TY - JOUR
T1 - Modeling acclimatization by hybrid systems
T2 - Condition changes alter biological system behavior models
AU - Assar, Rodrigo
AU - Montecino, Martín A.
AU - Maass, Alejandro
AU - Sherman, David J.
N1 - Funding Information:
This work was supported by FONDAP 15090007 , Basal grant CMM PFB-03 , Fondecyt 3130762 and Project CIRIC-INRIA Chile.
PY - 2014/7
Y1 - 2014/7
N2 - In order to describe the dynamic behavior of a complex biological system, it is useful to combine models integrating processes at different levels and with temporal dependencies. Such combinations are necessary for modeling acclimatization, a phenomenon where changes in environmental conditions can induce drastic changes in the behavior of a biological system. In this article we formalize the use of hybrid systems as a tool to model this kind of biological behavior. A modeling scheme called strong switches is proposed. It allows one to take into account both minor adjustments to the coefficients of a continuous model, and, more interestingly, large-scale changes to the structure of the model. We illustrate the proposed methodology with two applications: acclimatization in wine fermentation kinetics, and acclimatization of osteo-adipo differentiation system linking stimulus signals to bone mass.
AB - In order to describe the dynamic behavior of a complex biological system, it is useful to combine models integrating processes at different levels and with temporal dependencies. Such combinations are necessary for modeling acclimatization, a phenomenon where changes in environmental conditions can induce drastic changes in the behavior of a biological system. In this article we formalize the use of hybrid systems as a tool to model this kind of biological behavior. A modeling scheme called strong switches is proposed. It allows one to take into account both minor adjustments to the coefficients of a continuous model, and, more interestingly, large-scale changes to the structure of the model. We illustrate the proposed methodology with two applications: acclimatization in wine fermentation kinetics, and acclimatization of osteo-adipo differentiation system linking stimulus signals to bone mass.
KW - Acclimatization
KW - Hybrid systems
UR - http://www.scopus.com/inward/record.url?scp=84902317798&partnerID=8YFLogxK
U2 - 10.1016/j.biosystems.2014.05.007
DO - 10.1016/j.biosystems.2014.05.007
M3 - Article
C2 - 24892552
AN - SCOPUS:84902317798
SN - 0303-2647
VL - 121
SP - 43
EP - 53
JO - BioSystems
JF - BioSystems
ER -