Mathematical Modeling and Validation in Physiology Mathematical Modeling and Validation in Physiology
Lecture Notes in Mathematics

Mathematical Modeling and Validation in Physiology

Applications to the Cardiovascular and Respiratory Systems

Jerry J. Batzel 및 다른 저자
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출판사 설명

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.

장르
과학 및 자연
출시일
2012년
12월 14일
언어
EN
영어
길이
274
페이지
출판사
Springer Berlin Heidelberg
판매자
Springer Nature B.V.
크기
9.5
MB
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