• Gisele A. Santana
  • Fábio R. Durand
  • Taufik Abrão




Passive optical network, optical code division multiplexing access, chaos particle swarm optimization


In this work, it is investigated an improved chaos particle swarm optimization (IC-PSO) scheme to refine the quality of the algorithm solutions regarding to solve the optimal power allocation in next generation passive optical networks (NG-PON)s. The proposed IC-PSO scheme utilizes the Beta distribution instead of uniform distribution of the traditional PSO. A factor of damping based in the chaotic logistic map related to the updating of the best global value is successful introduced. The numerical results corroborate the best relation between the performance-complexity tradeoff and the quality of the algorithm solutions for the proposed IC-PSO when compared with the classical PSO power allocation scheme.


[1] H. Song, B.W.Kim, B.Mukherjee, "Long-reach optical access networks: a survey of research challenges,
demonstrations, and bandwidth assignment mechanisms", IEEE Commun. Surv. Tutor., vol. 12, n. 1,
pp. 112-123, First Quarter 2010.
[2] M. de Andradea, M. Maierb, M P. McGarryc, and M. Reissleind, "Passive optical network (PON)
supportted networking," Optical Switching and Networking, vol. 14, pp. 1-10, Aug. 2014.
[3] S. Bindhaiq, A. Sahmah M. Supaat, N. Zulkifli, A. Bakar Mohammad, R. Q. Shaddad, M. A.
Elmagzoub, A. Faisal, "Recent development on time and wavelength-division multiplexed passive
optical network (TWDM-PON) for next-generation passive optical network stage 2 (NG-PON2),"
Optical Switching and Networking, vol. 15, pp. 53-66, jan. 2015.
[4] Tarhuni, T. Korhonen, M. Elmusrati and E. Mutafungwa, "Power Control of Optical CDMA Star
Networks", Optics Communications, vol. 259, pp. 655 - 664, Mar. 2006
[5] R.-J. Essiambre, G. Kramer, P. J. Winzer, G. J. Foschini, and B. Goebel, "Capacity limits of optical
fiber networks," J. Lightw. Technol., vol. 28, pp. 662-701, 2010.
[6] M. Tang, C. Long and X. Guan, "Nonconvex Optimization for Power Control in Wireless CDMA
Networks," Wireless Personal Communications, vol. 58, n. 4, pp. 851-865, 2011.
[7] F. R. Durand, B. Angelico, T. Abrão, "Analysis of Delay and Estimation Uncertainty in Power Control
Model for Optical CDMA Network" Optical Switching and Networking. vol. 21, pp. 67-78, July 2016.
[8] E. Inaty, R. Raad, P. Fortier, and H. M. H. Shalaby, "A Fair QoS-Based Resource Allocation Scheme
For a Time-Slotted Optical OV-CDMA Packet Networks: a Unified Approach," Journal of Lightwave
Technology, vol. 26, no. 21, pp. 1-10, Jan. 2009.
[9] A. J. dos Santos, F. R. Durand, and T. Abrão, "Mitigation of environmental temperature variation
effects in OCDMA networks using PSO power control," IEEE/OSA J. Opt. Commun. Netw., vol. 7, no.
8, pp. 707-717, Aug. 2015.
[10] M. de Paula Marques, F. R. Durand and T. Abrão, "WDM/OCDM Energy-Efficient Networks Based on
Heuristic Ant Colony Optimization," in IEEE Systems Journal, vol. 10, no. 4, pp. 1482-1493, Dec.
[11] R. Matsumoto, T. Kodama, S. Shimizu, R. Nomura, K. Omichi, N. Wada, and K. I. Kitayama, "40GOCDMA-PON system with an asymmetric structure using a single multi-port and sampled SSFBG
encoder/ decoders," J. Lightw. Technol., vol. 32, no. 6, pp. 1132-1143, Mar. 2014.
[12] X. Yang, Nature-Inspired Optimization Algorithms, 1st ed. London: Elsevier, 2014.
[13] Bilal Alatas, Erhan Akin, A. Bedri Ozer, Chaos embedded particle swarm optimization algorithms, In
Chaos, Solitons & Fractals, Volume 40, Issue 4, 2009, Pages 1715-1734, ISSN 0960-0779,
[14] Dixiong Yang, Zhenjun Liu, Jilei Zhou, Chaos optimization algorithms based on chaotic maps with
different probability distribution and search speed for global optimization, In Communications in
Nonlinear Science and Numerical Simulation, Volume 19, Issue 4, 2014, Pages 1229-1246, ISSN 1007-
5704, https://doi.org/10.1016/j.cnsns.2013.08.017.
[15] Ernesto Araujo, Leandro dos S. Coelho, Particle swarm approaches using Lozi map chaotic sequences
to fuzzy modelling of an experimental thermal-vacuum system, In Applied Soft Computing, Volume 8,
Issue 4, 2008, Pages 1354-1364, ISSN 1568-4946, https://doi.org/10.1016/j.asoc.2007.10.016.
[16] Michal Pluhacek, Roman Senkerik, Donald Davendra, Chaos particle swarm optimization with
Eensemble of chaotic systems, In Swarm and Evolutionary Computation, Volume 25, 2015, Pages 29-
35, ISSN 2210-6502, https://doi.org/10.1016/j.swevo.2015.10.008
[17] Wei-feng Gao, San-yang Liu, Ling-ling Huang, Particle swarm optimization with chaotic oppositionbased population initialization and stochastic search technique, In Communications in Nonlinear
Science and Numerical Simulation, Volume 17, Issue 11, 2012, Pages 4316-4327, ISSN 1007-5704,
[18] Yanjun Zhang, Yu Zhao, Xinghu Fu, Jinrui Xu, A feature extraction method of the particle swarm
optimization algorithm based on adaptive inertia weight and chaos optimization for Brillouin scattering spectra, In Optics Communications, Volume 376, 2016, Pages 56-66, ISSN 0030-4018,
[19] Mohammad Hadi, Mohammad Reza Pakravan, "Analysis and Design of Adaptive OCDMA Passive
Optical Networks", Lightwave Technology Journal of, vol. 35, pp. 2853-2863, 2017
[20] S. Yoshima, Y. Tanaka, N. Kataoka, N. Wada, J. Nakagawa, and K. Kitayama, "Full-duplex,
extended-reach 10G-TDM-OCDM-PON system without En/decoder at ONU," J. Lightw. Technol., vol.
31, no. 1, pp. 43-49, Jan. 2013.
[21] M. M. Ali, "Synthesis of the Beta-distribution as an aid to stochastic global optimization," Comput.
Statist. Data Anal., vol. 52, no. 1, pp. 133-149, 2007.
[22] Matsumoto Ryosuke, Kodama Takahiro, Morita Koji, Wada Naoya, Kitayama Ken-ichi. "Scalable twoand three-dimensional optical labels generated by 128-port encoder/decoder for optical packet
switching." Optics express 23 (20): 25747-61. 2015
[23] T. A. Bruza Alves, F. R. Durand, B. A. Angelico and T. Abrao, "Power allocation scheme for OCDMA
NG-PON with proportional-integral-derivative algorithms," J. Opt. Commun. Netw., vol. 8, no. 9, pp.
645-655, September 1 2016.
[24] F. Durand and T. Abrão, "Energy-Efficient Power Allocation for WDM/OCDM Networks with Particle
Swarm Optimization," J. Opt. Commun. Netw., vol. 5, no. 5, pp. 512-523, May. 2013.
[25] H. Stark, J. W. Woods. Probability, Random Process and Estimation Theory for Engineers. Prentice
Hall 2nd edition, 1994.




How to Cite

Gisele A. Santana, Fábio R. Durand, & Taufik Abrão. (2018). POWER ALLOCATION IN PON-OCDMA WITH IMPROVED CHAOS PARTICLE SWARM OPTIMIZATION. Journal of Microwaves, Optoelectronics and Electromagnetic Applications (JMOe), 17(2), 268–283. https://doi.org/10.1590/2179-10742018v17i21258



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