Title :
All fiber-optic neural network using coupled SOA based ring lasers
Author :
Hill, Martin T. ; Frietman, Edward E E ; De Waardt, Huig ; Khoe, Giok-Djan ; Dorren, H.J.S.
Author_Institution :
Dept. of Electr. Eng., Eindhoven Univ. of Technol., Netherlands
fDate :
11/1/2002 12:00:00 AM
Abstract :
An all-optical neural network is presented that is based on coupled lasers. Each laser in the network lases at a distinct wavelength, representing one neuron. The network status is determined by the wavelength of the network´s light output. Inputs to the network are in the optical power domain. The nonlinear threshold function required for neural-network operation is achieved optically by interaction between the lasers. The behavior of the coupled lasers is explained by a simple laser model developed in the paper. In particular, the winner take all (WTA) neural-network behavior of a system of many lasers is described. An experimental system is implemented using single mode fiber optic components at wavelengths near 1550 nm. A number of functions are implemented to demonstrate the practicality of the new network. The neural network is particularly robust against input wavelength variations.
Keywords :
optical computing; optical neural nets; ring lasers; semiconductor optical amplifiers; all fiber-optic neural network; coupled semiconductor optical amplifier based ring lasers; neural-network operation; nonlinear threshold function; optical computing; optical power domain; semiconductor lasers; winner take all neural-network behavior; Fiber lasers; Fiber nonlinear optics; Laser modes; Neural networks; Neurons; Nonlinear optics; Optical computing; Optical coupling; Ring lasers; Semiconductor optical amplifiers;
Journal_Title :
Neural Networks, IEEE Transactions on
DOI :
10.1109/TNN.2002.804222