Use of Simulated Annealing for Adaptive Control System

Use of Simulated Annealing for Adaptive Control System

Tran Trong Dao, Ivan Zelinka, Vo Hoang Duy
Copyright: © 2013 |Pages: 13
DOI: 10.4018/ijeoe.2013070103
OnDemand:
(Individual Articles)
Available
$37.50
No Current Special Offers
TOTAL SAVINGS: $37.50

Abstract

This work deals with using a method of artificial intelligence, mainly the generic probabilistic meta-algorithm can be used in such a difficult task which is analyzed and control of dynamical systems. Simulated annealing (SA) is used in this investigation. The adaptive control system was used in simulations with optimization by Simulated Annealing and the results are presented in graphs.
Article Preview
Top

Mathematical Problems

Consider a CSTR with the first order consecutive exothermic reaction according to the scheme ijeoe.2013070103.m01 and with a perfectly mixed cooling jacket. Using the usual simplifications, the model of the CSTR is described by four nonlinear differential equations [6][7].

ijeoe.2013070103.m02
(Babu & Angira, 2001a)
ijeoe.2013070103.m03
(Back, Fogel, & Michalewicz, 1997)
ijeoe.2013070103.m04
(Nauman, n.d.)
ijeoe.2013070103.m05
(Dieu, Ngoc, & Schegner, 2012)with initial conditions ijeoe.2013070103.m06ijeoe.2013070103.m07ijeoe.2013070103.m08and ijeoe.2013070103.m09 Here, t is the time, c are concentrations, T are temperatures, V are volumes, ρ are densities, cp are specific heat capacities, Q are volumetric flow rates, Ah is the heat exchange surface area and U is the heat transfer coefficient. The subscripts are denoted (.)r for the reactant mixture, (.)c for the coolant, (.)i for feed (inlet) values and the superscript (.)s for steady-state values. The reaction rates and the reaction heat are expressed as
ijeoe.2013070103.m10
(Dasgupta & Michalewicz, 1997)
ijeoe.2013070103.m11
(Dostál, Bobál & Blaha, 2001)Where k0 are pre-exponential factors, E are activation energies and h are reaction entalpies. The values of all parameters, feed values and steady-state values are given in Table 1 [7].

Complete Article List

Search this Journal:
Reset
Volume 12: 1 Issue (2024): Forthcoming, Available for Pre-Order
Volume 11: 4 Issues (2022): 2 Released, 2 Forthcoming
Volume 10: 4 Issues (2021)
Volume 9: 4 Issues (2020)
Volume 8: 4 Issues (2019)
Volume 7: 4 Issues (2018)
Volume 6: 4 Issues (2017)
Volume 5: 4 Issues (2016)
Volume 4: 4 Issues (2015)
Volume 3: 4 Issues (2014)
Volume 2: 4 Issues (2013)
Volume 1: 4 Issues (2012)
View Complete Journal Contents Listing