TY - GEN
T1 - Simulation and experimental study of inverse heat conduction problem
AU - Chen, L.
AU - Askarian, S.
AU - Mohammadzaheri, M.
AU - Samadi, F.
PY - 2011
Y1 - 2011
N2 - In this paper, a neural network method is proposed to solve a one dimensional inverse heat conduction problem (IHCP). The method relies on input/output data of an unknown system to create an intelligent neural network model. Multi layer perceptrons with recurrent properties are utilised in the model. Prepared input/output data are used to train the neural network. Reliable checking processes are also offered to justify the robustness of the method. A numerical sequential function specification (SFS) method is used as another technique to solve the IHCP. The numerical result is compared with that of the proposed method and good agreement is shown between the two methods. However, the numerical method can be only used to solve the IHCP off-line due to the high computation requirement. The proposed neural network method can be used in real-time situations as shown in the experimental tests.
AB - In this paper, a neural network method is proposed to solve a one dimensional inverse heat conduction problem (IHCP). The method relies on input/output data of an unknown system to create an intelligent neural network model. Multi layer perceptrons with recurrent properties are utilised in the model. Prepared input/output data are used to train the neural network. Reliable checking processes are also offered to justify the robustness of the method. A numerical sequential function specification (SFS) method is used as another technique to solve the IHCP. The numerical result is compared with that of the proposed method and good agreement is shown between the two methods. However, the numerical method can be only used to solve the IHCP off-line due to the high computation requirement. The proposed neural network method can be used in real-time situations as shown in the experimental tests.
KW - ANSYS parametric design language
KW - Artificial neural network
KW - Inverse heat conduction problem
KW - Sequential function specification
UR - http://www.scopus.com/inward/record.url?scp=79958263174&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=79958263174&partnerID=8YFLogxK
U2 - 10.4028/www.scientific.net/AMR.233-235.2820
DO - 10.4028/www.scientific.net/AMR.233-235.2820
M3 - Conference contribution
AN - SCOPUS:79958263174
SN - 9783037851197
T3 - Advanced Materials Research
SP - 2820
EP - 2823
BT - Fundamental of Chemical Engineering
T2 - 2011 International Conference on Chemical Engineering and Advanced Materials, CEAM 2011
Y2 - 28 May 2011 through 30 May 2011
ER -