
– ident: CR76
– volume: 24
  start-page: 141
  year: 2012
  end-page: 155
  ident: CR51
  article-title: Optimal synthesis of thinned arrays using biogeography based optimization
  publication-title: Prog. Electromagn. Res. M
  doi: 10.2528/PIERM12020502
– volume: 9
  start-page: 125
  year: 2010
  end-page: 129
  ident: CR65
  article-title: Application of a comprehensive learning particle swarm optimizer to unequally spaced linear array synthesis with sidelobe level suppression and null control
  publication-title: IEEE Antennas Wirel. Propag. Lett.
  doi: 10.1109/LAWP.2010.2044552
– ident: CR28
– ident: CR41
– ident: CR24
– volume: 24
  start-page: 141
  year: 2012
  ident: 3214_CR51
  publication-title: Prog. Electromagn. Res. M
  doi: 10.2528/PIERM12020502
– volume: 13
  start-page: 2144
  issue: 4
  year: 2013
  ident: 3214_CR22
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2012.12.020
– volume: 11
  start-page: 25
  year: 2010
  ident: 3214_CR52
  publication-title: Prog. Electromagn. Res. M
  doi: 10.2528/PIERM09120201
– ident: 3214_CR74
– ident: 3214_CR9
– volume: 21
  start-page: 1
  year: 2016
  ident: 3214_CR29
  publication-title: Soft Comput.
– volume: 5
  start-page: 104
  issue: 2
  year: 2013
  ident: 3214_CR13
  publication-title: Int. J. Reason. Based Intell. Syst.
– ident: 3214_CR25
  doi: 10.1109/CEC.2011.5949662
– volume: 214
  start-page: 108
  issue: 1
  year: 2009
  ident: 3214_CR11
  publication-title: Appl. Math. Comput.
  doi: 10.1016/j.amc.2009.03.090
– volume: 9
  start-page: 125
  year: 2010
  ident: 3214_CR65
  publication-title: IEEE Antennas Wirel. Propag. Lett.
  doi: 10.1109/LAWP.2010.2044552
– ident: 3214_CR69
  doi: 10.1109/CSO.2014.13
– volume: 21
  start-page: 215
  issue: 2
  year: 2007
  ident: 3214_CR60
  publication-title: J. Electromag. Waves Appl.
  doi: 10.1163/156939307779378808
– volume: 29
  start-page: 1
  year: 2016
  ident: 3214_CR47
  publication-title: Neural Comput. Appl.
– volume: 1
  start-page: 3
  issue: 1
  year: 2011
  ident: 3214_CR77
  publication-title: Swarm Evolut. Comput.
  doi: 10.1016/j.swevo.2011.02.002
– volume: 53
  start-page: 2674
  issue: 8
  year: 2005
  ident: 3214_CR44
  publication-title: IEEE Trans. Antennas Propag.
  doi: 10.1109/TAP.2005.851762
– ident: 3214_CR31
  doi: 10.4018/978-1-4666-9479-8.ch019
– ident: 3214_CR30
  doi: 10.1109/ICCKE.2013.6682839
– ident: 3214_CR18
  doi: 10.1109/IranianCEE.2012.6292431
– volume: 90
  start-page: 147
  issue: 2
  year: 2007
  ident: 3214_CR62
  publication-title: Electr. Eng.
  doi: 10.1007/s00202-006-0056-9
– ident: 3214_CR72
  doi: 10.1109/WICT.2012.6409199
– volume: 1
  start-page: 28
  issue: 4
  year: 2006
  ident: 3214_CR1
  publication-title: IEEE Comput. Intell. Mag.
  doi: 10.1109/MCI.2006.329691
– ident: 3214_CR19
  doi: 10.1007/978-81-322-2119-7_9
– volume: 31
  start-page: 1
  issue: 1
  year: 2015
  ident: 3214_CR20
  publication-title: Eng. Comput.
  doi: 10.1007/s00366-013-0320-3
– volume: 68
  start-page: 540
  issue: 6
  year: 2014
  ident: 3214_CR68
  publication-title: AEU Int. J. Electron. Commun.
  doi: 10.1016/j.aeue.2013.12.012
– volume: 74
  start-page: 195
  year: 2016
  ident: 3214_CR34
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2015.07.025
– ident: 3214_CR24
  doi: 10.1007/978-3-642-28765-7_81
– volume: 18
  start-page: 397
  issue: 5
  year: 2008
  ident: 3214_CR64
  publication-title: Int. J. RF Microw. Comput. Aided Eng.
  doi: 10.1002/mmce.20298
– ident: 3214_CR33
– ident: 3214_CR37
– ident: 3214_CR71
– ident: 3214_CR6
  doi: 10.1007/978-3-642-32894-7_27
– ident: 3214_CR8
  doi: 10.1145/1143997.1144086
– volume: 15
  start-page: 347
  year: 2009
  ident: 3214_CR45
  publication-title: Prog. Electromagn. Res. B
  doi: 10.2528/PIERB09033101
– ident: 3214_CR16
– volume: 2017
  start-page: 7158752
  year: 2017
  ident: 3214_CR46
  publication-title: Int. J. Antennas Propag.
  doi: 10.1155/2017/7158752
– volume: 41
  start-page: 2957
  issue: 8
  year: 2016
  ident: 3214_CR49
  publication-title: Arab. J. Sci. Eng.
  doi: 10.1007/s13369-016-2053-2
– volume: 5
  start-page: 219
  issue: 3
  year: 2008
  ident: 3214_CR40
  publication-title: Int. Arab J. Inf. Technol.
– volume: 21
  start-page: 5295
  issue: 18
  year: 2017
  ident: 3214_CR32
  publication-title: Soft. Comput.
  doi: 10.1007/s00500-016-2114-1
– ident: 3214_CR28
– volume: 55
  start-page: 556
  issue: 3
  year: 2007
  ident: 3214_CR43
  publication-title: IEEE Trans. Antennas Propag.
  doi: 10.1109/TAP.2007.891552
– volume: 127
  start-page: 553
  year: 2012
  ident: 3214_CR57
  publication-title: Prog. Electromagn. Res.
  doi: 10.2528/PIER12040108
– ident: 3214_CR23
  doi: 10.1007/978-3-642-12538-6_9
– volume: 115
  start-page: 173
  year: 2011
  ident: 3214_CR66
  publication-title: Prog. Electromagn. Res.
  doi: 10.2528/PIER11012305
– volume: 3
  start-page: 82
  issue: 2
  year: 1999
  ident: 3214_CR7
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/4235.771163
– ident: 3214_CR76
– ident: 3214_CR3
– ident: 3214_CR54
  doi: 10.1109/ELECO.2015.7394640
– ident: 3214_CR12
  doi: 10.1109/ISCC.2012.6249302
– volume: 70
  start-page: 1339
  issue: 9
  year: 2016
  ident: 3214_CR67
  publication-title: AEU Int. J. Electron. Commun.
  doi: 10.1016/j.aeue.2016.07.008
– ident: 3214_CR48
  doi: 10.1007/s00521-016-2833-3
– volume: 20
  start-page: 1007
  issue: 8
  year: 2006
  ident: 3214_CR61
  publication-title: J. Electromagn. Waves Appl.
  doi: 10.1163/156939306776930222
– volume: 217
  start-page: 3166
  issue: 7
  year: 2010
  ident: 3214_CR14
  publication-title: Appl. Math. Comput.
  doi: 10.1016/j.amc.2010.08.049
– ident: 3214_CR17
  doi: 10.1109/ICoBE.2012.6178956
– volume: 12
  start-page: 702
  issue: 6
  year: 2008
  ident: 3214_CR5
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/TEVC.2008.919004
– volume: 11
  start-page: 341
  issue: 4
  year: 1997
  ident: 3214_CR2
  publication-title: J. Global Optim.
  doi: 10.1023/A:1008202821328
– volume: 43
  start-page: 320
  issue: 3
  year: 2015
  ident: 3214_CR21
  publication-title: Electr. Power Compon. Syst.
  doi: 10.1080/15325008.2014.980018
– volume: 60
  start-page: 120
  issue: 1
  year: 2014
  ident: 3214_CR56
  publication-title: IEEE Trans. Broadcast.
  doi: 10.1109/TBC.2013.2283166
– volume: 49
  start-page: 4677
  issue: 5
  year: 1994
  ident: 3214_CR70
  publication-title: Phys. Rev. E
  doi: 10.1103/PhysRevE.49.4677
– volume: 4
  start-page: 150
  issue: 2
  year: 2013
  ident: 3214_CR73
  publication-title: Int. J. Math. Model. Numer. Optim.
– volume: 28
  start-page: 1443
  issue: 6
  year: 2017
  ident: 3214_CR55
  publication-title: Neural Comput. Appl.
  doi: 10.1007/s00521-015-2162-y
– volume: 7
  start-page: 458
  issue: 6
  year: 2013
  ident: 3214_CR42
  publication-title: IET Microw. Antennas Propag.
  doi: 10.1049/iet-map.2012.0692
– ident: 3214_CR41
  doi: 10.1155/2012/256759
– volume: 58
  start-page: 2553
  issue: 8
  year: 2010
  ident: 3214_CR39
  publication-title: IEEE Trans. Antennas Propag.
  doi: 10.1109/TAP.2010.2048864
– volume: 79
  start-page: 112
  year: 2017
  ident: 3214_CR75
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2017.02.035
– volume: 102
  start-page: 159
  year: 2010
  ident: 3214_CR38
  publication-title: Prog. Electromagn. Res.
  doi: 10.2528/PIER09122306
– volume: 55
  start-page: 1836
  issue: 8
  year: 2013
  ident: 3214_CR58
  publication-title: Microw. Opt. Technol. Lett.
  doi: 10.1002/mop.27705
– volume: 95
  start-page: 384
  year: 2017
  ident: 3214_CR78
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2017.11.044
– ident: 3214_CR10
  doi: 10.1007/BFb0040810
– ident: 3214_CR4
  doi: 10.1109/ICNN.1995.488968
– volume: 345
  start-page: 254
  issue: 3
  year: 2008
  ident: 3214_CR63
  publication-title: J. Franklin Inst.
  doi: 10.1016/j.jfranklin.2007.09.002
– ident: 3214_CR15
  doi: 10.1007/978-3-642-04944-6_14
– ident: 3214_CR35
  doi: 10.1109/ICPRE.2016.7871149
– volume: 39
  start-page: 2929
  issue: 4
  year: 2014
  ident: 3214_CR50
  publication-title: Arab. J. Sci. Eng.
  doi: 10.1007/s13369-013-0794-8
– volume: 16
  start-page: 489
  issue: 6
  year: 2006
  ident: 3214_CR59
  publication-title: Neural Netw. World
– volume: 22
  start-page: 264
  issue: 3
  year: 2012
  ident: 3214_CR27
  publication-title: Latest Adv. Inf. Sci. Appl.
– volume: 18
  start-page: 89
  issue: 1
  year: 2013
  ident: 3214_CR26
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
  doi: 10.1016/j.cnsns.2012.06.009
– volume: 80
  start-page: 7
  issue: 1
  year: 1992
  ident: 3214_CR36
  publication-title: Proc. IEEE
  doi: 10.1109/5.119564
– volume: 46
  start-page: 1
  year: 2014
  ident: 3214_CR53
  publication-title: Prog. Electromagn. Res. C
  doi: 10.2528/PIERC13110902
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Snippet Nature inspired algorithms are finding extensive applications in real-world applications. Firefly algorithm (FA) is one such swarm intelligent algorithm...
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springer
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StartPage 1961
SubjectTerms Algorithms
Antenna arrays
Antennas
Benchmarks
Convergence
Engineering
Evolutionary algorithms
Evolutionary computation
Genetic algorithms
Heuristic methods
Humanities and Social Sciences
multidisciplinary
Particle swarm optimization
Research Article - Electrical Engineering
Science
Search algorithms
Sidelobe reduction
Sidelobes
Synthesis
Tabu search
Taguchi methods
Title Synthesis of Linear Antenna Arrays Using Enhanced Firefly Algorithm
URI https://link.springer.com/article/10.1007/s13369-018-3214-2
https://www.proquest.com/docview/2191077273
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