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Integrative science: biosignal processing and modeling
- Source :
- IEEE Engineering in Medicine and Biology Magazine, IEEE Engineering in Medicine and Biology Magazine, Institute of Electrical and Electronics Engineers, 2004, 23 (3), pp.9-12. ⟨10.1109/MEMB.2004.1317974⟩, IEEE Engineering in Medicine and Biology Magazine, 2004, 23 (3), pp.9-12. ⟨10.1109/MEMB.2004.1317974⟩
- Publication Year :
- 2004
- Publisher :
- HAL CCSD, 2004.
-
Abstract
- Coupling computational modeling and information processing in biology and medicine is a major challenge for better comprehending structures and functions of living systems. Signal processing should extract the relevant information required to explore complex organization levels, at all space and time scales. Advances coming from applied physics and mathematics are challenged by extremely hot topics in biology and medicine. The biomedical scene has proven to be the most difficult to address due to the fact that biomedical processes involve nonGaussian, nonlinear, and nonstationary components. This paper provides some clues on processing schemes such as time and frequency transforms, blind signal separation, independent component analysis, empirical mode decomposition, particle methods and Kernel methods that may help in lessening the ambiguity about the observed components of the mixtures to be handled and, this way, facilitating their matching with models.
- Subjects :
- computational modeling
medicine
[INFO.INFO-TS] Computer Science [cs]/Signal and Image Processing
Information Storage and Retrieval
living systems
nonstationary processes
MESH: Algorithms
physiological models
nonGaussian processes
MESH: Signal Processing, Computer-Assisted
Models, Biological
information processing
biosignal processing
space scale
frequency transform
MESH: Computer Simulation
[INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
blind source separation
Computer Simulation
Diagnosis, Computer-Assisted
empirical mode decomposition
medical signal processing
blind signal separation
[SPI.SIGNAL] Engineering Sciences [physics]/Signal and Image processing
[SDV.IB] Life Sciences [q-bio]/Bioengineering
applied physics
biology
mathematics
time scale
MESH: Diagnosis, Computer-Assisted
MESH: Models, Biological
Kernel methods
MESH: Information Storage and Retrieval
Signal Processing, Computer-Assisted
nonlinear processes
biomedical processes
time-frequency analysis
complex organization levels
Systems Integration
particle methods
independent component analysis
integrative science
[SDV.IB]Life Sciences [q-bio]/Bioengineering
time transform
MESH: Systems Integration
[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing
Algorithms
Subjects
Details
- Language :
- English
- ISSN :
- 07395175
- Database :
- OpenAIRE
- Journal :
- IEEE Engineering in Medicine and Biology Magazine, IEEE Engineering in Medicine and Biology Magazine, Institute of Electrical and Electronics Engineers, 2004, 23 (3), pp.9-12. ⟨10.1109/MEMB.2004.1317974⟩, IEEE Engineering in Medicine and Biology Magazine, 2004, 23 (3), pp.9-12. ⟨10.1109/MEMB.2004.1317974⟩
- Accession number :
- edsair.pmid.dedup....e3a282839c510b0d63123cad72584089