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VMSbase: An R-Package for VMS and Logbook Data Management and Analysis in Fisheries Ecology

VMSbase is an R package devised to manage, process and visualize information about fishing vessels activity (provided by the vessel monitoring system - VMS) and catches/landings (as reported in the logbooks). VMSbase is primarily conceived to be user-friendly; to this end, a suite of state-of-the-ar...

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Autores principales: Russo, Tommaso, D'Andrea, Lorenzo, Parisi, Antonio, Cataudella, Stefano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4059747/
https://www.ncbi.nlm.nih.gov/pubmed/24932915
http://dx.doi.org/10.1371/journal.pone.0100195
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author Russo, Tommaso
D'Andrea, Lorenzo
Parisi, Antonio
Cataudella, Stefano
author_facet Russo, Tommaso
D'Andrea, Lorenzo
Parisi, Antonio
Cataudella, Stefano
author_sort Russo, Tommaso
collection PubMed
description VMSbase is an R package devised to manage, process and visualize information about fishing vessels activity (provided by the vessel monitoring system - VMS) and catches/landings (as reported in the logbooks). VMSbase is primarily conceived to be user-friendly; to this end, a suite of state-of-the-art analyses is accessible via a graphical interface. In addition, the package uses a database platform allowing large datasets to be stored, managed and processed vey efficiently. Methodologies include data cleaning, that is removal of redundant or evidently erroneous records, and data enhancing, that is interpolation and merging with external data sources. In particular, VMSbase is able to estimate sea bottom depth for single VMS pings using an on-line connection to the National Oceanic and Atmospheric Administration (NOAA) database. It also allows VMS pings to be assigned to whatever geographic partitioning has been selected by users. Standard analyses comprise: 1) métier identification (using a modified CLARA clustering approach on Logbook data or Artificial Neural Networks on VMS data); 2) linkage between VMS and Logbook records, with the former organized into fishing trips; 3) discrimination between steaming and fishing points; 4) computation of spatial effort with respect to user-selected grids; 5) calculation of standard fishing effort indicators within Data Collection Framework; 6) a variety of mapping tools, including an interface for Google viewer; 7) estimation of trawled area. Here we report a sample workflow for the accessory sample datasets (available with the package) in order to explore the potentialities of VMSbase. In addition, the results of some performance tests on two large datasets (1×10(5) and 1×10(6) VMS signals, respectively) are reported to inform about the time required for the analyses. The results, although merely illustrative, indicate that VMSbase can represent a step forward in extracting and enhancing information from VMS/logbook data for fisheries studies.
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spelling pubmed-40597472014-06-19 VMSbase: An R-Package for VMS and Logbook Data Management and Analysis in Fisheries Ecology Russo, Tommaso D'Andrea, Lorenzo Parisi, Antonio Cataudella, Stefano PLoS One Research Article VMSbase is an R package devised to manage, process and visualize information about fishing vessels activity (provided by the vessel monitoring system - VMS) and catches/landings (as reported in the logbooks). VMSbase is primarily conceived to be user-friendly; to this end, a suite of state-of-the-art analyses is accessible via a graphical interface. In addition, the package uses a database platform allowing large datasets to be stored, managed and processed vey efficiently. Methodologies include data cleaning, that is removal of redundant or evidently erroneous records, and data enhancing, that is interpolation and merging with external data sources. In particular, VMSbase is able to estimate sea bottom depth for single VMS pings using an on-line connection to the National Oceanic and Atmospheric Administration (NOAA) database. It also allows VMS pings to be assigned to whatever geographic partitioning has been selected by users. Standard analyses comprise: 1) métier identification (using a modified CLARA clustering approach on Logbook data or Artificial Neural Networks on VMS data); 2) linkage between VMS and Logbook records, with the former organized into fishing trips; 3) discrimination between steaming and fishing points; 4) computation of spatial effort with respect to user-selected grids; 5) calculation of standard fishing effort indicators within Data Collection Framework; 6) a variety of mapping tools, including an interface for Google viewer; 7) estimation of trawled area. Here we report a sample workflow for the accessory sample datasets (available with the package) in order to explore the potentialities of VMSbase. In addition, the results of some performance tests on two large datasets (1×10(5) and 1×10(6) VMS signals, respectively) are reported to inform about the time required for the analyses. The results, although merely illustrative, indicate that VMSbase can represent a step forward in extracting and enhancing information from VMS/logbook data for fisheries studies. Public Library of Science 2014-06-16 /pmc/articles/PMC4059747/ /pubmed/24932915 http://dx.doi.org/10.1371/journal.pone.0100195 Text en © 2014 Russo et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Russo, Tommaso
D'Andrea, Lorenzo
Parisi, Antonio
Cataudella, Stefano
VMSbase: An R-Package for VMS and Logbook Data Management and Analysis in Fisheries Ecology
title VMSbase: An R-Package for VMS and Logbook Data Management and Analysis in Fisheries Ecology
title_full VMSbase: An R-Package for VMS and Logbook Data Management and Analysis in Fisheries Ecology
title_fullStr VMSbase: An R-Package for VMS and Logbook Data Management and Analysis in Fisheries Ecology
title_full_unstemmed VMSbase: An R-Package for VMS and Logbook Data Management and Analysis in Fisheries Ecology
title_short VMSbase: An R-Package for VMS and Logbook Data Management and Analysis in Fisheries Ecology
title_sort vmsbase: an r-package for vms and logbook data management and analysis in fisheries ecology
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4059747/
https://www.ncbi.nlm.nih.gov/pubmed/24932915
http://dx.doi.org/10.1371/journal.pone.0100195
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