Literature DB >> 28130570

A Bayesian estimation approach for the mortality in a stage-structured demographic model.

E Lanzarone1, S Pasquali2, G Gilioli3, E Marchesini4.   

Abstract

Control interventions in sustainable pest management schemes are set according to the phenology and the population abundance of the pests. This information can be obtained using suitable mathematical models that describe the population dynamics based on individual life history responses to environmental conditions and resource availability. These responses are described by development, fecundity and survival rate functions, which can be estimated from laboratory experiments. If experimental data are not available, data on field population dynamics can be used for their estimation. This is the case of the extrinsic mortality term that appears in the mortality rate function due to biotic factors. We propose a Bayesian approach to estimate the probability density functions of the parameters in the extrinsic mortality rate function, starting from data on population abundance. The method investigates the time variability in the mortality parameters by comparing simulated and observed trajectories. The grape berry moth, a pest of great importance in European vineyards, has been considered as a case study. Simulated data have been considered to evaluate the convergence of the algorithm, while field data have been used to obtain estimates of the mortality for the grape berry moth.

Keywords:  Bayesian inference; Fokker–Plank equations; Lobesia botrana; MCMC algorithms; Pest; Population dynamics

Mesh:

Year:  2017        PMID: 28130570     DOI: 10.1007/s00285-017-1099-4

Source DB:  PubMed          Journal:  J Math Biol        ISSN: 0303-6812            Impact factor:   2.259


  10 in total

1.  Nonlinear functional response parameter estimation in a stochastic predator-prey model.

Authors:  Gianni Gilioli; Sara Pasquali; Fabrizio Ruggeri
Journal:  Math Biosci Eng       Date:  2012-01-01       Impact factor: 2.080

2.  Influence of generation and photoperiod on larval development of Lobesia botrana (Lepidoptera: Tortricidae).

Authors:  Francesco Pavan; Chiara Floreani; Paola Barro; Pietro Zandigiacomo; Laura Dalla Montà
Journal:  Environ Entomol       Date:  2010-10       Impact factor: 2.377

3.  Using genetic data to estimate diffusion rates in heterogeneous landscapes.

Authors:  L Roques; E Walker; P Franck; S Soubeyrand; E K Klein
Journal:  J Math Biol       Date:  2015-12-26       Impact factor: 2.259

4.  Bayesian inference for stochastic kinetic models using a diffusion approximation.

Authors:  A Golightly; D J Wilkinson
Journal:  Biometrics       Date:  2005-09       Impact factor: 2.571

5.  Structured population dynamics: continuous size and discontinuous stage structures.

Authors:  Giuseppe Buffoni; Sara Pasquali
Journal:  J Math Biol       Date:  2007-04       Impact factor: 2.259

6.  Bayesian inference for functional response in a stochastic predator-prey system.

Authors:  Gianni Gilioli; Sara Pasquali; Fabrizio Ruggeri
Journal:  Bull Math Biol       Date:  2007-08-16       Impact factor: 1.758

7.  Modelling algae-duckweed interaction under chemical pressure within a laboratory microcosm.

Authors:  Dominique Lamonica; Bernard Clément; Sandrine Charles; Christelle Lopes
Journal:  Ecotoxicol Environ Saf       Date:  2016-02-24       Impact factor: 6.291

8.  A Rao-Blackwellized particle filter for joint parameter estimation and biomass tracking in a stochastic predator-prey system.

Authors:  Laura Martín-Fernández; Gianni Gilioli; Ettore Lanzarone; Joaquin Miguez; Sara Pasquali; Fabrizio Ruggeri; Diego P Ruiz
Journal:  Math Biosci Eng       Date:  2014-06       Impact factor: 2.080

9.  Parameter Estimation of Partial Differential Equation Models.

Authors:  Xiaolei Xun; Jiguo Cao; Bani Mallick; Raymond J Carroll; Arnab Maity
Journal:  J Am Stat Assoc       Date:  2013       Impact factor: 5.033

10.  Fast Bayesian parameter estimation for stochastic logistic growth models.

Authors:  Jonathan Heydari; Conor Lawless; David A Lydall; Darren J Wilkinson
Journal:  Biosystems       Date:  2014-06-04       Impact factor: 1.973

  10 in total
  2 in total

1.  A temperature-dependent physiologically based model for the invasive apple snail Pomacea canaliculata.

Authors:  Gianni Gilioli; Sara Pasquali; Pablo R Martín; Nils Carlsson; Luigi Mariani
Journal:  Int J Biometeorol       Date:  2017-05-24       Impact factor: 3.787

Review 2.  Pest Management and Ochratoxin A Contamination in Grapes: A Review.

Authors:  Letizia Mondani; Roberta Palumbo; Dimitrios Tsitsigiannis; Dionysios Perdikis; Emanuele Mazzoni; Paola Battilani
Journal:  Toxins (Basel)       Date:  2020-05-07       Impact factor: 4.546

  2 in total

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