Design of Immune-Algorithm-Based Adaptive Fuzzy Controllers for Active Suspension Systems
Open Access
- 1 January 2014
- journal article
- Published by SAGE Publications in Advances in Mechanical Engineering
Abstract
The aim of this paper is to integrate the artificial immune systems and adaptive fuzzy control for the automobile suspension system, which is regarded as a multiobjective optimization problem. Moreover, the fuzzy control rules and membership controls are then introduced for identification and memorization. It leads fast convergence in the search process. Afterwards, by using the diversity of the antibody group, trapping into local optimum can be avoided, and the system possesses a global search capacity and a faster local search for finding a global optimal solution. Experimental results show that the artificial immune system with the recognition and memory functions allows the system to rapidly converge and search for the global optimal approximate solutions.Keywords
Funding Information
- National Science Council Taiwan (NSC 102–2221-E-218-017, NSC100-2632-E-218-001-MY3)
This publication has 15 references indexed in Scilit:
- Particle swarm optimizationPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2014
- A GA-API Solution for the Economic Dispatch of Generation in Power System OperationIEEE Transactions on Power Systems, 2011
- Mitigation of Voltage Sags With Phase Jumps by UPQC With PSO-Based ANFISIEEE Transactions on Power Delivery, 2011
- Hybridizing Differential Evolution and Particle Swarm Optimization to Design Powerful Optimizers: A Review and TaxonomyIEEE Transactions on Systems, Man and Cybernetics, Part C (Applications and Reviews), 2011
- Application of Improved Fuzzy Immune PID Controller to Bending Control SystemJournal of Iron and Steel Research International, 2011
- Optimization of Variable-Capacitance Micromotor Using Genetic AlgorithmJournal of Microelectromechanical Systems, 2011
- A Hybrid PSO-BFGS Strategy for Global Optimization of Multimodal FunctionsIEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 2011
- Intelligent Memetic Algorithm Using GA and Guided MADS for the Optimal Design of Interior PM Synchronous MachineIEEE Transactions on Magnetics, 2010
- Using fuzzy logic controller and evolutionary genetic algorithm for automotive active suspension systemInternational Journal of Automotive Technology, 2009
- Medical decision support system based on artificial immune recognition immune system (AIRS), fuzzy weighted pre-processing and feature selectionExpert Systems with Applications, 2007