caa a22 4500 44584244X CHVBK 20180317145348.0 cr unu---uuuuu 170323e20110301xx s 000 0 eng 10.1007/s11047-010-9200-6 doi (NATIONALLICENCE)springer-10.1007/s11047-010-9200-6 Data analysis pipeline from laboratory to MP models [Elektronische Daten] [Alberto Castellini, Giuditta Franco, Roberto Pagliarini] A workflow for data analysis is introduced to synthesize flux regulation maps of a Metabolic P system from time series of data observed in laboratory. The procedure is successfully tested on a significant case study, the photosynthetic phenomenon called NPQ, which determines plant accommodation to environmental light. A previously introduced MP model of such a photosynthetic process has been improved, by providing an MP system with a simpler regulative network that reproduces the observed behaviors of the natural system. Two regression techniques were employed to find out the regulation maps, and interesting experimental results came out in the context of their residual analysis for model validation. Springer Science+Business Media B.V., 2010 MP systems nationallicence Modeling nationallicence Non photochemical quenching nationallicence NPQ nationallicence Pipeline nationallicence Data analysis nationallicence Stepwise regression nationallicence Neural networks nationallicence Optimization nationallicence Variable selection nationallicence Mitotic cycle nationallicence Log-gain nationallicence Model validation nationallicence Castellini Alberto Computer Science Department, Verona University, Strada Le Grazie 15, 37134, Verona, Italy aut Franco Giuditta Computer Science Department, Verona University, Strada Le Grazie 15, 37134, Verona, Italy aut Pagliarini Roberto Computer Science Department, Verona University, Strada Le Grazie 15, 37134, Verona, Italy aut Natural Computing Springer Netherlands 10/1(2011-03-01), 55-76 1567-7818 10:1<55 2011 10 11047 https://doi.org/10.1007/s11047-010-9200-6 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1007/s11047-010-9200-6 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Castellini Alberto Computer Science Department, Verona University, Strada Le Grazie 15, 37134, Verona, Italy aut NATIONALLICENCE 700 1- Franco Giuditta Computer Science Department, Verona University, Strada Le Grazie 15, 37134, Verona, Italy aut NATIONALLICENCE 700 1- Pagliarini Roberto Computer Science Department, Verona University, Strada Le Grazie 15, 37134, Verona, Italy aut NATIONALLICENCE 773 0- Natural Computing Springer Netherlands 10/1(2011-03-01), 55-76 1567-7818 10:1<55 2011 10 11047 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer