International Journal for Numerical Methods in Engineering · 2000 · 25 citations · 7 references
EngineeringMechanical EngineeringComputational Heat TransferHeat TransferThermal AnalysisGradient-based OptimizationHeat Transfer AnalysisHeat Transfer ModelingInverse Heat TransferInverse ProblemsNumerical AnalysisAdjoint FormulationBoussinesq EquationsGradient Method OptimizationInverse Problem SolvingInverse Problem TheoryMinimizationNatural Convection
The inverse problem of determining the time-varying strength of a heat source, which causes natural convection in a two-dimensional cavity, is considered. The Boussinesq equation is used to model the natural convection induced by the heat source. The inverse natural convection problem is solved through the minimization of a performance function utilizing the conjugate gradient method. The gradient of the performance function needed in the minimization procedure of the conjugate gradient method is obtained by employing either the adjoint variable method or the direct differentiation method. The accuracy and efficiency of these two methods are compared, and a new method is suggested that exploits the advantageous aspects of both methods while avoiding the shortcomings of them. Copyright © 2000 John Wiley & Sons, Ltd.
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Function minimization by conjugate gradients
R. Fletcher · The Computer Journal · 1964 · 4.9K citations · Full text
Parameter Estimation in Engineering and Science
F. N. David, James V. Beck, Kenneth J. Arnold · Biometrics · 1977 · 256 citations