@article{10902/14999, year = {2018}, month = {9}, url = {http://hdl.handle.net/10902/14999}, abstract = {Climate-driven sectoral applications commonly require different types of climate data (e.g. observations, re-analysis, climate change projections) from different providers. Data access, harmonization and post-processing(e.g. bias correction) are time-consuming error-prone tasks requiring different specialized software tools at eachstage of the data workflow, thus hindering reproducibility. Here we introduce climate4R, an R-based climateservices oriented framework tailored to the needs of the vulnerability and impact assessment community thatintegrates in the same computing environment harmonized data access, post-processing, visualization and aprovenance metadata model for traceability and reproducibility of results. climate4R allows accessing localand remote (OPeNDAP) data sources, such as the Santander User Data Gateway (UDG), a THREDDS-basedservice including a wide catalogue of popular datasets (e.g. ERA-Interim, CORDEX, etc.). This provides a uniquecomprehensive open framework for end-to-end sectoral reproducible applications. All the packages, data anddocumentation for reproducing the experiments in this paper are available from http://www.meteo.unican.es/climate4R.}, organization = {This work has been funded by the Spanish R+D Program of theMinistry of Economy and Competitiveness, through grants MULTI-SDM(CGL2015-66583-R) and INSIGNIA (CGL2016-79210-R), co-funded byERDF/FEDER. We would like to thank the two anonymous reviewersfor their valuable suggestions and comments.}, publisher = {Elsevier Ltd}, publisher = {Environmental Modelling & Software Volume 111, January 2019, Pages 42-54}, title = {The R-based climate4R open framework for reproducible climate data access and post-processing}, author = {Iturbide Martínez de Albéniz, Maialen and and Herrera García, Sixto and Baño Medina, Jorge and Fernández Fernández, Jesús (matemático) and Frías Domínguez, María Dolores and García Manzanas, Rodrigo and San Martín Segura, Daniel and Cimadevilla Álvarez, Ezequiel and Cofiño González, Antonio Santiago and Gutiérrez Llorente, José Manuel}, }