Title :
Parallel QoS Scheduling for WDM Optical Interconnection System Using a New Ranked Hopfield Neural Network
Author :
Tien, Po-Lung ; Ke, Bo-Yu
Author_Institution :
Dept. of Electr. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
In this paper, we propose a parallel QoS scheduler for a WDM optical interconnection system (WOPIS), using a new ranked Hopfield neural-network (RHNN). The WOPIS contains a set of Clos-like optical switches and a handful of output FDL-based optical buffers. The RHNN scheduler determines an optimal set of neurons (I/O paths) to be enabled, achieving maximal system throughput and priority differentiation subject to the switch- and buffer-contention-free constraints. Structured with ranked neurons, the RHNN allows higher-rank neurons (higher-priority and/or lower-delay paths) to disable lower-rank neurons that have been enabled during previous iterations. Ranking the neurons unfortunately gives rise to a convergence problem. We present two theorems that give the sufficient conditions for the RHNN scheduler to converge to the optimal solution. We demonstrate via simulation results that, with the computation time within one system slot time, the RHNN scheduler achieves near 100% throughput and multi-level prioritized scheduling.
Keywords :
Hopfield neural nets; multistage interconnection networks; optical interconnections; optical switches; parallel processing; processor scheduling; quality of service; telecommunication computing; wavelength division multiplexing; Clos-like optical switch; FDL-based optical buffer; I/O path; RHNN scheduler; WDM optical interconnection system; WOPIS; buffer-contention-free constraint; convergence problem; higher-priority path; higher-rank neuron; lower-delay path; multilevel prioritized scheduling; parallel QoS scheduling; priority differentiation; ranked Hopfield neural-network; switch-contention-free constraint; system throughput; Arrayed waveguide gratings; Neurons; Optical buffering; Optical interconnections; Optical switches; Quality of service; Hopfield neural networks; optical interconnect; parallel scheduling; quality of service (QoS);
Journal_Title :
Lightwave Technology, Journal of
DOI :
10.1109/JLT.2011.2159578