Computational intelligence in photonics technology and optical networks: A survey and future perspectives

被引:22
作者
Riziotis, Christos
Vasilakos, Athanasios V.
机构
[1] Univ Peloponnese, Dept Telecommun Sci & Technol, Tripoli 22100, Greece
[2] Univ W Macedonia, Dept Comp & Telecommun Engn, Kozani 50100, Greece
关键词
computational intelligence; evolution strategies; genetic algorithms; neural networks; fuzzy systems; optimization; optical networks; WDM; photonic components;
D O I
10.1016/j.ins.2007.06.012
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The continuous growth of broadband communications, multimedia services and Internet is absolutely related to the deployment and operation of optical networks. Despite optical fibers' enormous physical bandwidth the development of optical networks for today's advanced, reliable and guaranteed-type services, require an efficient management of the bandwidth together with an orthological and careful use of optical components given their high manufacturing cost. These requirements have lead to the need for sophisticated photonic devices and to optical networks' implementations of increased functionality and associated thus complexity. For the efficient consideration of those problems different design and optimization techniques have been applied to date. However, as the complexity increases, the use of computational intelligence (CI) in those problems is becoming a unique tool of imperative value. In this paper we review in a unified approach the applications of CI starting from the physical layer and ending to services layer, given that here there is a strong relation and unique interplay between components' technology and network issues, being sharing the common target of physical bandwidth's efficient utilization. The applicability of different Cl classes (genetic algorithms and evolution strategies, fuzzy systems, and artificial neural networks) in optical wavelength division multiplexing (WDM) networks is identified and evaluated. Furthermore specific optical networks' optimization problems are categorized. Being a rapidly growing area, new trends, such as evolutionary game theory, in understanding and design of large scale Optical Network are also identified and discussed. The paper seeks to review the aforementioned areas, identify new problems and trends, triggering this way new research efforts for interdisciplinary cooperation between researchers. (C) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:5292 / 5315
页数:24
相关论文
共 154 条
[1]   Simple model for quantum-dot semiconductor optical amplifiers using artificial neural networks [J].
Ababneh, Jehad I. ;
Qasaimeh, Omar .
IEEE TRANSACTIONS ON ELECTRON DEVICES, 2006, 53 (07) :1543-1550
[2]  
Agrawal G. P, 2012, Nonlinear Fiber Optics, V5th
[3]   NEURAL-PROCESSING-TYPE OPTICAL WDM DEMULTIPLEXER [J].
AISAWA, S ;
NOGUCHI, K ;
KOGA, M ;
MATSUMOTO, T ;
AMEMIYA, Y ;
SUGITA, A .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 1993, 11 (12) :2130-2139
[4]   Learning method for neural networks using weight perturbation of orthogonal bit sequence and its application to adaptive WDM demultiplexer [J].
Aisawa, S ;
Noguchi, K ;
Miyao, H .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 1997, 15 (11) :1997-2005
[5]  
AISWA S, 1996, ELECTR COMMUN, V79, P1
[6]   Design of a multifunctional integrated optical isolator switch based on nonlinear and nonreciprocal effects -: art. no. 124002 [J].
Alcantara, LDS ;
Lima, MAC ;
César, AC ;
Borges, BHV ;
Teixeira, FL .
OPTICAL ENGINEERING, 2005, 44 (12)
[7]   Optimization of splitting node placement in wavelength-routed optical networks [J].
Ali, M .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2002, 20 (08) :1571-1579
[8]  
ALI R, 2000, INT J COMPUTER TELEC, V32, P539
[9]   Constraint-based design of optical transmission systems [J].
Alicherry, M ;
Nagesh, H ;
Poosala, V .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 2003, 21 (11) :2499-2510
[10]   Practical optoelectronic neural network realizations based on the fault tolerance of the backpropagation algorithm [J].
Allen, TJ ;
Hung, KS ;
Curtis, KM ;
Orton, JW .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1996, 7 (02) :488-500