Aryani, Dharma and Hidayatullah, Nur (2018) Predictive Control for Relative Performance Management. In: 2018 5th International Conference on Information Technology, Computer, and Electrical Engineering (ICITACEE), 27-28 September 2018, Semarang, Indonesia.
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Abstract
This paper examines the implementation of Model Predictive Control (MPC) for relative performance management in a shared resources system. Finite Control Set MPC as a modelbased control is integrated in a scheme of differentiated control for a multi classes virtualized software system. A dynamic model is estimated in block-oriented form with nonlinear compensation feedback system. The performance objective is to maintain response time on the reference levels or subject to the degree of priority between the user classes. Experiments are conducted in a two-classes of virtualized software system for several performance differentiation scenarios. The performance of Integral FCSMPC is evaluated in comparison with Proportional Integral (PI) control. The results show that predictive control framework provides significant improvement in predictability and disturbance rejection procedure. Therefore, Integral FCS-MPC outperforms PI controller in terms of maintaining the stability of relative performance objectives. Index Terms—Model Predictive Control, nonlinear compensation, Finite Set Control, Hammerstein-Wiener, virtual machines control, relative performance control
Item Type: | Conference or Workshop Item (Paper) |
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Subjects: | T Technology > T Technology (General) |
Divisions: | Jurusan Teknik Elektro > D3 Teknik Elektronika |
Depositing User: | Dharma Aryani |
Date Deposited: | 28 May 2023 02:23 |
Last Modified: | 31 Jul 2023 00:36 |
URI: | https://repository.poliupg.ac.id/id/eprint/2514 |