Format

Send to

Choose Destination
Physiol Meas. 2011 Mar;32(3):319-36. doi: 10.1088/0967-3334/32/3/004. Epub 2011 Feb 1.

A systematic study of linear dynamic modeling of intracranial pressure dynamics.

Author information

1
Neural Systems and Dynamics Lab, Department of Neurosurgery, David Geffen School of Medicine at University of California, Los Angeles, CA 90095, USA. KSunghan@mednet.ucla.edu

Abstract

Our group has proposed a generic time series data mining framework and demonstrated its potential as a noninvasive intracranial pressure (ICP) assessment approach. The linear dynamic model (LDM) was used in our previous work without rigorous justification. In the current study, we performed a systematic study of the practical performance of the LDM for ICP dynamics by investigating three important aspects to consider in using the LDM to model ICP dynamics. Those three aspects include the fitness of the LDM to data, the generalizability of the models, and the choice of input signals to the models. Our study results show that the fitness of the LDM to data is excellent and the LDM for ICP dynamics is well generalizable, which is of particular interest to adopting our time series data mining framework for noninvasive ICP assessment.

PMID:
21285483
PMCID:
PMC3096467
DOI:
10.1088/0967-3334/32/3/004
[Indexed for MEDLINE]
Free PMC Article

Supplemental Content

Full text links

Icon for IOP Publishing Ltd. Icon for PubMed Central
Loading ...
Support Center