Scheduling variable-length messages in a single-hop multichannel local lightwave network
IEEE/ACM Transactions on Networking (TON)
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms
A Genetic Algorithm for Multiprocessor Scheduling
IEEE Transactions on Parallel and Distributed Systems
A Novel Optical IP Router Architecture for WDM Networks
ICOIN '01 Proceedings of the The 15th International Conference on Information Networking
Progress in optical networking
IEEE Communications Magazine
IEEE Network: The Magazine of Global Internetworking
A Pipeline-Based Genetic Algorithm Accelerator for Time-Critical Processes in Real-Time Systems
IEEE Transactions on Computers
Information Sciences: an International Journal
Design of FFT subchannelization scheduling in OFDMA system
ISC '07 Proceedings of the 10th IASTED International Conference on Intelligent Systems and Control
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The dense wavelength division multiplexing (DWDM) technique has been developed to provide a tremendous number of wavelengths/ channels in an optical fiber. In the multi-channel networks, it has been a challenge to effectively schedule a given number of wavelengths and variable-length packets into different wavelengths in order to achieve a maximal network throughput. This optimization process has been considered as difficult as the job scheduling in multiprocessor scenario, which is well known as a NP-hard problem. In current research, a heuristic method, genetic algorithms (GAs), is often employed to obtain the near-optimal solution because of its convergent property. Unfortunately, the convergent speed of conventional GAs cannot meet the speed requirement in high-speed networks. In this paper, we propose a novel hyper-generation GAs (HG-GA) concept to approach the fast convergence. By the HG-GA, a pipelined mechanism can be adopted to speed up the chromosome generating process. Due to the fast convergent property of HG-GA, which becomes possible to provide an efficient scheduler for switching variable-length packets in high-speed and multi-channel optical networks.