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EQUIVOX: an example of adaptation using an artificial neural network on a case-based reasoning platform
- Source :
- Biomedical Engineering: Applications, Basis and Communications, Biomedical Engineering: Applications, Basis and Communications, World Scientific, 2013, 25, 1350027: 13 p. ⟨10.4015/S1016237213500270⟩, Biomedical Engineering: Applications, Basis and Communications, World Scientific, 2012, pp.BME-D-12-00044
- Publication Year :
- 2013
- Publisher :
- HAL CCSD, 2013.
-
Abstract
- International audience; In case of a radiological emergency situation involving accidental human exposure, a dosimetry evaluation must be established as soon as possible. In most cases, this evaluation is based on numerical representations and models of victims. Unfortunately, personalised and realistic human representations are often unavailable for the exposed subjects. However, accuracy of treatment depends on the similarity of the phantom to the victim. The EquiVox platform (Research of Equivalent Voxel phantom) developed in this study uses Case-Based Reasoning (CBR) principles to retrieve and adapt, from among a set of existing phantoms, the one to represent the victim. This paper introduces the EquiVox platform and the Artificial Neural Network (ANN) developed to interpolate the victim's 3D lung contours. The results obtained for the choice and construction of the contours are presented and discussed.
- Subjects :
- Engineering
Artifical Neural Network
Biomedical Engineering
Biophysics
Case-Based Reasonning
Bioengineering
Machine learning
computer.software_genre
Imaging phantom
030218 nuclear medicine & medical imaging
Set (abstract data type)
03 medical and health sciences
[INFO.INFO-CR]Computer Science [cs]/Cryptography and Security [cs.CR]
0302 clinical medicine
Radiation Protection
Voxel
Similarity (psychology)
Case-based reasoning
Adaptation
Adaptation (computer science)
Artificial neural network
business.industry
[INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation
3D Personnalised Phantoms
Human exposure
030220 oncology & carcinogenesis
Artificial intelligence
[INFO.INFO-DC]Computer Science [cs]/Distributed, Parallel, and Cluster Computing [cs.DC]
business
computer
Subjects
Details
- Language :
- English
- ISSN :
- 10162372 and 17937132
- Database :
- OpenAIRE
- Journal :
- Biomedical Engineering: Applications, Basis and Communications, Biomedical Engineering: Applications, Basis and Communications, World Scientific, 2013, 25, 1350027: 13 p. ⟨10.4015/S1016237213500270⟩, Biomedical Engineering: Applications, Basis and Communications, World Scientific, 2012, pp.BME-D-12-00044
- Accession number :
- edsair.doi.dedup.....8bd5dcf8d42d06336b6ef1d864f59aef
- Full Text :
- https://doi.org/10.4015/S1016237213500270⟩