'Closing the loop' in biological systems modeling - From the in silico to the in vitro | Academic Article individual record
abstract

This work presents a holistic 'closed loop' approach for the development of models of biological systems. The ever-increasing availability of experimental information necessitates the advancement of a systematic methodology to organise and utilise these data. Herein, we present a biological model building framework that maps the treatment of the information from the initial conception of the model, through its experimental validation and finally to its application in model-based optimisation studies. We highlight and discuss current issues associated with the development of mathematical models of biological systems and share our perspective towards a holistic 'closed loop' approach that will facilitate the control of the in vitro through the in silico. 2011 Elsevier Ltd. All rights reserved.

publication outlet

AUTOMATICA

author list (cited authors)
Kiparissides, A., Koutinas, M., Kontoravdi, C., Mantalaris, A., & Pistikopoulos, E. N.
publication date
2011
publisher
Elsevier Publisher
keywords
  • Biological Systems Model Development
  • Design Of Experiments
  • Model Analysis
  • Sensitivity Analysis
citation count

70