Dunlop, Mary J. and Franco, Elisa and Murray, Richard M. (2007) A Multi-Model Approach to Identification of Biosynthetic Pathways. In: American Control Conference, 2007. ACC '07. IEEE , New York, NY, pp. 1600-1605. ISBN 1-4244-0988-8. https://resolver.caltech.edu/CaltechAUTHORS:20100827-104901767
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Abstract
We present an identification framework for biochemical systems that allows multiple candidate models to be compared. This framework is designed to select a model that fits the data while maintaining model simplicity. The model identification task is divided into a parameter estimation stage and a model comparison stage. Model selection is based on calculating Akaike's information criterion, which is a systematic method for determining the model that best represents a set of experimental data. Two case studies are presented: a simulated transcriptional control circuit and a system of oscillators that has been built and characterized in vitro. In both examples the multi-model framework is able to discriminate between model candidates to select the one that best describes the data.
| Item Type: | Book Section | |||||||||
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| Additional Information: | © 2007 IEEE. Issue Date: 9-13 July 2007; Date of Current Version: 30 July 2007. Research supported in part by the Institute for Collaborative Biotechnologies through grant DAAD19-03-D-0004 from the U.S. Army Research Office. | |||||||||
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| DOI: | 10.1109/ACC.2007.4282720 | |||||||||
| Record Number: | CaltechAUTHORS:20100827-104901767 | |||||||||
| Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20100827-104901767 | |||||||||
| Official Citation: | Dunlop, M.J.; Franco, E.; Murray, R.M.; , "A Multi-Model Approach to Identification of Biosynthetic Pathways," American Control Conference, 2007. ACC '07 , vol., no., pp.1600-1605, 9-13 July 2007 doi: 10.1109/ACC.2007.4282720 URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4282720&isnumber=4282135 | |||||||||
| Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | |||||||||
| ID Code: | 19682 | |||||||||
| Collection: | CaltechAUTHORS | |||||||||
| Deposited By: | Jason Perez | |||||||||
| Deposited On: | 01 Sep 2010 16:23 | |||||||||
| Last Modified: | 08 Nov 2021 23:54 |
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