Importance of distribution function selection for hydrothermal time models of seed germination. (25th January 2013)
- Record Type:
- Journal Article
- Title:
- Importance of distribution function selection for hydrothermal time models of seed germination. (25th January 2013)
- Main Title:
- Importance of distribution function selection for hydrothermal time models of seed germination
- Authors:
- Mesgaran, M B
Mashhadi, H R
Alizadeh, H
Hunt, J
Young, K R
Cousens, R D - Editors:
- Andersson, Lars
- Abstract:
- Summary: The germination of a population of seeds was modelled using the concept of hydrotime or hydrothermal time. Typically, a Normal distribution for base water potential ( Ψ b ( g ) ) was used within these models to relate variation in Ψ b ( g ) to the variation in time to germination of a given fraction of seeds. We sought to examine empirically the validity of this assumption, to compare the fit of alternative distributions and make recommendations for improved germination modelling procedures. Eight statistical distributions (Gumbel, Weibull, Normal, Log‐Normal, Logistic, Loglogistic, Inverse Normal and Gamma) were fitted to data for four weed species Hordeum spontaneum, Phalaris minor, Heliotropium europaeum and Raphanus raphanistrum . Methods for incorporating each of these distributions into hydrotime are presented. For three species ( H. spontaneum, P. minor and H. europaeum ), the Normal distribution gave the worst fit (with AIC values: −124.2, −296.9 and −264.5, respectively) and would lead to biased predictions, whereas the Loglogistic distribution consistently provided the best explanation of Ψ b ( g ) variation in these species (with AIC values: −188.6, −326.2 and −272.1 respectively). All distributions failed to provide an unbiased description of the observed distribution of Ψ b ( g ) in R. raphanistrum . The Normal distribution is not necessarily the best function for base water potential in hydrothermal models and, indeed, may give much more biasedSummary: The germination of a population of seeds was modelled using the concept of hydrotime or hydrothermal time. Typically, a Normal distribution for base water potential ( Ψ b ( g ) ) was used within these models to relate variation in Ψ b ( g ) to the variation in time to germination of a given fraction of seeds. We sought to examine empirically the validity of this assumption, to compare the fit of alternative distributions and make recommendations for improved germination modelling procedures. Eight statistical distributions (Gumbel, Weibull, Normal, Log‐Normal, Logistic, Loglogistic, Inverse Normal and Gamma) were fitted to data for four weed species Hordeum spontaneum, Phalaris minor, Heliotropium europaeum and Raphanus raphanistrum . Methods for incorporating each of these distributions into hydrotime are presented. For three species ( H. spontaneum, P. minor and H. europaeum ), the Normal distribution gave the worst fit (with AIC values: −124.2, −296.9 and −264.5, respectively) and would lead to biased predictions, whereas the Loglogistic distribution consistently provided the best explanation of Ψ b ( g ) variation in these species (with AIC values: −188.6, −326.2 and −272.1 respectively). All distributions failed to provide an unbiased description of the observed distribution of Ψ b ( g ) in R. raphanistrum . The Normal distribution is not necessarily the best function for base water potential in hydrothermal models and, indeed, may give much more biased predictions than alternative functions. The 'best' distribution may vary with species. The distribution of Ψ b ( g ) within a seed sample should therefore be examined and an appropriate equation selected, before using a model to make predictions. … (more)
- Is Part Of:
- Weed research. Volume 53:Number 2(2013:Apr.)
- Journal:
- Weed research
- Issue:
- Volume 53:Number 2(2013:Apr.)
- Issue Display:
- Volume 53, Issue 2 (2013)
- Year:
- 2013
- Volume:
- 53
- Issue:
- 2
- Issue Sort Value:
- 2013-0053-0002-0000
- Page Start:
- 89
- Page End:
- 101
- Publication Date:
- 2013-01-25
- Subjects:
- base water potential -- germination rate -- hydrotime -- Loglogistic -- normal distribution -- Hordeum spontaneum -- Phalaris minor -- Heliotropium europaeum -- Raphanus raphanistrum
Weeds -- Control -- Periodicals
Herbicides -- Periodicals
632.5 - Journal URLs:
- http://www.blackwell-synergy.com/member/institutions/issuelist.asp?journal=wre ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1365-3180 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/wre.12008 ↗
- Languages:
- English
- ISSNs:
- 0043-1737
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9284.400000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 1858.xml