Hybrid particle swarm optimization of temperatures of billet reheating process

This paper presents a hybrid particle swarm optimization (HPSO) approach to solving the problem of optimizing the steady-state temperatures of the three zones of a billet reheating furnace. First, a model for predicting billet temperature is constructed based on a heat transfer equation and its boundary conditions. Then, HPSO is used to determine the optimal steady-state temperatures, which are reference inputs for the control of furnace temperature. This approach uses a chaos mechanism to create the initial population, and immunity and cloning to improve the global search capability and search precision of particle swarm optimization.

[1]  Donald E. Grierson,et al.  Comparison among five evolutionary-based optimization algorithms , 2005, Adv. Eng. Informatics.

[2]  Huanwen Tang,et al.  Application of chaos in simulated annealing , 2004 .

[3]  Chen Xi A Multiple Constrained Routing Selection Based on Particle Swarm Optimization Algorithms with Immunity , 2006 .

[4]  Robert Hooke,et al.  `` Direct Search'' Solution of Numerical and Statistical Problems , 1961, JACM.

[5]  Chang-Hwan Im,et al.  Multimodal function optimization based on particle swarm optimization , 2006, IEEE Transactions on Magnetics.

[6]  John Yen,et al.  A hybrid approach to modeling metabolic systems using a genetic algorithm and simplex method , 1998, IEEE Trans. Syst. Man Cybern. Part B.

[7]  Fernando José Von Zuben,et al.  Learning and optimization using the clonal selection principle , 2002, IEEE Trans. Evol. Comput..

[8]  Licheng Jiao,et al.  A novel genetic algorithm based on immunity , 2000, IEEE Trans. Syst. Man Cybern. Part A.

[9]  Eric M. Delmelle,et al.  Base station location and channel allocation in a cellular network with emergency coverage requirements , 2005, Eur. J. Oper. Res..

[10]  W. H. Swann A survey of non‐linear optimization techniques , 1969, FEBS letters.

[11]  James Kennedy,et al.  Particle swarm optimization , 2002, Proceedings of ICNN'95 - International Conference on Neural Networks.

[12]  Chai Tianyou OPTIMAL SETTING MODEL OF REHEAT FURNACE TEMPERATURE , 2000 .

[13]  Guanrong Chen,et al.  Simplex Sliding Mode Control for Nonlinear Uncertain Systems Via Chaos Optimization , 2005 .

[14]  Wang Xi Modeling and Temperature Optimal Setpoint Strategy for Walking Beam Reheating Furnace , 2001 .

[15]  Xueguang Shao,et al.  An adaptive immune optimization algorithm for energy minimization problems. , 2004, The Journal of chemical physics.