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检索条件"机构=Intelligent Control Design and Optimization of Complex Systems"

共 200 条记录，以下是131-140 订阅

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Fuzzy predictive control based on Takagi-Sugeno model for nonlinear systems

Fuzzy predictive control based on Takagi-Sugeno model for no...

引用

IEEE SSD International Multi-Conference on systems, Signals and Devices

作者： Latifa Dalhoumi Mohamed Djemel Mohamed Chtourou Research unit of Intelligent Control Design and Optimization of Complex Systems National School of Engineering Sfax Tunisia

In this paper, a method of designing a nonlinear predictive controller based on a fuzzy model of the system is presented. The Takagi-Sugeno fuzzy model is used as a powerful structure for representing nonlinear dynamic systems. So, the strategy of the fuzzy predictive control based on a fuzzy Takagi-Sugeno model is applied to the control of a chemical reactor. Indeed, the work is consists to develop, in a first step, a fuzzy model from a merger of a number of local models obtained by the principle of linearization around an operating point, or by learning through the gradient algorithm. In a second stage and basis on local models already developed, a fuzzy predictive control is synthesized with different approaches. The principal aim is to apply local generalized predictive control.

关键词： Mathematical model Predictive models Computational modeling Argon Equations Nonlinear systems Takagi-Sugeno model

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Neural approaches for modelling nonlinear systems

Neural approaches for modelling nonlinear systems

引用

IEEE SSD International Multi-Conference on systems, Signals and Devices

作者： Amina Turki Mohamed Chtourou Mohamed Djemel Research unit of Intelligent Control Design and Optimization of Complex Systems National School of Engineering Sfax Tunisia

This paper deals with the problem of neural modeling of nonlinear systems. In a first place, we will discuss the neural modeling process. The approach adopted of neural modeling will be presented in a second place; this method is based on mono-network neural modeling and multi-network neural modeling. The results of simulation obtained will be illustrated by a nonlinear system of second order and by a chemical process.

关键词： US Department of Energy

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Hardware implementation of pulse mode RBFNN based edge detection system on virtex V platform

Hardware implementation of pulse mode RBFNN based edge detec...

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IEEE SSD International Multi-Conference on systems, Signals and Devices

作者： Amir Gargouri Mohamed Krid Dorra Sellami Masmoudi Research unit of Intelligent Control design and Optimization of complex Systems (ICOS) National School of Engineering Sfax Tunisia

In this paper, we have proposed a new architecture of RBFNN. Neural network efficiency in embedded systems offers the possibility of reconfiguration and the genericity of the solution. Indeed, the same integrated system can approximate any input-output function thanks to the parameters update on the chip. RBF neural networks constitute a subset of the neuronal networks, which has a great potential in reducing the size of the network. Pulse mode neural networks reduce significantly hardware resources by replacing the conventional huge multiplier by a simple frequency multiplier. As application, we approximate with the proposed RBF network, a Canny operator based edge detection, which is an important step in image processing. Acceptable edge detection approximation was done, with a mean generalization error of (4,604 %) on the Wang image database. Moreover, a design synthesis on FPGA virtex V platform was done, the results of implementation lead to an operating frequency of 445,295 MHz, which offers real time application performances.

关键词： Image edge detection Artificial neural networks Training Radial basis function networks Neurons Simulation Hardware

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A hybrid evolutionary design of neuro-fuzzy systems

A hybrid evolutionary design of neuro-fuzzy systems

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IEEE SSD International Multi-Conference on systems, Signals and Devices

作者： R. El Hamdi M. Njah M. Chtourou Research unit on Intelligent Control design & Optimization of complex Systems Sfax Engineering School University of Sfax Sfax Tunisia

In this paper, a hybrid evolutionary approach, combining the theory of learning automata (LA) and the steady-state genetic algorithm (SSGA), is proposed for design of TSKtype fuzzy model (TFM). In the proposed memetic approach, both the number of fuzzy rules and adjustable parameters in the TFM are designed concurrently. A learning automaton, which systematically updates a strategy to enhance the performance in response to the output results, is used to find the optimal number of rules, whereas the SSGA is used to perform the tuning of the TFM parameters. Computer simulations have demonstrated that the proposed hybrid method performs better than some existing methods.

关键词： Biological cells Legged locomotion

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Optimized fuzzy controller for mobile robot navigation in a cluttered environment

Optimized fuzzy controller for mobile robot navigation in a ...

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IEEE SSD International Multi-Conference on systems, Signals and Devices

作者： Najah Yousfi Chokri Rekik Mohamed Jallouli Nabil Derbel Research unit on Intelligent Control design & Optimization of complex Systems (ICOS) Sfax Engineering School Sfax BP W Tunisia

Obstacle avoidance and path planning are the most important problems in mobile robots. In this paper, a fuzzy logic controller has been constructed in order to train an intelligent robot. Gradient method is used to optimize consequences of a Sugeno fuzzy logic controller for the mobile robot navigation, in order to reach a target in a clutterd environment. Not only simulation results are shown in this paper, but also the “real-time” implementation has been realized onto the mini robot Khepera II. Simulation results verify successfully the application of the proposed method to real motion situations.

关键词： Robot sensing systems Mobile communication Argon optimization Trajectory

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An evolutionary neuro-fuzzy approach to breast cancer diagnosis

An evolutionary neuro-fuzzy approach to breast cancer diagno...

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IEEE International Conference on systems, Man and Cybernetics

作者： R. El Hamdi M. Njah M. Chtourou Research Unit on Intelligent Control Design & Optimization of Complex Systems (ICOS) Sfax Engineering School University of Sfax Sfax Tunisia

The important role that mammography is playing in breast cancer detection can be attributed largely to the technical improvements and dedication of radiologists to breast imaging. A lot of work is being done to ensure that these diagnosing steps are becoming smoother, faster and more accurate in classifying whether the abnormalities seen in mammogram images are benign or malignant. In this paper, an evolutionary approach for design of TSK-type fuzzy model (TFM) is proposed to solve the breast cancer diagnosis problem. In the proposed method, both the number of fuzzy rules and adjustable parameters in the TFM are designed concurrently combining the compact genetic algorithm (CGA) and the steady-state genetic algorithm (SSGA). The computational experiments show that the presented approach can obtain better generalization than some existing methods reported recently in the literature using the widely accepted Wisconsin breast cancer diagnosis (WBCD) database.

关键词： Breast Niobium Databases Cancer

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Adaptive tracking control of a mobile manipulator

Adaptive tracking control of a mobile manipulator

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IEEE SSD International Multi-Conference on systems, Signals and Devices

作者： Amal Karray Moez Feki Research unit on Intelligent Control Sfax Engineering School Design & Optimization of complex Systems (lCOS) University of Sfax Sfax Tunisia

In this paper, we propose a computed torque controller for a dynamic model of nonholonomic mobile manipulator with bounded external disturbances in order to treat the adaptive tracking control. Firstly, a velocity controller is designed for the kinematic steering system. Secondly, a computed torque controller is designed such that the mobile manipulator velocity converges to the desired velocity controller deduced from the first step. In particular, the mobile manipulator can globally follow any path such as a straight line or a circle. Simulation results are given to demonstrate the effectiveness of the proposed controller.

关键词： TV Dynamics

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Breast cancer diagnosis using a hybrid evolutionary neural network classifier

Breast cancer diagnosis using a hybrid evolutionary neural n...

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Mediterranean Conference on control and Automation (MED)

作者： R. El hamdi M. Njah M. Chtourou Research unit on Intelligent Control design & Optimization of complex Systems (ICOS) Sfax Engineering School University of Sfax Sfax Tunisia

The important role that mammography is playing in breast cancer detection can be attributed largely to the technical improvements and dedication of radiologists to breast imaging. A lot of work is being done to ensure that these diagnosing steps are becoming smoother, faster and more accurate in classifying whether the abnormalities seen in mammogram images are benign or malignant. This paper takes a step in that direction by introducing a hybrid evolutionary neural network classifier (HENC) combining the evolutionary algorithm, which has a powerful global exploration capability, with gradient-based local search method, which can exploit the optimum offspring to develop a diagnostic aid that accurately differentiates malignant from benign pattern. The computational experiments show that the presented HENC approach can obtain better generalization and much lower computational cost than the existing methods reported recently in the literature using the widely accepted Wisconsin breast cancer diagnosis (WBCD) database with some improvements.

关键词： Artificial neural networks Training Classification algorithms Neurons Breast cancer Databases

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Multi objective optimization for piloting a Quality Management System: Study case

Multi objective optimization for piloting a Quality Manageme...

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2010 International Conference on System Science and Engineering, ICSSE 2010

作者： Mahmoud, H. Ben Ketata, R. Romdhane, T. Ben Ahmed, S. Ben Dept. of Physics and Instrwnentation Engineering INSAT: National Institute of Applied Science and Technology Tunis Tunisia Dept. of Physics and Instrwnentation Engineering ICOS: Research Unit on Intelligent Control Design and Optimization of Complex System Tunis Tunisia Dept. of Physics and Instrumentation Engineering MOSIC Research Unit on Methods and Tools for Complex Computer Systems Tunis Tunisia

ISBN: (纸本)9781424464746

This paper presents a decision support tool for the effectiveness of a Quality Management System (QMS) in a company. To develop this tool, a new approach PAHP based on the combination of the Pareto Optimality Concept (Poq and the Analytical Hierarchy Process (AHP). This approach is used to model and optimize the multi-objective function of real company which presents a major problem for controlling the quality level of production. © 2010 IEEE.

关键词： Multiobjective optimization

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Mutual and external synchronization control of multi-robot systems

Mutual and external synchronization control of multi-robot s...

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IEEE SSD International Multi-Conference on systems, Signals and Devices

作者： Yassine Bouteraa Jawhar Ghommam Nabil Derbel Gérard Poisson Research unit on Intelligent Control design and Optimization of complex Systems University of Sfax Sfax Tunisia Institut Prisme SRI 63 avenue de Lattre de Tassigny Bourges Cedex

In this article, we investigate the synchronization of robot manipulators group under coordinated and cooperative scheme. In cooperative schemes all agents were fully interconnected, such that all robots have a weight on the overall dynamics. In the coordinated schemes the leader robot or the master robot establishes the synchronized action of all the slave systems. Based on emergent consensus algorithm, the proposed controller works to position synchronization of multiple robot manipulators. The control strategy is to synchronize the angular position and the velocity of each robot in the system with respect to the common desired trajectory and the angular positions and velocities of other robots. Modeled by an undirected graph, the cooperative robots network only requires local neighbor-to-neighbor information exchange between manipulators and does not assume the existence of an explicit leader in the team. However the objective in coordinated scheme is to design interconnections and feedback controllers for the slaves, such that their positions and velocities synchronize to those of the leader robot. It is assumed that network robots have the same number of joints and any configuration made possible by one in the group can be completed by each robot in the cooperative system.

关键词： Lead Robots Aerospace electronics control systems

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