path following algorithms
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2019 ◽  
Author(s):  
Brandon Gomes ◽  
Irene de Cesare ◽  
Agostino Guarino ◽  
Mario di Bernardo ◽  
Ludovic Renson ◽  
...  

AbstractMathematical modelling is routinely used in Systems Biology to understand the mechanisms causing nonlinear phenomena in gene expression, such as switch-like behaviours and temporal oscillations. The reliability of model predictions and bifurcation analysis depend on modelling assumptions and specific choices of model parameters; however, the identification of models is highly challenging due to the complexity of biochemical interactions and noise in experimental data.This paper numerically investigates the use of control-based continuation (CBC) for tracking dynamical features of biochemical systems and, in particular, the bistable dynamics of a gene regulating pluripotency in embryonic stem cells.CBC is a method that exploits feedback control and path following algorithms to explore the dynamic features of a nonlinear physical system directly during experimental tests. CBC applications have so far been limited to non-living (i.e. electro-mechanical) systems. Our numerical simulations show that, in principle, CBC could also be applied to biological experiments to characterise the switch-like dynamics of genes that are important for cell decision making.


2017 ◽  
Vol 24 ◽  
pp. 62-75 ◽  
Author(s):  
Pablo Garcia-Aunon ◽  
Matilde Santos Peñas ◽  
Jesus Manuel de la Cruz García

Optimization ◽  
2017 ◽  
Vol 66 (12) ◽  
pp. 2245-2274 ◽  
Author(s):  
Baha Alzalg ◽  
Mohammad Pirhaji

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