Hierarchical non-linear mixed-effects models for estimating growth parameters of western Mediterranean solitary coral populations

Cafarelli, Barbara ; Calculli, Crescenza ; Cocchi, Daniela ; Pignotti, Elettra (2017) Hierarchical non-linear mixed-effects models for estimating growth parameters of western Mediterranean solitary coral populations. Ecological Modelling, 346 . pp. 1-9. ISSN 0304-3800
Full text disponibile come:
[thumbnail of paper_EcoMod_R1_post print.pdf]
Anteprima
Documento di testo(pdf)
Licenza: Creative Commons: Attribuzione - Non commerciale - Non opere derivate 4.0 (CC BY-NC-ND 4.0)

Download (2MB) | Anteprima

Abstract

Marine biologists usually assess coral growth through the von Bertalanffy growth function (VBGF), a func-tion of several biological parameters linked to age by a non-linear relationship. Coral growth parameters are then evaluated via ordinary least squares after a linear transformation of the VBGF. Current litera-ture focuses on linearization techniques, but these methods are often used without considering a careful data examination and the presence of variability in coral of the same age or in coral of the same colony. For these reasons, a more thorough approach based on a hierarchical non-linear mixed-effects model is proposed. This model takes into account the influence of sites’ characteristics to model heterogeneity between sites. Moreover, the contribution of environmental factors and all the reliable information that may influence coral growth can be suitably modelled. Two model specifications based on the standard and new VBGF parameterizations are introduced to analyse the growth of a solitary coral species Bal-anophyllia europaea. Results from the proposed modelling approach show the importance of including environmental conditions for species coral growth and support; furthermore, the results show the impor-tance of the possibility of accounting for variability from different sources in terms of estimated growth curves.

Abstract
Tipologia del documento
Articolo
Autori
AutoreAffiliazioneORCID
Cafarelli, BarbaraUniversità di Foggia
Calculli, CrescenzaUniversità di Foggia
Cocchi, DanielaUniversità di Bologna0000-0001-7175-1133
Pignotti, Elettra
Parole chiave
Solitary corals Von Bertalanffy growth function Parameter estimation Within-between site variability Environmental covariates Uncertainty modelling
Settori scientifico-disciplinari
ISSN
0304-3800
DOI
Data di deposito
03 Apr 2017 11:11
Ultima modifica
24 Feb 2019 22:00
Nome del Progetto
EPHASTAT - Environmental processes and human activities: capturing their interactions via statistical methods
Programma di finanziamento
MIUR - PRIN
URI

Altri metadati

Statistica sui download

Statistica sui download

Gestione del documento: Visualizza il documento

^