Abstract
In this paper the possibility of using a Multilayer Perceptron (MLP) network trained with the Backpropagation Algorithm for detecting location and size of a damage in a civil engineering structure is investigated. The structure considered is a 20 m high steel lattice mast subjected to wind excitation. The basic idea is to train a neural network with simulated patterns of the relative changes in natural frequencies and corresponding sizes and locations of damages in order to recognize the behaviour of the damaged as well as the undamaged structure. Subjecting this trained neural network to measured values should imply information about damages states and locations. The training data are obtained by an FEM of the mast. Different damage scenarios are established by simulating a damage in one of the eight lower diagonals. The eight lower diagonals are cut and provided with bolted joints. Each bolted joint consists of 4 slice plates giving the possibilities of simulating a 1/4, 1/2, 3/4 and full reduction of the area of a diagonal. A damage is simulated by removing one or more splice plates in these bolted joints. The utility of the neural network approach is demonstrated by a simulation study as well as full-scale tests where the mast is identified by an ARMA-model. The results show that a neural network trained with simulated data is capable for detecting location of a damage in a steel lattice mast when the network is subjected to experimental data.·
Originalsprog | Engelsk |
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Titel | 12th International Modal Analysis Conference : January 31- february 3, 1994, Honolulu, Hawaii |
Antal sider | 7 |
Vol/bind | 2 |
Udgivelsessted | Bethel, Connecticut |
Forlag | Society for Experimental Mechanics |
Publikationsdato | 1995 |
Sider | 1128-1134 |
ISBN (Trykt) | 0-912053-44-5 |
Status | Udgivet - 1995 |
Begivenhed | International Modal Analysis Conference - Ilikai Hotel, Honolulu, USA Varighed: 31 jan. 1994 → 3 feb. 1994 Konferencens nummer: 12 |
Konference
Konference | International Modal Analysis Conference |
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Nummer | 12 |
Lokation | Ilikai Hotel |
Land/Område | USA |
By | Honolulu |
Periode | 31/01/1994 → 03/02/1994 |
Navn | IMAC |
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Vol/bind | 2 |
ISSN | 1046-6770 |
Emneord
- System Identification
- ARMA-Model
- Damage Detection
- Civil Engineering Application
- Neural Network