Presentation 2010-06-24
Model Predictive Control for Dynamic Resource Management in Optical Grid
Genki MATSUI, Takuji TACHIBANA, Kiminao KOGISO, Kenji SUGIMOTO,
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Abstract(in English) In this paper, we propose two dynamic resource management methods with model predictive control (MPC) in order to utilize computing and wavelength resources effectively in optical grid. In the first method, we define the dynamic lightpath setup/release process by the logical proposition and formulate the control problem as a mixed logical dynamical (MLD) model. Then we derive the number of transmitted tasks by solving the mixed integral quadratic programming (MIQP). In the second method, the number of transmitted tasks is derived by considering only the number of established lightpaths. This derivation is performed by solving the quadratic programming (QP). The resources are expected to be utilized more effectively with MIQP-based MPC than QP-based MPC because the former considers the dynamic lightpath setup/release process. On the other hand, QP-based MPC is expected to be processed more quickly than MIQP-based MPC. We evaluate the performances of the proposed methods with Matlab and compare those performances with the performance of PID-based method. Numerical examples show that computing and wavelength resources can be utilized effectively by using our proposed methods. In addition, we investigate the computation time of those methods.
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Keyword(in English) Optical grid / Model predictive control / Mixed logical dynamical model / Mixed integer linear programming / Resource management
Paper # NS2010-30
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Conference Information
Committee NS
Conference Date 2010/6/17(1days)
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Registration To Network Systems(NS)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Model Predictive Control for Dynamic Resource Management in Optical Grid
Sub Title (in English)
Keyword(1) Optical grid
Keyword(2) Model predictive control
Keyword(3) Mixed logical dynamical model
Keyword(4) Mixed integer linear programming
Keyword(5) Resource management
1st Author's Name Genki MATSUI
1st Author's Affiliation Graduate School of Information Science, Nara Institute of Science and Technology()
2nd Author's Name Takuji TACHIBANA
2nd Author's Affiliation Graduate School of Information Science, Nara Institute of Science and Technology
3rd Author's Name Kiminao KOGISO
3rd Author's Affiliation Graduate School of Information Science, Nara Institute of Science and Technology
4th Author's Name Kenji SUGIMOTO
4th Author's Affiliation Graduate School of Information Science, Nara Institute of Science and Technology
Date 2010-06-24
Paper # NS2010-30
Volume (vol) vol.110
Number (no) 93
Page pp.pp.-
#Pages 6
Date of Issue