Nature-Inspired Hybrid Multi-objective Optimization Algorithms in Search of Near-OGRs to Eliminate FWM Noise Signals in Optical WDM Systems and their Performance Comparison

Nowadays, the multi-objective optimizing algorithms which are inspired by nature are widely used in solving the many objectives of NP-complete engineering and industrial design problems. To eliminate one of the prevailing nonlinear optical noise mechanisms, i.e., four-wave mixing noise signals in th...

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Vydáno v:Journal of the Institution of Engineers (India). Series B, Electrical Engineering, Electronics and telecommunication engineering, Computer engineering Ročník 102; číslo 4; s. 743 - 769
Hlavní autor: Bansal, Shonak
Médium: Journal Article
Jazyk:angličtina
Vydáno: New Delhi Springer India 01.08.2021
Springer Nature B.V
Témata:
Algorithms
Bandwidths
Communications Engineering
Computing time
Design engineering
Engineering
Evolutionary computation
Four-wave mixing
Multiple objective analysis
Mutation
Networks
Noise
Optical communication
Optical noise
Optimization
Optimization algorithms
Original Contribution
Random walk
Searching
Statistical analysis
Wave division multiplexing
Wavelength division multiplexing
Optimal Golomb ruler
Channel-allocation
Pareto front
Four-wave mixing
Multi-objective big bang–big crunch optimization algorithm
Multi-objective firefly optimization algorithm
ISSN:2250-2106, 2250-2114
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Abstract Nowadays, the multi-objective optimizing algorithms which are inspired by nature are widely used in solving the many objectives of NP-complete engineering and industrial design problems. To eliminate one of the prevailing nonlinear optical noise mechanisms, i.e., four-wave mixing noise signals in the optical wavelength division multiplexing (WDM) systems, several unequally spaced channel-allocation algorithms were found that require increased bandwidth than the equally spaced channel-allocation. One of the bandwidths efficient, a USCA algorithm can be designed by considering the optimal Golomb rulers (OGRs) in optical WDM systems. Two nature-inspired multi-objective optimization algorithms (MOAs), namely multi-objective big bang–big crunch (MOBB-BC) optimization algorithm and multi-objective firefly optimization algorithm (MOFA), to solve NP-complete OGR problem in an optical WDM system are proposed here. Additionally, the algorithms MOBB-BC and MOFA are hybridized by introducing differential evolution (DE) based mutation and random walk features in their standard forms. These two features have the potential to explore new search space for MOAs to search for OGRs in a reasonable time. The algorithms presented here solve the two objectives in optical WDM systems, one is the occupied length by the ruler, and the other is total channel bandwidth obtained by OGRs. The obtained results suggest that the considered nature-inspired MOAs are computationally better than the other algorithms to search near-OGRs. To assert the improvement in the MOAs further, the non-parametric Friedman statistical analysis test is employed. The results conclude that for large mark values, the hybridization of MOFA with both DE mutation and Lévy-flight strategies potentially performs better than the MOBB-BC and its hybrid forms to search OGR sequences. The hybrid algorithm MOBB-BC can explore OGRs up to 8-marks and near-OGRs for 9 to 20-marks with a maximum computation time of 27 h, whereas hybrid MOFA can examine up to 16-mark OGRs, but finds 17 to 20-mark near-OGRs with the maximum computation time of 20 h. The success rate of the proposed hybrid MOFA to search best OGRs up to 20-marks is 80%, whereas for hybrid algorithm MOBB-BC is 40%.
AbstractList Nowadays, the multi-objective optimizing algorithms which are inspired by nature are widely used in solving the many objectives of NP-complete engineering and industrial design problems. To eliminate one of the prevailing nonlinear optical noise mechanisms, i.e., four-wave mixing noise signals in the optical wavelength division multiplexing (WDM) systems, several unequally spaced channel-allocation algorithms were found that require increased bandwidth than the equally spaced channel-allocation. One of the bandwidths efficient, a USCA algorithm can be designed by considering the optimal Golomb rulers (OGRs) in optical WDM systems. Two nature-inspired multi-objective optimization algorithms (MOAs), namely multi-objective big bang–big crunch (MOBB-BC) optimization algorithm and multi-objective firefly optimization algorithm (MOFA), to solve NP-complete OGR problem in an optical WDM system are proposed here. Additionally, the algorithms MOBB-BC and MOFA are hybridized by introducing differential evolution (DE) based mutation and random walk features in their standard forms. These two features have the potential to explore new search space for MOAs to search for OGRs in a reasonable time. The algorithms presented here solve the two objectives in optical WDM systems, one is the occupied length by the ruler, and the other is total channel bandwidth obtained by OGRs. The obtained results suggest that the considered nature-inspired MOAs are computationally better than the other algorithms to search near-OGRs. To assert the improvement in the MOAs further, the non-parametric Friedman statistical analysis test is employed. The results conclude that for large mark values, the hybridization of MOFA with both DE mutation and Lévy-flight strategies potentially performs better than the MOBB-BC and its hybrid forms to search OGR sequences. The hybrid algorithm MOBB-BC can explore OGRs up to 8-marks and near-OGRs for 9 to 20-marks with a maximum computation time of 27 h, whereas hybrid MOFA can examine up to 16-mark OGRs, but finds 17 to 20-mark near-OGRs with the maximum computation time of 20 h. The success rate of the proposed hybrid MOFA to search best OGRs up to 20-marks is 80%, whereas for hybrid algorithm MOBB-BC is 40%.
Nowadays, the multi-objective optimizing algorithms which are inspired by nature are widely used in solving the many objectives of NP-complete engineering and industrial design problems. To eliminate one of the prevailing nonlinear optical noise mechanisms, i.e., four-wave mixing noise signals in the optical wavelength division multiplexing (WDM) systems, several unequally spaced channel-allocation algorithms were found that require increased bandwidth than the equally spaced channel-allocation. One of the bandwidths efficient, a USCA algorithm can be designed by considering the optimal Golomb rulers (OGRs) in optical WDM systems. Two nature-inspired multi-objective optimization algorithms (MOAs), namely multi-objective big bang–big crunch (MOBB-BC) optimization algorithm and multi-objective firefly optimization algorithm (MOFA), to solve NP-complete OGR problem in an optical WDM system are proposed here. Additionally, the algorithms MOBB-BC and MOFA are hybridized by introducing differential evolution (DE) based mutation and random walk features in their standard forms. These two features have the potential to explore new search space for MOAs to search for OGRs in a reasonable time. The algorithms presented here solve the two objectives in optical WDM systems, one is the occupied length by the ruler, and the other is total channel bandwidth obtained by OGRs. The obtained results suggest that the considered nature-inspired MOAs are computationally better than the other algorithms to search near-OGRs. To assert the improvement in the MOAs further, the non-parametric Friedman statistical analysis test is employed. The results conclude that for large mark values, the hybridization of MOFA with both DE mutation and Lévy-flight strategies potentially performs better than the MOBB-BC and its hybrid forms to search OGR sequences. The hybrid algorithm MOBB-BC can explore OGRs up to 8-marks and near-OGRs for 9 to 20-marks with a maximum computation time of 27 h, whereas hybrid MOFA can examine up to 16-mark OGRs, but finds 17 to 20-mark near-OGRs with the maximum computation time of 20 h. The success rate of the proposed hybrid MOFA to search best OGRs up to 20-marks is 80%, whereas for hybrid algorithm MOBB-BC is 40%.
Author Bansal, Shonak
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  surname: Bansal
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Cites_doi 10.1109/26.705403
10.1007/s10462-020-09829-2
10.1007/978-1-84882-983-1_15
10.1109/MCSE.2016.118
10.1016/j.advengsoft.2005.04.005
10.1016/B978-0-12-398296-4.00001-5
10.1515/math-2017-0045
10.1109/50.59195
10.1016/j.ijleo.2008.03.023
10.1007/s10601-007-9020-1
10.1016/j.dam.2008.07.006
10.1109/18.651068
10.1016/j.swevo.2011.02.002
10.1007/s00366-012-0254-1
10.1109/TCOMM.2004.838684
10.1109/18.841202
10.1109/26.718560
10.1109/50.387806
10.1080/08839514.2019.1683977
10.1109/PROC.1977.10517
10.1016/j.asoc.2014.04.015
10.1504/IJBIC.2011.042259
10.4172/2324-9307.1000e101
10.1109/18.737546
10.1109/26.558698
10.1007/978-981-15-5097-3_5
10.1109/TCOM.1986.1096587
10.1109/TAP.1974.1140732
10.1109/TIT.2018.2809497
10.1080/0305215X.2013.832237
10.1109/26.1464
10.1007/978-3-642-32894-7_27
10.1109/18.50388
10.1504/IJBIC.2010.032124
10.3934/amc.2009.3.235
10.1109/68.300184
10.1007/s40031-016-0249-1
10.1007/11844297_26
10.1142/S0218213002001039
10.1109/TIT.1967.1053951
10.1007/978-3-540-31996-2_7
10.1023/A:1008202821328
10.1109/26.76456
10.1002/j.1538-7305.1953.tb01422.x
10.1038/scientificamerican1285-16
10.1038/scientificamerican0386-14
10.1109/ICCCE.2010.5556802
10.1109/AICCSA.2010.5586955
10.1109/CEC.2005.1554943
10.1109/CLEO.1999.834058
10.1109/ICSPCom.2016.7980551
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Keywords Optimal Golomb ruler
Channel-allocation
Pareto front
Four-wave mixing
Multi-objective big bang–big crunch optimization algorithm
Multi-objective firefly optimization algorithm
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References Shearer (CR10) 1990; 36
Storn, Price (CR83) 1997; 11
Forghieri, Tkach, Chraplyvy, Marcuse (CR22) 1994; 6
Robinson, Bernstein (CR72) 1967; 13
Dollas, Rankin, McCracken (CR65) 1998; 44
Bansal, Kumar, Sharma, Bhalla (CR43) 2011; 9
Yang (CR87) 2009
Cotta, Fernández, Gottlieb, Raidl (CR73) 2005
Koziel, Yang (CR6) 2011
CR38
Bali, Bansal, Kamboj (CR47) 2015; 124
Yang, Bramer, Ellis, Petridis (CR90) 2010
CR36
CR35
Yang (CR80) 2012; 1
CR34
CR32
Bansal, Sharma, Hamou (CR49) 2017
CR76
Randhawa, Sohal, Kaler (CR30) 2009; 120
CR31
Deb (CR3) 2001
Ritu, Sharma (CR51) 2016; 136
Memarsadegh (CR77) 2016; 18
Robinson (CR9) 1979; 28
Bansal, Hamou (CR50) 2017
Lavoie, Haccoun, Savaria (CR71) 1991; 39
CR5
Gong, Helleseth, Kumar, Solomon (CR33) 2018; 64
Bansal, Gupta, Singh, Dey (CR58) 2021
Bloom, Golomb (CR8) 1977; 65
CR48
Cotta, Hemert (CR79) 2008
Thing, Shum, Rao (CR20) 2004; 52
Cotta, Dotú, Fernandez, Hentenryck (CR59) 2007; 12
CR46
CR45
CR44
CR42
Bansal (CR63) 2019; 33
Fang, Sandrin (CR74) 1977; 7
CR40
Abbass, Sarker (CR4) 2002; 11
Robinson (CR39) 2000; 46
Price, Storn, Lampinen (CR82) 2005
Kwong, Yang (CR17) 1997; 45
Cotta, Dotú, Fernández, Hentenryck (CR37) 2006
Sugumaran, Sharma, Chitranshi, Thakur, Arulmozhivarman (CR23) 2013; 5
Shearer (CR11) 1998; 44
Derrac, García, Molina, Herrera (CR92) 2011; 1
Yang (CR2) 2011; 3
Tonguz, Hwang (CR28) 1998; 46
Erol, Eksin (CR85) 2006; 37
CR16
Kumari, Singh, Bansal (CR56) 2016; 142
CR15
CR14
CR57
Drakakis (CR61) 2009; 3
CR12
Tabakov (CR86) 2011; 77
Bansal (CR62) 2020; 53
Hwang, Tonguz (CR27) 1998; 46
Bansal, Gupta, Singh, Dey, Rajinikanth (CR54) 2021
Yang (CR88) 2013; 29
CR91
Blum, Biraud, Ribes (CR75) 1974; 22
Yang, Karamanoglu, He (CR1) 2014; 46
Rajasekaran, Pai (CR81) 2004
Bansal, Gupta, Singh (CR53) 2017; 15
Lam, Sarwate (CR70) 1988; 36
Bansal (CR41) 2014; 22
Meyer, Papakonstantinou (CR13) 2009; 157
Babcock (CR7) 1953; 32
Chraplyvy (CR18) 1990; 8
CR25
Bansal, Chauhan, Kumar (CR55) 2014; 96
CR69
CR68
CR67
CR66
Yang, Yang, Gandomi, Talatahari, Alavi (CR78) 2013
CR21
Yang, Durand-Lose, Jonoska (CR84) 2012
CR64
Bansal, Singh, Gupta (CR52) 2017; 98
Drakakis, Rickard (CR60) 2010; 3
Forghieri, Tkach, Chraplyvy (CR26) 1995; 13
Aggarwal (CR19) 2001
Singh, Bansal (CR24) 2013; 3
Yang (CR89) 2010; 2
Atkinson, Santoro, Urrutia (CR29) 1986; 34
VLL Thing (587_CR20) 2004; 52
587_CR91
X-S Yang (587_CR87) 2009
XS Yang (587_CR84) 2012
587_CR12
587_CR57
587_CR14
S Bansal (587_CR53) 2017; 15
587_CR15
OK Tonguz (587_CR28) 1998; 46
587_CR16
JP Robinson (587_CR72) 1967; 13
S Bansal (587_CR52) 2017; 98
XS Yang (587_CR78) 2013
XS Yang (587_CR1) 2014; 46
S Bansal (587_CR62) 2020; 53
R Storn (587_CR83) 1997; 11
S Rajasekaran (587_CR81) 2004
W Babcock (587_CR7) 1953; 32
K Deb (587_CR3) 2001
587_CR40
587_CR42
587_CR44
JP Robinson (587_CR39) 2000; 46
587_CR45
587_CR46
S Bansal (587_CR58) 2021
587_CR48
GS Bloom (587_CR8) 1977; 65
WC Kwong (587_CR17) 1997; 45
S Bansal (587_CR54) 2021
HA Abbass (587_CR4) 2002; 11
C Meyer (587_CR13) 2009; 157
K Price (587_CR82) 2005
OK Erol (587_CR85) 2006; 37
AW Lam (587_CR70) 1988; 36
EJ Blum (587_CR75) 1974; 22
587_CR5
K Singh (587_CR24) 2013; 3
RJF Fang (587_CR74) 1977; 7
K Drakakis (587_CR60) 2010; 3
F Forghieri (587_CR22) 1994; 6
S Bansal (587_CR63) 2019; 33
S Sugumaran (587_CR23) 2013; 5
S Bansal (587_CR43) 2011; 9
X-S Yang (587_CR88) 2013; 29
587_CR31
587_CR32
587_CR76
587_CR34
587_CR35
G Gong (587_CR33) 2018; 64
587_CR36
587_CR38
S Bansal (587_CR41) 2014; 22
JB Shearer (587_CR11) 1998; 44
S Bansal (587_CR55) 2014; 96
N Memarsadegh (587_CR77) 2016; 18
BS Ritu (587_CR51) 2016; 136
C Cotta (587_CR79) 2008
B Hwang (587_CR27) 1998; 46
S Koziel (587_CR6) 2011
S Bansal (587_CR49) 2017
R Randhawa (587_CR30) 2009; 120
C Cotta (587_CR37) 2006
XS Yang (587_CR80) 2012; 1
JB Shearer (587_CR10) 1990; 36
P Lavoie (587_CR71) 1991; 39
587_CR64
AR Chraplyvy (587_CR18) 1990; 8
587_CR21
A Dollas (587_CR65) 1998; 44
587_CR66
X-S Yang (587_CR90) 2010
587_CR67
C Cotta (587_CR59) 2007; 12
587_CR68
587_CR25
MD Atkinson (587_CR29) 1986; 34
587_CR69
F Forghieri (587_CR26) 1995; 13
N Kumari (587_CR56) 2016; 142
X-S Yang (587_CR89) 2010; 2
GP Aggarwal (587_CR19) 2001
S Bansal (587_CR50) 2017
K Drakakis (587_CR61) 2009; 3
J Derrac (587_CR92) 2011; 1
JP Robinson (587_CR9) 1979; 28
S Bali (587_CR47) 2015; 124
C Cotta (587_CR73) 2005
XS Yang (587_CR2) 2011; 3
PY Tabakov (587_CR86) 2011; 77
References_xml – ident: CR45
– volume: 46
  start-page: 1027
  year: 1998
  end-page: 1037
  ident: CR27
  article-title: A generalized suboptimum unequally spaced channel allocation technique—Part I: in IM/DDWDM systems
  publication-title: IM/DDWDM Syst. IEEE Trans. Commun.
  doi: 10.1109/26.705403
– start-page: 171
  year: 2021
  end-page: 196
  ident: CR58
  article-title: Multi-objective flower pollination algorithm and its variants to find optimal Golomb ruler sequences for WDM system
  publication-title: Applications of Flower Pollination Algorithm and Its Variants from Springer book series Springer Tracts in Nature-Inspired Computing
– volume: 136
  start-page: 33
  issue: 4
  year: 2016
  end-page: 42
  ident: CR51
  article-title: A novel bat algorithm for channel allocation to reduce FWM crosstalk in WDM systems
  publication-title: Int. J. Comput. Appl.
– ident: CR68
– volume: 53
  start-page: 5589
  year: 2020
  end-page: 5635
  ident: CR62
  article-title: Performance comparison of five metaheuristic nature-inspired algorithms to find near-OGRs for WDM systems
  publication-title: Artif. Intell. Rev.
  doi: 10.1007/s10462-020-09829-2
– start-page: 209
  year: 2010
  end-page: 218
  ident: CR90
  article-title: Firefly algorithm, Levy flights and global optimization
  publication-title: Research and Development in Intelligent Systems XXVI
  doi: 10.1007/978-1-84882-983-1_15
– volume: 18
  start-page: 58
  issue: 6
  year: 2016
  end-page: 62
  ident: CR77
  article-title: NASA computational case study: Golomb rulers and their applications
  publication-title: Comput. Sci. Eng.
  doi: 10.1109/MCSE.2016.118
– ident: CR16
– ident: CR12
– volume: 37
  start-page: 106
  year: 2006
  end-page: 111
  ident: CR85
  article-title: A new optimization method: Big bang–big crunch
  publication-title: Adv. Engineer. Softw.
  doi: 10.1016/j.advengsoft.2005.04.005
– ident: CR35
– volume: 28
  start-page: 183
  issue: 12
  year: 1979
  end-page: 184
  ident: CR9
  article-title: Optimum Golomb rulers
  publication-title: IEEE Trans. Comput.
– volume: 9
  start-page: 63
  issue: 5
  year: 2011
  end-page: 71
  ident: CR43
  article-title: Golomb ruler sequences optimization: a BBO approach
  publication-title: Int. J. Comput. Sci. Inf. Secur.
– start-page: 1
  year: 2013
  end-page: 23
  ident: CR78
  article-title: Optimization and metaheuristic algorithms in engineering
  publication-title: Metaheursitics in water, Geotechnical and Transport Engineering
  doi: 10.1016/B978-0-12-398296-4.00001-5
– ident: CR25
– volume: 15
  start-page: 520
  issue: 1
  year: 2017
  end-page: 547
  ident: CR53
  article-title: Nature-inspired metaheuristic algorithms to find near-OGR sequences for WDM channel allocation and their performance comparison
  publication-title: Open Math.
  doi: 10.1515/math-2017-0045
– volume: 142
  start-page: 21
  issue: 9
  year: 2016
  end-page: 27
  ident: CR56
  article-title: Optimal Golomb ruler sequences as WDM channel-allocation algorithm generation: Cuckoo search algorithm with mutation
  publication-title: Int. J. Comput. Appl.
– ident: CR42
– volume: 8
  start-page: 1548
  year: 1990
  end-page: 1557
  ident: CR18
  article-title: Limitations on lightwave communications imposed by optical–fiber nonlinearities
  publication-title: J. Lightwave Technol.
  doi: 10.1109/50.59195
– volume: 120
  start-page: 898
  year: 2009
  end-page: 904
  ident: CR30
  article-title: Optimum algorithm for WDM channel allocation for reducing four–wave mixing effects
  publication-title: Optik
  doi: 10.1016/j.ijleo.2008.03.023
– ident: CR21
– ident: CR46
– volume: 12
  start-page: 263
  issue: 3
  year: 2007
  end-page: 291
  ident: CR59
  article-title: Local search-based hybrid algorithms for finding Golomb rulers
  publication-title: Constraints
  doi: 10.1007/s10601-007-9020-1
– volume: 157
  start-page: 738
  year: 2009
  end-page: 748
  ident: CR13
  article-title: On the complexity of constructing Golomb rulers
  publication-title: Discrete Appl. Mathemat.
  doi: 10.1016/j.dam.2008.07.006
– start-page: 175
  year: 2017
  end-page: 211
  ident: CR50
  article-title: Nature–inspired based multi–objective hybrid algorithms to find near—OGRs for optical WDM systems and their comparison
  publication-title: Advanced Metaheuristic Methods in Big Data Retrieval and Analytics
– volume: 44
  start-page: 379
  issue: 1
  year: 1998
  end-page: 382
  ident: CR65
  article-title: A new algorithm for Golomb ruler derivation and proof of the 19 mark ruler
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/18.651068
– ident: CR67
– year: 2008
  ident: CR79
  publication-title: Recent advances in evolutionary computation for combinatorial optimization. Studies in computational Intelligence
– volume: 77
  start-page: 835
  year: 2011
  end-page: 839
  ident: CR86
  article-title: Big bang–big crunch optimization method in optimum design of complex composite laminates
  publication-title: World Sci. Eng. Technol.
– volume: 1
  start-page: 3
  issue: 1
  year: 2011
  end-page: 18
  ident: CR92
  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 Evol. Comput.
  doi: 10.1016/j.swevo.2011.02.002
– ident: CR15
– volume: 3
  start-page: 295
  issue: 7
  year: 2010
  end-page: 309
  ident: CR60
  article-title: On the construction of nearly optimal Golomb rulers by unwrapping costas arrays
  publication-title: Contemp. Eng. Sci.
– volume: 29
  start-page: 175
  issue: 2
  year: 2013
  end-page: 184
  ident: CR88
  article-title: Multiobjective firefly algorithm for continuous optimization
  publication-title: Eng. Comput.
  doi: 10.1007/s00366-012-0254-1
– volume: 52
  start-page: 2184
  issue: 12
  year: 2004
  end-page: 2189
  ident: CR20
  article-title: Bandwidth-efficient WDM channel allocation for four-wave mixing-effect minimization
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/TCOMM.2004.838684
– ident: CR57
– ident: CR32
– volume: 46
  start-page: 1170
  issue: 3
  year: 2000
  end-page: 1173
  ident: CR39
  article-title: Genetic search for Golomb arrays
  publication-title: IEEE Trans Inf. Theory
  doi: 10.1109/18.841202
– ident: CR36
– volume: 46
  start-page: 1186
  year: 1998
  end-page: 1193
  ident: CR28
  article-title: A generalized suboptimum unequally spaced channel allocation technique—part II: in coherent WDM systems
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/26.718560
– ident: CR5
– volume: 3
  start-page: 25
  issue: 12
  year: 2013
  end-page: 31
  ident: CR24
  article-title: Suppression of FWM crosstalk on WDM systems using unequally spaced channel algorithms—a survey
  publication-title: Int. J. Adv. Res. Comput. Sci. Soft. Eng.
– volume: 13
  start-page: 889
  year: 1995
  end-page: 897
  ident: CR26
  article-title: WDM systems with unequally spaced channels
  publication-title: J. Lightwave Technol.
  doi: 10.1109/50.387806
– ident: CR64
– volume: 33
  start-page: 1199
  year: 2019
  end-page: 1265
  ident: CR63
  article-title: A comparative study of nature-inspired metaheuristic algorithms in search of near-to-optimal Golomb rulers for the FWM crosstalk elimination in WDM systems
  publication-title: Appl. Artif. Intell.
  doi: 10.1080/08839514.2019.1683977
– volume: 65
  start-page: 562
  issue: 4
  year: 1977
  end-page: 570
  ident: CR8
  article-title: Applications of numbered undirected graphs
  publication-title: Proc. IEEE
  doi: 10.1109/PROC.1977.10517
– volume: 22
  start-page: 443
  year: 2014
  end-page: 457
  ident: CR41
  article-title: Optimal Golomb ruler sequence generation for FWM crosstalk elimination: soft computing versus conventional approaches”
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2014.04.015
– volume: 3
  start-page: 267
  issue: 5
  year: 2011
  end-page: 274
  ident: CR2
  article-title: Bat algorithm for multi–objective optimization
  publication-title: Int. J. Bio-Inspir. Comput.
  doi: 10.1504/IJBIC.2011.042259
– volume: 1
  start-page: 1
  issue: 1
  year: 2012
  end-page: 3
  ident: CR80
  article-title: Nature-inspired mateheuristic algorithms: success and new challenges
  publication-title: J. Comput. Eng. Inf. Technol.
  doi: 10.4172/2324-9307.1000e101
– volume: 124
  start-page: 38
  issue: 12
  year: 2015
  end-page: 45
  ident: CR47
  article-title: A novel hybrid multi–objective BB–BC based channel allocation algorithm to reduce FWM crosstalk and its comparative study
  publication-title: Int. J. Comput. Appl.
– volume: 44
  start-page: 3151
  issue: 7
  year: 1998
  end-page: 3153
  ident: CR11
  article-title: Some new disjoint Golomb rulers
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/18.737546
– volume: 45
  start-page: 352
  issue: 3
  year: 1997
  end-page: 359
  ident: CR17
  article-title: An algebraic approach to the unequal–spaced channel–allocation problem in WDM lightwave systems
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/26.558698
– start-page: 79
  year: 2021
  end-page: 101
  ident: CR54
  article-title: Application of bat-inspired computing algorithm and its variants in search of near-optimal Golomb rulers for WDM systems: a comparative study
  publication-title: Applications of Bat Algorithm and its Variants. Springer Tracts in Nature-Inspired Computing
  doi: 10.1007/978-981-15-5097-3_5
– volume: 5
  start-page: 1432
  issue: 2
  year: 2013
  end-page: 1444
  ident: CR23
  article-title: Effect of four-wave mixing on WDM system and its suppression using optimum algorithms
  publication-title: Int. J. Engineer. Technol. (IJET)
– ident: CR66
– year: 2005
  ident: CR82
  publication-title: Differential Evolution—A Practical Approach to Global Optimization
– ident: CR91
– ident: CR14
– volume: 34
  start-page: 614
  issue: 6
  year: 1986
  end-page: 617
  ident: CR29
  article-title: Integer sets with distinct sums and differences and carrier frequency assignments for nonlinear repeaters
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/TCOM.1986.1096587
– volume: 22
  start-page: 108
  year: 1974
  end-page: 109
  ident: CR75
  article-title: On optimal synthetic linear arrays with applications to radio astronomy
  publication-title: IEEE Trans. Antennas Propag.
  doi: 10.1109/TAP.1974.1140732
– volume: 64
  start-page: 2844
  issue: 4
  year: 2018
  end-page: 2857
  ident: CR33
  article-title: Golomb—mathematician, engineer, and pioneer
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2018.2809497
– volume: 46
  start-page: 1222
  issue: 9
  year: 2014
  end-page: 1237
  ident: CR1
  article-title: Flower pollination algorithm: a novel approach for multiobjective optimization
  publication-title: Eng. Optim.
  doi: 10.1080/0305215X.2013.832237
– year: 2001
  ident: CR3
  publication-title: Multi–objective optimization using evolutionary algorithms
– year: 2001
  ident: CR19
  publication-title: Nonlinear Fiber Optics
– volume: 36
  start-page: 380
  year: 1988
  end-page: 382
  ident: CR70
  article-title: On optimal time–hopping patterns
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/26.1464
– start-page: 240
  year: 2012
  end-page: 249
  ident: CR84
  article-title: Flower pollination algorithm for global optimization
  publication-title: Unconventional Computation and Natural Computation. Lecture Notes in Computer Science
  doi: 10.1007/978-3-642-32894-7_27
– ident: CR40
– volume: 36
  start-page: 183
  year: 1990
  end-page: 184
  ident: CR10
  article-title: Some new optimum Golomb rulers
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/18.50388
– start-page: 1
  year: 2017
  end-page: 25
  ident: CR49
  article-title: Nature-inspired based modified multi-objective BB-BC algorithm to find near-OGRs for optical WDM systems and its performance comparison
  publication-title: Handbook of Research on Biomimicry in Information Retrieval and Knowledge Management
– volume: 96
  start-page: 6
  issue: 20
  year: 2014
  end-page: 12
  ident: CR55
  article-title: A cuckoo search based WDM channel allocation algorithm
  publication-title: Int. J. Comput. Appl.
– volume: 2
  start-page: 78
  issue: 2
  year: 2010
  end-page: 84
  ident: CR89
  article-title: Firefly algorithm, stochastic test functions and design optimisation
  publication-title: Int. J. Bio-Inspir. Comput.
  doi: 10.1504/IJBIC.2010.032124
– volume: 3
  start-page: 235
  issue: 3
  year: 2009
  end-page: 250
  ident: CR61
  article-title: A review of the available construction methods for Golomb rulers
  publication-title: Adv. Math. Commun.
  doi: 10.3934/amc.2009.3.235
– ident: CR69
– ident: CR44
– ident: CR48
– year: 2011
  ident: CR6
  publication-title: Computational Optimization, Methods and Algorithms. Studies in Computational Intelligence
– ident: CR38
– year: 2004
  ident: CR81
  publication-title: Neural networks, fuzzy logic, and genetic algorithms–synthesis and applications
– volume: 6
  start-page: 754
  issue: 6
  year: 1994
  end-page: 756
  ident: CR22
  article-title: Reduction of four–wave mixing crosstalk in WDM systems using unequally spaced channels
  publication-title: IEEE Photon. Technol. Lett.
  doi: 10.1109/68.300184
– volume: 98
  start-page: 43
  issue: 1
  year: 2017
  end-page: 64
  ident: CR52
  article-title: Optimal Golomb ruler sequences generation: a novel parallel hybrid multi–objective bat algorithm
  publication-title: J. Inst. Eng. India Ser. B
  doi: 10.1007/s40031-016-0249-1
– ident: CR31
– start-page: 252
  year: 2006
  end-page: 261
  ident: CR37
  publication-title: A Memetic Approach to Golomb Rulers, Parallel Problem Solving from Nature-PPSN IX, Lecture Notes in Computer Science
  doi: 10.1007/11844297_26
– volume: 7
  start-page: 227
  year: 1977
  end-page: 245
  ident: CR74
  article-title: Carrier frequency assignment for non-linear repeaters
  publication-title: Comsat Tech. Rev.
– volume: 11
  start-page: 531
  issue: 4
  year: 2002
  end-page: 552
  ident: CR4
  article-title: The pareto differential evolution algorithm
  publication-title: Int. J. Art. Intell. Tools
  doi: 10.1142/S0218213002001039
– ident: CR34
– volume: 13
  start-page: 106
  year: 1967
  end-page: 113
  ident: CR72
  article-title: A class of binary recurrent codes with limited error propagation
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.1967.1053951
– ident: CR76
– start-page: 169
  year: 2009
  end-page: 178
  ident: CR87
  publication-title: Firefly Algorithms for Multimodal Optimization Stochastic Algorithms: Foundations and Applications (SAGA–2009), Lecture Notes in Computer Science
– start-page: 68
  year: 2005
  end-page: 79
  ident: CR73
  article-title: Analyzing fitness landscapes for the optimal Golomb ruler problem
  publication-title: Evolutionary computation in combinatorial optimization
  doi: 10.1007/978-3-540-31996-2_7
– volume: 11
  start-page: 341
  issue: 4
  year: 1997
  end-page: 359
  ident: CR83
  article-title: Differential evolution—A simple and efficient heuristic for global optimization over continuous spaces
  publication-title: J. Glob. Optim.
  doi: 10.1023/A:1008202821328
– volume: 39
  start-page: 200
  issue: 2
  year: 1991
  end-page: 207
  ident: CR71
  article-title: New VLSI architectures for fast soft-decision threshold decoders
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/26.76456
– volume: 32
  start-page: 63
  year: 1953
  end-page: 73
  ident: CR7
  article-title: Intermodulation interference in radio systems
  publication-title: Bell Syst. Tech. J.
  doi: 10.1002/j.1538-7305.1953.tb01422.x
– volume-title: Computational Optimization, Methods and Algorithms. Studies in Computational Intelligence
  year: 2011
  ident: 587_CR6
– volume: 46
  start-page: 1027
  year: 1998
  ident: 587_CR27
  publication-title: IM/DDWDM Syst. IEEE Trans. Commun.
  doi: 10.1109/26.705403
– start-page: 252
  volume-title: A Memetic Approach to Golomb Rulers, Parallel Problem Solving from Nature-PPSN IX, Lecture Notes in Computer Science
  year: 2006
  ident: 587_CR37
– volume: 36
  start-page: 183
  year: 1990
  ident: 587_CR10
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/18.50388
– volume: 3
  start-page: 25
  issue: 12
  year: 2013
  ident: 587_CR24
  publication-title: Int. J. Adv. Res. Comput. Sci. Soft. Eng.
– volume: 142
  start-page: 21
  issue: 9
  year: 2016
  ident: 587_CR56
  publication-title: Int. J. Comput. Appl.
– ident: 587_CR46
– volume: 44
  start-page: 379
  issue: 1
  year: 1998
  ident: 587_CR65
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/18.651068
– volume: 1
  start-page: 3
  issue: 1
  year: 2011
  ident: 587_CR92
  publication-title: Swarm Evol. Comput.
  doi: 10.1016/j.swevo.2011.02.002
– volume: 52
  start-page: 2184
  issue: 12
  year: 2004
  ident: 587_CR20
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/TCOMM.2004.838684
– ident: 587_CR32
– volume: 65
  start-page: 562
  issue: 4
  year: 1977
  ident: 587_CR8
  publication-title: Proc. IEEE
  doi: 10.1109/PROC.1977.10517
– start-page: 68
  volume-title: Evolutionary computation in combinatorial optimization
  year: 2005
  ident: 587_CR73
  doi: 10.1007/978-3-540-31996-2_7
– ident: 587_CR36
– volume: 22
  start-page: 108
  year: 1974
  ident: 587_CR75
  publication-title: IEEE Trans. Antennas Propag.
  doi: 10.1109/TAP.1974.1140732
– ident: 587_CR14
– volume: 136
  start-page: 33
  issue: 4
  year: 2016
  ident: 587_CR51
  publication-title: Int. J. Comput. Appl.
– start-page: 171
  volume-title: Applications of Flower Pollination Algorithm and Its Variants from Springer book series Springer Tracts in Nature-Inspired Computing
  year: 2021
  ident: 587_CR58
– volume-title: Differential Evolution—A Practical Approach to Global Optimization
  year: 2005
  ident: 587_CR82
– volume: 77
  start-page: 835
  year: 2011
  ident: 587_CR86
  publication-title: World Sci. Eng. Technol.
– volume: 22
  start-page: 443
  year: 2014
  ident: 587_CR41
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2014.04.015
– volume: 12
  start-page: 263
  issue: 3
  year: 2007
  ident: 587_CR59
  publication-title: Constraints
  doi: 10.1007/s10601-007-9020-1
– volume: 15
  start-page: 520
  issue: 1
  year: 2017
  ident: 587_CR53
  publication-title: Open Math.
  doi: 10.1515/math-2017-0045
– volume: 3
  start-page: 295
  issue: 7
  year: 2010
  ident: 587_CR60
  publication-title: Contemp. Eng. Sci.
– ident: 587_CR66
– volume: 44
  start-page: 3151
  issue: 7
  year: 1998
  ident: 587_CR11
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/18.737546
– ident: 587_CR45
– start-page: 175
  volume-title: Advanced Metaheuristic Methods in Big Data Retrieval and Analytics
  year: 2017
  ident: 587_CR50
– volume: 39
  start-page: 200
  issue: 2
  year: 1991
  ident: 587_CR71
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/26.76456
– volume: 13
  start-page: 889
  year: 1995
  ident: 587_CR26
  publication-title: J. Lightwave Technol.
  doi: 10.1109/50.387806
– volume: 34
  start-page: 614
  issue: 6
  year: 1986
  ident: 587_CR29
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/TCOM.1986.1096587
– volume: 96
  start-page: 6
  issue: 20
  year: 2014
  ident: 587_CR55
  publication-title: Int. J. Comput. Appl.
– volume: 46
  start-page: 1186
  year: 1998
  ident: 587_CR28
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/26.718560
– ident: 587_CR31
– volume: 46
  start-page: 1222
  issue: 9
  year: 2014
  ident: 587_CR1
  publication-title: Eng. Optim.
  doi: 10.1080/0305215X.2013.832237
– ident: 587_CR35
– volume: 45
  start-page: 352
  issue: 3
  year: 1997
  ident: 587_CR17
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/26.558698
– volume: 3
  start-page: 267
  issue: 5
  year: 2011
  ident: 587_CR2
  publication-title: Int. J. Bio-Inspir. Comput.
  doi: 10.1504/IJBIC.2011.042259
– ident: 587_CR38
– start-page: 1
  volume-title: Handbook of Research on Biomimicry in Information Retrieval and Knowledge Management
  year: 2017
  ident: 587_CR49
– volume: 11
  start-page: 531
  issue: 4
  year: 2002
  ident: 587_CR4
  publication-title: Int. J. Art. Intell. Tools
  doi: 10.1142/S0218213002001039
– volume: 33
  start-page: 1199
  year: 2019
  ident: 587_CR63
  publication-title: Appl. Artif. Intell.
  doi: 10.1080/08839514.2019.1683977
– start-page: 1
  volume-title: Metaheursitics in water, Geotechnical and Transport Engineering
  year: 2013
  ident: 587_CR78
  doi: 10.1016/B978-0-12-398296-4.00001-5
– volume: 36
  start-page: 380
  year: 1988
  ident: 587_CR70
  publication-title: IEEE Trans. Commun.
  doi: 10.1109/26.1464
– volume-title: Multi–objective optimization using evolutionary algorithms
  year: 2001
  ident: 587_CR3
– volume: 64
  start-page: 2844
  issue: 4
  year: 2018
  ident: 587_CR33
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.2018.2809497
– ident: 587_CR44
– volume: 13
  start-page: 106
  year: 1967
  ident: 587_CR72
  publication-title: IEEE Trans. Inf. Theory
  doi: 10.1109/TIT.1967.1053951
– volume: 7
  start-page: 227
  year: 1977
  ident: 587_CR74
  publication-title: Comsat Tech. Rev.
– volume: 1
  start-page: 1
  issue: 1
  year: 2012
  ident: 587_CR80
  publication-title: J. Comput. Eng. Inf. Technol.
  doi: 10.4172/2324-9307.1000e101
– volume-title: Nonlinear Fiber Optics
  year: 2001
  ident: 587_CR19
– ident: 587_CR67
– ident: 587_CR68
  doi: 10.1038/scientificamerican1285-16
– volume: 157
  start-page: 738
  year: 2009
  ident: 587_CR13
  publication-title: Discrete Appl. Mathemat.
  doi: 10.1016/j.dam.2008.07.006
– volume: 5
  start-page: 1432
  issue: 2
  year: 2013
  ident: 587_CR23
  publication-title: Int. J. Engineer. Technol. (IJET)
– ident: 587_CR69
  doi: 10.1038/scientificamerican0386-14
– ident: 587_CR76
– ident: 587_CR21
  doi: 10.1109/ICCCE.2010.5556802
– volume: 8
  start-page: 1548
  year: 1990
  ident: 587_CR18
  publication-title: J. Lightwave Technol.
  doi: 10.1109/50.59195
– volume: 32
  start-page: 63
  year: 1953
  ident: 587_CR7
  publication-title: Bell Syst. Tech. J.
  doi: 10.1002/j.1538-7305.1953.tb01422.x
– ident: 587_CR57
– ident: 587_CR91
– volume: 29
  start-page: 175
  issue: 2
  year: 2013
  ident: 587_CR88
  publication-title: Eng. Comput.
  doi: 10.1007/s00366-012-0254-1
– ident: 587_CR15
– ident: 587_CR34
– start-page: 169
  volume-title: Firefly Algorithms for Multimodal Optimization Stochastic Algorithms: Foundations and Applications (SAGA–2009), Lecture Notes in Computer Science
  year: 2009
  ident: 587_CR87
– volume-title: Neural networks, fuzzy logic, and genetic algorithms–synthesis and applications
  year: 2004
  ident: 587_CR81
– volume-title: Recent advances in evolutionary computation for combinatorial optimization. Studies in computational Intelligence
  year: 2008
  ident: 587_CR79
– ident: 587_CR12
– ident: 587_CR64
– start-page: 209
  volume-title: Research and Development in Intelligent Systems XXVI
  year: 2010
  ident: 587_CR90
  doi: 10.1007/978-1-84882-983-1_15
– volume: 98
  start-page: 43
  issue: 1
  year: 2017
  ident: 587_CR52
  publication-title: J. Inst. Eng. India Ser. B
  doi: 10.1007/s40031-016-0249-1
– volume: 11
  start-page: 341
  issue: 4
  year: 1997
  ident: 587_CR83
  publication-title: J. Glob. Optim.
  doi: 10.1023/A:1008202821328
– ident: 587_CR5
– ident: 587_CR40
  doi: 10.1109/AICCSA.2010.5586955
– ident: 587_CR42
  doi: 10.1109/CEC.2005.1554943
– volume: 28
  start-page: 183
  issue: 12
  year: 1979
  ident: 587_CR9
  publication-title: IEEE Trans. Comput.
– volume: 46
  start-page: 1170
  issue: 3
  year: 2000
  ident: 587_CR39
  publication-title: IEEE Trans Inf. Theory
  doi: 10.1109/18.841202
– volume: 9
  start-page: 63
  issue: 5
  year: 2011
  ident: 587_CR43
  publication-title: Int. J. Comput. Sci. Inf. Secur.
– volume: 3
  start-page: 235
  issue: 3
  year: 2009
  ident: 587_CR61
  publication-title: Adv. Math. Commun.
  doi: 10.3934/amc.2009.3.235
– volume: 53
  start-page: 5589
  year: 2020
  ident: 587_CR62
  publication-title: Artif. Intell. Rev.
  doi: 10.1007/s10462-020-09829-2
– volume: 37
  start-page: 106
  year: 2006
  ident: 587_CR85
  publication-title: Adv. Engineer. Softw.
  doi: 10.1016/j.advengsoft.2005.04.005
– volume: 120
  start-page: 898
  year: 2009
  ident: 587_CR30
  publication-title: Optik
  doi: 10.1016/j.ijleo.2008.03.023
– volume: 2
  start-page: 78
  issue: 2
  year: 2010
  ident: 587_CR89
  publication-title: Int. J. Bio-Inspir. Comput.
  doi: 10.1504/IJBIC.2010.032124
– start-page: 240
  volume-title: Unconventional Computation and Natural Computation. Lecture Notes in Computer Science
  year: 2012
  ident: 587_CR84
  doi: 10.1007/978-3-642-32894-7_27
– ident: 587_CR25
  doi: 10.1109/CLEO.1999.834058
– ident: 587_CR16
– volume: 124
  start-page: 38
  issue: 12
  year: 2015
  ident: 587_CR47
  publication-title: Int. J. Comput. Appl.
– ident: 587_CR48
  doi: 10.1109/ICSPCom.2016.7980551
– start-page: 79
  volume-title: Applications of Bat Algorithm and its Variants. Springer Tracts in Nature-Inspired Computing
  year: 2021
  ident: 587_CR54
  doi: 10.1007/978-981-15-5097-3_5
– volume: 6
  start-page: 754
  issue: 6
  year: 1994
  ident: 587_CR22
  publication-title: IEEE Photon. Technol. Lett.
  doi: 10.1109/68.300184
– volume: 18
  start-page: 58
  issue: 6
  year: 2016
  ident: 587_CR77
  publication-title: Comput. Sci. Eng.
  doi: 10.1109/MCSE.2016.118
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Snippet Nowadays, the multi-objective optimizing algorithms which are inspired by nature are widely used in solving the many objectives of NP-complete engineering and...
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SubjectTerms Algorithms
Bandwidths
Communications Engineering
Computing time
Design engineering
Engineering
Evolutionary computation
Four-wave mixing
Multiple objective analysis
Mutation
Networks
Noise
Optical communication
Optical noise
Optimization
Optimization algorithms
Original Contribution
Random walk
Searching
Statistical analysis
Wave division multiplexing
Wavelength division multiplexing
Title Nature-Inspired Hybrid Multi-objective Optimization Algorithms in Search of Near-OGRs to Eliminate FWM Noise Signals in Optical WDM Systems and their Performance Comparison
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