Mathematical Modeling and Validation in Physiology Applications to the Cardiovascular and Respiratory Systems /

This volume synthesizes theoretical and practical aspects of both the mathematical and life science�viewpoints needed for modeling of�the cardiovascular-respiratory system specifically and�physiological systems generally.� Theoretical points include model design,�model complexity and validation in t...

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Bibliographic Details
Corporate Author: SpringerLink (Online service)
Other Authors: Batzel, Jerry J. (Editor), Bachar, Mostafa. (Editor), Kappel, Franz. (Editor)
Format: Electronic
Language:English
Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2013.
Series:Lecture Notes in Mathematics, 2064
Subjects:
Online Access:https://ezaccess.library.uitm.edu.my/login?url=http://dx.doi.org/10.1007/978-3-642-32882-4
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505 0 # |a 1 Merging Mathematical and Physiological Knowledge: Dimensions and Challenges -- 2 Mathematical Modeling of Physiological Systems -- 3�Parameter Selection Methods in Inverse Problem Formulation.-�4 Application of the Unscented Kalman Filtering to Parameter Estimation -- 5 Integrative and Reductionist Approaches to Modeling of Control of Breathing -- 6 Parameter Identification in a Respiratory Control System Model with Delay -- 7 Experimental Studies of Respiration and Apnea -- 8 Model Validation and Control Issues in the Respiratory System -- 9 Experimental Studies of the Baroreflex -- 10 Development of Patient Specific Cardiovascular Models Predicting Dynamics in Response to Orthostatic Stress Challenges -- 11 Parameter Estimation of a Model for Baroreflex Control of Unstressed Volume. 
520 # # |a This volume synthesizes theoretical and practical aspects of both the mathematical and life science�viewpoints needed for modeling of�the cardiovascular-respiratory system specifically and�physiological systems generally.� Theoretical points include model design,�model complexity and validation in the light of available data, as well as control theory approaches�to feedback delay�and Kalman filter applications to�parameter identification. State of the art approaches using parameter sensitivity are discussed for�enhancing model�identifiability through joint analysis of�model structure and data. Practical examples illustrate�model development at various levels of complexity based on given physiological information. The sensitivity-based approaches for examining model identifiability are illustrated by means of specific modeling� examples. The themes presented address the current problem of patient-specific model adaptation in the clinical setting, where data is typically limited. 
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