Back to Search
Start Over
Confidence estimation of the multi-layer perceptron and its application in fault detection systems
- Source :
-
Engineering Applications of Artificial Intelligence . Sep2008, Vol. 21 Issue 6, p895-906. 12p. - Publication Year :
- 2008
-
Abstract
- Abstract: This paper presents an identification method based on artificial neural networks, which can be used for the robust fault detection. In particular, a problem of the multi-layer perceptron neural network uncertainty estimation with application of the outer bounding ellipsoid algorithm is considered. The mathematical description of the model uncertainty enables designing robust fault detection system, which effectiveness was verified with the DAMADICS benchmark. [Copyright &y& Elsevier]
- Subjects :
- *PERCEPTRONS
*ALGORITHMS
*ARTIFICIAL intelligence
*ARTIFICIAL neural networks
Subjects
Details
- Language :
- English
- ISSN :
- 09521976
- Volume :
- 21
- Issue :
- 6
- Database :
- Academic Search Index
- Journal :
- Engineering Applications of Artificial Intelligence
- Publication Type :
- Academic Journal
- Accession number :
- 32982030
- Full Text :
- https://doi.org/10.1016/j.engappai.2007.09.008