Identifying fishing trip behaviour and estimating fishing effort from VMS data using Bayesian Hidden Markov Models Auteur(s) : Vermard, Youen Rivot, Etienne Mahevas, Stephanie Marchal, Paul Gascuel, Didier Éditeur(s) : Elsevier Science Bv Résumé : Recent advances in technologies have lead to a vast influx of data on movements, based on discrete recorded position of animals or fishing boats, opening new horizons for future analyses. However, most of the potential interest of tracking data depends on the ability to develop suitable modelling strategies to analyze trajectories from discrete recorded positions. A serious modelling challenge is to infer the evolution of the true position and the associated spatio-temporal distribution of behavioural states using discrete, error-prone and incomplete observations. In this paper, a Bayesian Hierarchical Model (HBM) using Hidden Markov Process (HMP) is proposed as a template for analyzing fishing boats trajectories based on data available from satellite-based vessel monitoring systems (VMS). The analysis seeks to enhance the definition of the fishing pressure exerted on fish stocks, by discriminating between the different behavioural states of a fishing trip, and also by quantifying the relative importance of each of these states during a fishing trip. The HBM approach is tested to analyse the behaviour of pelagic trawlers in the Bay of Biscay. A hidden Markov chain with a regular discrete time step is used to model transitions between successive behavioural states (e.g., fishing, steaming, stopping (at Port or at sea)) of each vessel. The parameters of the movement process (speed and turning angles) are defined conditionally upon the behavioural states. Bayesian methods are used to integrate the available data (typically VMS position recorded at discrete time) and to draw inferences on any unknown parameters of the model. The model is first tested on simulated data with different parameters structures. Results provide insights on the potential of HBM with HMP to analyze VMS data. They show that if VMS positions are recorded synchronously with the instants at which the process switch from one behavioural state to another, the estimation method provides unbiased and precise inferences on behavioural states and on associated movement parameters. However, if the observations are not gathered with a sufficiently high frequency, the performance of the estimation method could be drastically impacted when the discrete observations are not synchronous with the switching instants. The model is then applied to real pathways to estimate variables of interest such as the number of operations per trip, time and distance spent fishing or travelling. (C) 2010 Elsevier B.V. All rights reserved. Ecological Modelling (0304-3800) (Elsevier Science Bv), 2010-07 , Vol. 221 , N. 15 , P. 1757-1769 Droits : 2010 Elsevier B.V. All rights reserved. http://archimer.ifremer.fr/doc/00009/11993/9342.pdf DOI:10.1016/j.ecolmodel.2010.04.005 http://archimer.ifremer.fr/doc/00009/11993/ | Partager Voir aussi Bayesian Hierarchical Models Hidden Markov Model State-space model VMS Fleet behaviour Fishing effort Télécharger |
Effect of nursery habitat degradation on flatfish population: Application to Solea solea in the Eastern Channel (Western Europe) Auteur(s) : Rochette, S. Rivot, Etienne Morin, Jocelyne Mackinson, S. Riou, Philippe Le Pape, Olivier Éditeur(s) : Elsevier Science Bv Résumé : Estuaries and coastal waters are essential nursery habitats for many marine species, and especially for flatfishes. Thus, investigating how anthropogenic disturbances affect the quality of these habitats is of major importance to understand their consequences on the population renewal of marine species. The aim of the present study was to analyse the effects of estuarine habitat degradation on the population of the common sole in the Eastern Channel, a key species in the fish community and fisheries in this area. We especially focused on the drastic drop in the surface area and on the low water quality of the Seine estuary, the main river of the Eastern Channel. A geographic Information System (GIS) was used to develop quantitative maps of sole nursery habitats in the Eastern Channel by using a habitat suitability model based on bathymetry and sediment structure. This approach indicated that juvenile densities are low in the Seine estuary with regards to other nursery sectors. Then, thanks to historical maps of the Seine estuary, habitat suitability maps were built for key dates in the modifications of this estuary since 1850. This backward predictive approach suggests that habitat loss in the Seine estuary has led to a 42% decrease of its nursery capacity. As the density of juvenile sole in the Seine estuary is low in comparison to other sectors, this represents only a 3% loss at the sole population scale, in the Eastern Channel. However, when we assumed that prior to anthropogenic disturbance the juvenile density in the Seine estuary might have been equivalent to the current density of adjacent sectors with higher quality, the loss in abundance could be nearly 23% (8-36%). Results suggest that the loss in habitat surface combined with habitat degradation has led to an important loss in the contribution of the Seine estuary nursery to the whole sole population in the Eastern Channel. (C) 2009 Elsevier BM. All rights reserved. Journal Of Sea Research (1385-1101) (Elsevier Science Bv), 2010-07 , Vol. 64 , N. 1-2 , P. 34-44 Droits : 2009 Elsevier B.V. All rights reserved. http://archimer.ifremer.fr/doc/00008/11921/9799.pdf DOI:10.1016/j.seares.2009.08.003 http://archimer.ifremer.fr/doc/00008/11921/ | Partager |
La pêche du vivaneau rouge en Guyane. Un bilan de l'exploitation sous le régime vénézuélien, des techniques de capture à adapter et à développer Auteur(s) : Rivot, Etienne Charuau, Anatole Rose, Joel Achoun, Joseph Résumé : En Guyane française , le vivaneau rouge (Lutjanus purpureus) est capturé par 3 flottilles, les ligneurs vénézuéliens, les caseyeurs antillais et les chalutiers crevettiers guyanais. Pour les crevettiers, il s'agit d'une capture accessoire inévitable, mais qui ne semble pas sans conséquences, puisque, si l'on tient compte de l'effectif total de la flottille, c'est 1 million à 1.5 millions de juvéniles qui sont pêchés (et souvent rejetés à la mer) annuellement par les crevettiers. Pour les ligneurs vénézuéliens qui pêchent 1200 tonnes, les individus de petite taille sont devenus prépondérants dans leurs captures. Ainsi dans la gamme de taille 20-30cm (125-425 grammes), on est passé, entre 1990 et 1998, de 37 000 poissons débarqués (6% de la capture) à 616 500 poissons (56% de la capture). La taille moyenne du vivaneau rouge débarqué est passée de 45 à 35 cm et son poids moyen de 1600 grammes à 700 grammes. Pour les caseyeurs, seuls deux armements (un du Larivot, l'autre du Robert), nous ont fourni quelques renseignements sur les activités et les débarquements de leurs navires. Les premières observations montrent que la composition de leurs captures en vivaneaux rouges ressemble à celle des ligneurs avec une tendance vers les petites tailles. Cependant cette tendance n'est pas aussi systématique que veulent bien le dire les détracteurs de la nasse à poissons. Leurs débarquements sont composés en nombre, pour moitié, de "vivaneaux tête ronde" (Rhomboplites aurorubens). On notera également que les caseyeurs rentabilisent leurs captures accessoires de mérous sur le marché antillais, alors que les ligneurs les rapatrient vers le Venezuela. Il existe une troisième espèce de vivaneau, le vivaneau rayé, Lutjanus synagris, capturé surtout par les chalutiers. Droits : 2000 Ifremer http://archimer.ifremer.fr/doc/00075/18614/16167.pdf http://archimer.ifremer.fr/doc/00075/18614/ | Partager |
The duration of migration of Atlantic Anguilla larvae Auteur(s) : Bonhommeau, Sylvain Castonguay, Martin Rivot, Etienne Sabatie, Richard Le Pape, Olivier Éditeur(s) : Wiley-blackwell Publishing, Inc Résumé : Oceanic larvae of the European (Anguilla anguilla) and American (A. rostrata) eels have to cross the Atlantic Ocean from the Sargasso Sea to European or North American coasts before entering continental habitats. In some European rivers, eel recruitment is now < 1% of levels in the 1980s. A better understanding of the effects of anthropogenic pressures and environmental fluctuations on eel larvae and subsequent recruitment is a prerequisite to build efficient management plans. The present paper provides insight into the critical oceanic phase of the eel life cycle with a focus on the duration of the larval migration whose estimates varies between 7 months and more than 2 years in both species. Does this range correspond to a natural variability in larval duration or does it stem from methodological artefacts? We first review the different methods used to estimate the duration of larval migration and critically describe their possible sources of misinterpretation. We then evaluate the consistency of these methods with the current knowledge about the ecology and physiology of eel larvae and the physical oceanography. While a moderate discrepancy in migration duration was found between methods for the American eel, the discrepancy was large in the European eel. In this species, otolith microstructure studies indicated migration durations between 7 and 9 months, while other methods pointed to durations of about 2 years. We show that estimates in favour of a long migration duration seem more robust to methodological caveats than methods estimating short durations of migration. Fish And Fisheries (1467-2960) (Wiley-blackwell Publishing, Inc), 2010-09 , Vol. 11 , N. 3 , P. 289-306 Droits : 2010 Blackwell Publishing Ltd. http://archimer.ifremer.fr/doc/00011/12208/9033.pdf DOI:10.1111/j.1467-2979.2010.00362.x http://archimer.ifremer.fr/doc/00011/12208/ | Partager |