Model guided calibration: Nitrogen in cauliflower

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Authors

  • Ido Seginer
  • Hartmut Stützel

External Research Organisations

  • Technion-Israel Institute of Technology
View graph of relations

Details

Original languageEnglish
Title of host publicationProceedings of the IIIrd International Symposium on Models for Plant Grwoth, Environmental Control and Farm Management in Protected Cultivation (Hortimodel2006)
PublisherInternational Society for Horticultural Science
Pages157-164
Number of pages8
ISBN (print)9066056096, 9789066056091
Publication statusPublished - Oct 2006

Publication series

NameActa Horticulturae
Volume718
ISSN (Print)0567-7572

Abstract

NICOLET is a single organ, three-state-variable vegetative model, originally developed for lettuce, with focus on the compositional relationships among water, carbon and nitrogen, in their various forms (soluble, structural, organic, etc.). It recognizes the decrease with age of organic N content, dry matter content, and specific leaf area. At the same time, plant nitrate concentration responds to changes in the environment, particularly in the nutrient solution. In this study, the NICOLET model is fitted to data from a two-year N-nutrition experiment with cauliflower. Compared to previous calibration attempts, the new data are for a crop different than lettuce and include leaf area measurements. Since the model has many parameters (twenty-four in this version), a balanced treatment of all of them may end up in one of many local extrema. Therefore, a first-order calibration, in stages guided by the structure of the model, is used, fitting only a few parameters at a time. This approach results in good fits, for both years with the same set of parameters, of total dry matter, dry matter content, reduced-N content and specific leaf area. However, a good prediction of nitrate concentration requires a different parameter set for each year.

Keywords

    Crop growth, Crop models, Crop nitrate, N nutrition, Parameter estimation

ASJC Scopus subject areas

Cite this

Model guided calibration: Nitrogen in cauliflower. / Seginer, Ido; Stützel, Hartmut.
Proceedings of the IIIrd International Symposium on Models for Plant Grwoth, Environmental Control and Farm Management in Protected Cultivation (Hortimodel2006). International Society for Horticultural Science, 2006. p. 157-164 (Acta Horticulturae; Vol. 718).

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Seginer, I & Stützel, H 2006, Model guided calibration: Nitrogen in cauliflower. in Proceedings of the IIIrd International Symposium on Models for Plant Grwoth, Environmental Control and Farm Management in Protected Cultivation (Hortimodel2006). Acta Horticulturae, vol. 718, International Society for Horticultural Science, pp. 157-164. https://doi.org/10.17660/ActaHortic.2006.718.17
Seginer, I., & Stützel, H. (2006). Model guided calibration: Nitrogen in cauliflower. In Proceedings of the IIIrd International Symposium on Models for Plant Grwoth, Environmental Control and Farm Management in Protected Cultivation (Hortimodel2006) (pp. 157-164). (Acta Horticulturae; Vol. 718). International Society for Horticultural Science. https://doi.org/10.17660/ActaHortic.2006.718.17
Seginer I, Stützel H. Model guided calibration: Nitrogen in cauliflower. In Proceedings of the IIIrd International Symposium on Models for Plant Grwoth, Environmental Control and Farm Management in Protected Cultivation (Hortimodel2006). International Society for Horticultural Science. 2006. p. 157-164. (Acta Horticulturae). doi: 10.17660/ActaHortic.2006.718.17
Seginer, Ido ; Stützel, Hartmut. / Model guided calibration : Nitrogen in cauliflower. Proceedings of the IIIrd International Symposium on Models for Plant Grwoth, Environmental Control and Farm Management in Protected Cultivation (Hortimodel2006). International Society for Horticultural Science, 2006. pp. 157-164 (Acta Horticulturae).
Download
@inproceedings{be317407446f4211b5b7290f0e842663,
title = "Model guided calibration: Nitrogen in cauliflower",
abstract = "NICOLET is a single organ, three-state-variable vegetative model, originally developed for lettuce, with focus on the compositional relationships among water, carbon and nitrogen, in their various forms (soluble, structural, organic, etc.). It recognizes the decrease with age of organic N content, dry matter content, and specific leaf area. At the same time, plant nitrate concentration responds to changes in the environment, particularly in the nutrient solution. In this study, the NICOLET model is fitted to data from a two-year N-nutrition experiment with cauliflower. Compared to previous calibration attempts, the new data are for a crop different than lettuce and include leaf area measurements. Since the model has many parameters (twenty-four in this version), a balanced treatment of all of them may end up in one of many local extrema. Therefore, a first-order calibration, in stages guided by the structure of the model, is used, fitting only a few parameters at a time. This approach results in good fits, for both years with the same set of parameters, of total dry matter, dry matter content, reduced-N content and specific leaf area. However, a good prediction of nitrate concentration requires a different parameter set for each year.",
keywords = "Crop growth, Crop models, Crop nitrate, N nutrition, Parameter estimation",
author = "Ido Seginer and Hartmut St{\"u}tzel",
year = "2006",
month = oct,
doi = "10.17660/ActaHortic.2006.718.17",
language = "English",
isbn = "9066056096",
series = "Acta Horticulturae",
publisher = "International Society for Horticultural Science",
pages = "157--164",
booktitle = "Proceedings of the IIIrd International Symposium on Models for Plant Grwoth, Environmental Control and Farm Management in Protected Cultivation (Hortimodel2006)",
address = "Belgium",

}

Download

TY - GEN

T1 - Model guided calibration

T2 - Nitrogen in cauliflower

AU - Seginer, Ido

AU - Stützel, Hartmut

PY - 2006/10

Y1 - 2006/10

N2 - NICOLET is a single organ, three-state-variable vegetative model, originally developed for lettuce, with focus on the compositional relationships among water, carbon and nitrogen, in their various forms (soluble, structural, organic, etc.). It recognizes the decrease with age of organic N content, dry matter content, and specific leaf area. At the same time, plant nitrate concentration responds to changes in the environment, particularly in the nutrient solution. In this study, the NICOLET model is fitted to data from a two-year N-nutrition experiment with cauliflower. Compared to previous calibration attempts, the new data are for a crop different than lettuce and include leaf area measurements. Since the model has many parameters (twenty-four in this version), a balanced treatment of all of them may end up in one of many local extrema. Therefore, a first-order calibration, in stages guided by the structure of the model, is used, fitting only a few parameters at a time. This approach results in good fits, for both years with the same set of parameters, of total dry matter, dry matter content, reduced-N content and specific leaf area. However, a good prediction of nitrate concentration requires a different parameter set for each year.

AB - NICOLET is a single organ, three-state-variable vegetative model, originally developed for lettuce, with focus on the compositional relationships among water, carbon and nitrogen, in their various forms (soluble, structural, organic, etc.). It recognizes the decrease with age of organic N content, dry matter content, and specific leaf area. At the same time, plant nitrate concentration responds to changes in the environment, particularly in the nutrient solution. In this study, the NICOLET model is fitted to data from a two-year N-nutrition experiment with cauliflower. Compared to previous calibration attempts, the new data are for a crop different than lettuce and include leaf area measurements. Since the model has many parameters (twenty-four in this version), a balanced treatment of all of them may end up in one of many local extrema. Therefore, a first-order calibration, in stages guided by the structure of the model, is used, fitting only a few parameters at a time. This approach results in good fits, for both years with the same set of parameters, of total dry matter, dry matter content, reduced-N content and specific leaf area. However, a good prediction of nitrate concentration requires a different parameter set for each year.

KW - Crop growth

KW - Crop models

KW - Crop nitrate

KW - N nutrition

KW - Parameter estimation

UR - http://www.scopus.com/inward/record.url?scp=37849187387&partnerID=8YFLogxK

U2 - 10.17660/ActaHortic.2006.718.17

DO - 10.17660/ActaHortic.2006.718.17

M3 - Conference contribution

AN - SCOPUS:37849187387

SN - 9066056096

SN - 9789066056091

T3 - Acta Horticulturae

SP - 157

EP - 164

BT - Proceedings of the IIIrd International Symposium on Models for Plant Grwoth, Environmental Control and Farm Management in Protected Cultivation (Hortimodel2006)

PB - International Society for Horticultural Science

ER -