Harmony search algorithm and Lyapunov theory based hybrid adaptive fuzzy controller for temperature control of air heater system with transport-delay

Hybrid stable adaptive fuzzy controllers based on the Lyapunov theory and HS algorithm are implemented.Real-life controls of the temperature of an air heater process at different cross sections of air flow duct are implemented.Heat transfer dynamics of the process in the presence of fixed and randomly variable disturbances are tested.The same controllers designed for "no transportation delay" case are also utilized to control the temperature with the incorporation of transportation delay in the process. The present paper proposes systematic designs of stable adaptive fuzzy logic controllers (AFLCs), employing hybridizations of Lyapunov strategy based approach (LSBA) and a contemporary stochastic optimization technique, for controlling the temperature of a thermal process in an air-heater system with transport-delay and in the presence of disturbances. Harmony search (HS) algorithm has been considered here as a candidate stochastic optimization technique utilized in conjunction with the Lyapunov theory to develop the hybrid models in this work. The objective of this work is to design stable adaptive fuzzy controllers which can provide high degree of automation, guarantee asymptotic stability and also achieve satisfactory transient performance by simultaneous adaptations of both the fuzzy controller structure and its free parameters. The results obtained from real-life experiments aptly demonstrate the usefulness of the proposed approach.

[1]  Chia-Feng Juang,et al.  Temperature control by chip-implemented adaptive recurrent fuzzy controller designed by evolutionary algorithm , 2005, IEEE Trans. Circuits Syst. I Regul. Pap..

[2]  Kurt Fischle,et al.  An improved stable adaptive fuzzy control method , 1999, IEEE Trans. Fuzzy Syst..

[3]  M. Sugeno,et al.  Application of fuzzy control logic for deadtime processes in glass melting furnace , 1990 .

[4]  Thomas Larsson,et al.  Adaptive control of nonlinear MIMO systems with transport delay: conventional, rule based or neural? , 2000, Ninth IEEE International Conference on Fuzzy Systems. FUZZ- IEEE 2000 (Cat. No.00CH37063).

[5]  Ali Reza Babaei,et al.  Classical and fuzzy-genetic autopilot design for unmanned aerial vehicles , 2011, Appl. Soft Comput..

[6]  Zong Woo Geem,et al.  A New Heuristic Optimization Algorithm: Harmony Search , 2001, Simul..

[7]  K. Lee,et al.  A new structural optimization method based on the harmony search algorithm , 2004 .

[8]  Okyay Kaynak,et al.  A servo system control with time-varying and nonlinear load conditions using type-2 TSK fuzzy neural system , 2011, Appl. Soft Comput..

[9]  László Keviczky,et al.  Identification and adaptive control of a glass furnace , 1981, Autom..

[10]  F. Palis,et al.  Modeling and control of non-linear systems using soft computing techniques , 2007, Appl. Soft Comput..

[11]  Amitava Chatterjee,et al.  Design of a Hybrid Stable Adaptive Fuzzy Controller Employing Lyapunov Theory and Harmony Search Algorithm , 2010, IEEE Transactions on Control Systems Technology.

[12]  Daniele Magazzeni A framework for the automatic synthesis of hybrid fuzzy/numerical controllers , 2011, Appl. Soft Comput..

[13]  Amitava Chatterjee,et al.  A Hybrid Approach for Design of Stable Adaptive Fuzzy Controllers Employing Lyapunov Theory and Particle Swarm Optimization , 2009, IEEE Transactions on Fuzzy Systems.

[14]  B. Turchiano,et al.  Combining Genetic Algorithms and Lyapunov-Based Adaptation for Online Design of Fuzzy Controllers , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[15]  Un-Chul Moon,et al.  Hybrid algorithm with fuzzy system and conventional PI control for the temperature control of TV glass furnace , 2003, IEEE Trans. Control. Syst. Technol..

[16]  Senén Barro,et al.  Design of a fuzzy controller in mobile robotics using genetic algorithms , 2007, Appl. Soft Comput..

[17]  Dan Simon Kalman filtering for fuzzy discrete time dynamic systems , 2003, Appl. Soft Comput..

[18]  Li-Xin Wang Stable adaptive fuzzy control of nonlinear systems , 1993, IEEE Trans. Fuzzy Syst..

[19]  Leandro dos Santos Coelho,et al.  Particle swarm approaches using Lozi map chaotic sequences to fuzzy modelling of an experimental thermal-vacuum system , 2008, Appl. Soft Comput..

[20]  Chia-Feng Juang,et al.  Water bath temperature control by a recurrent fuzzy controller and its FPGA implementation , 2006, IEEE Transactions on Industrial Electronics.

[21]  Mohd. Fua'ad Rahmat,et al.  MODELLING OF PT326 HOT AIR BLOWER TRAINER KIT USING PRBS SIGNAL AND CROSS-CORRELATION TECHNIQUE , 2003 .