An empirical evaluation of document embeddings and similarity metrics for scientific articles

The comparison of documents—such as articles or patents search, bibliography recommendations systems, visualization of document collections, etc.—has a wide range of applications in several fields. One of the key tasks that such problems have in common is the evaluation of a similarity metric. Many such metrics have been proposed in the literature. Lately, deep learning techniques have gained a lot of popularity. However, it is difficult to analyze how those metrics perform against each other. In this paper, we present a systematic empirical evaluation of several of the most popular similarity metrics when applied to research articles. We analyze the results of those metrics in two ways, with a synthetic test that uses scientific papers and Ph.D. theses, and in a real-world scenario where we evaluate their ability to cluster papers from different areas of research.This research was funded by Project TIN2017-88515-C2-1-R funded by Ministerio de Economía y Competitividad, under MCIN/AEI/10.13039/501100011033/FEDER “A way to make Europe”.Peer ReviewedPostprint (published version

The Sustainable Management of Metals: An Analysis of Global Research

The objective of this study was to analyze research trends in the field of sustainable management of metals on a global level between 1993 and 2017. To do so, a bibliometric analysis was carried out on a total of 6967 articles. The results revealed the growing interest in this research field, particularly over the last five year-period during which 63% of all articles were published. The three journals in which most articles had been published were the Journal of Cleaner Production, ACS Sustainable Chemistry and Engineering, and Chemsuschem. The countries that published the most articles were China, the United States, India, Germany, and the United Kingdom. A sizeable network of collaboration has been established between countries for the joint publication of studies. The main lines of research have been focused on metal decontamination in water and soil, waste management oriented towards reuse and recycling, and the innovation of processes for cleaner and more efficient production. The results revealed the need for comprehensive studies that integrate different disciplines within the same analytical framework, and to promote research that contributes to the different dimensions of sustainability (environmental, economic, and social)

Elastic Scattering of 6He on Heavy Targets at Coulomb Barrier Energies

Elastic cross sections for the scattering of 6He projectiles by 208Pb at 27 MeV have been studied. The data have been analyzed within the framework of the Optical Model using Saxon–Woods phenomenological form factors for both the real and imaginary parts of the nuclear potential. The elastic scattering data suggests the presence of a long range absorption mechanisms which might be related to the halo structure of 6He.Ministerio Ciencia y Tecnología FPA2002-04181- C04-04 y FPA2000-1592-C03-0

Los trabajos fin de máster en el EEES: Usos heredados frente al concepto de crédito ECTS

La nueva legislación (R.D. 1393/2007) que ordena las enseñanzas universitarias oficiales establece obligatoriamente la realización por parte del alumno de un trabajo fin de grado o fin de master. Este tipo de trabajos no estaban hasta ahora implantados de forma general y, en el caso de existir, no tenían una normativa uniforme en las diferentes universidades, incluso entre centros de la misma universidad. El análisis de la situación actual pone de manifiesto que en los estudios de máster oficiales, vigentes desde el 2005, los trabajos fin de máster tienen un tratamiento heterogéneo heredado de la situación anterior, que generalmente minusvalora la dedicación del alumno y desvirtúan el concepto de Crédito Europeo o ECTS. Estos usos tienden a mantenerse, ya que el carácter singular de los trabajos fin de máster parece desligarlos del resto de materias de la titulación y permitir un tratamiento discrecional. Sin embargo, si no llegan a corregirse podrían surgir problemas importantes con respecto a la relación legal de los estudiantes con las universidades, el reconocimiento del trabajo del alumno en el Suplemento Europeo al Título y en el propio prestigio de las universidades. Proponemos que para evitar estos problemas se ponga especial atención a la implantación efectiva de los ECTS en los trabajos fin de grado y máster

Spatial analysis of tree species before forest fires

Spain is included in the top five European countries with the highest number of wildfires. The occurrence and magnitude of forest fires involves aspects of a very diverse nature, from those of a socio-economic, climatic, or physiographic nature, to those concerning fuel or the availability and quantity of resources and means of extinction. The distribution of wildfires in Galicia is not random and that fire occurrence may depend on ownership conflicts also a spatial dependence between productive or non-productive area exists. Satellite data play a major role in providing knowledge about fires by delivering rapid information to map fire-damaged areas precisely and promptly. In addition, the availability of large-scale data and the high temporal resolution offered by the Sentinel-2 satellite enables to classify and determine the land cover changes with high accuracy. This study describes a methodology to detect burned areas and analyse the Land Cover and Land Use (LCLU) classes present in these areas during the period of 5 years (2016–2021) by Sentinel-2 images. The training areas were obtained by photointerpretation and the image classification was performed using the Random Forest algorithm which shows an overall accuracy range between 80–85%. The methodology concluded that Lobios and Muiños were the most affected municipalities by wildfires. Additionally, the spatial analysis determined that the Deciduous Forest mainly composed by Quercus sp. were the most affected in 2017 followed by Coniferous Forest mainly composed by Pinus sp.in 2016. Although, Scrub and Rock are the classes more affected for wildfire during 2016–2020 period.Universidade de Vigo | Ref. 00VI 131H 6410211Agencia Estatal de Investigación | Ref. PCI2020-120705-2Xunta de Galicia | Ref. ED481B-2019-061Xunta de Galicia | Ref. ED431C 2020/0

Crossed body”. An experiencie of emotional health in art education

The present article is result of a collaboration of 2 years between the scopes of art and psychology. It looks for a new approach of art-educative practices from the emotional health of the participants. In the didactic panorama of Fine Arts we verified that the training at level of sensitivity and feelings is very behind the acquisition of plastic and conceptual resources. In our investigation we introduce tools for corporal sensitize extracted from Bioenergetic, Neuro-linguistic Programming and Autogenous Training. This treatment is directed to a group of students of Fine Arts and a control group. The measures that were made indicate qualitative improvements in relation to their corporal power quality, happiness and reductions of anxiety and depression

UAV and satellite imagery applied to alien species mapping in NW Spain

Image classification stands as an essential tool for automated mapping, that is demanded by agencies and stakeholders dealing with geospatial information. Decreasing costs or UAV-based surveying and open access to high resolution satellite images such as that provided by European Union’s Copernicus programme are the basis for multi-temporal landscape analysis and monitoring. Besides that, invasive alien species are considered a risk for biodiversity and their inventory is needed for further control and eradication. In this work, a methodology for semi-automatic detection of invasive alien species through UAV surveying and Sentinel 2 satellite monitoring is presented and particularized for Acacia dealbata Link species in the province of Pontevedra, in NW Spain. We selected a scenario with notable invasion of Acaciae and performed a UAS surveying to outline feasible training areas. Such areas were used as bounds for obtaining a spectral response of the cover from Sentinel 2 images with a level of processing 2A, that was used for invasive area detection. Sparse detected areas were treated as a seed for a region growing step to obtain the final map of alien species.Deputación de Pontevedra | Ref. 17/410.1720.789.0

Compact Embedded Wireless Sensor-Based Monitoring of Concrete Curing

This work presents the design, construction and testing of a new embedded sensor system for monitoring concrete curing. A specific mote has been implemented to withstand the aggressive environment without affecting the measured variables. The system also includes a real-time monitoring application operating from a remote computer placed in a central location. The testing was done in two phases: the first in the laboratory, to validate the functional requirements of the developed devices; and the second on civil works to evaluate the functional features of the devices, such as range, robustness and flexibility. The devices were successfully implemented resulting in a low cost, highly reliable, compact and non-destructive solution.Fondos FEDER IDI-2010044

Using Internet Protocols to Implement IEC 60870-5 Telecontrol Functions

The telecommunication networks of telecontrol systems in electric utilities have undergone an innovation process. This has removed many of their technical restrictions and made it possible to consider carrying out telecontrol tasks with general standard protocols instead of the specific ones that are used currently. These are defined in the standards 60870-5, 60870-6, and 61850 from the International Electrotechnical Commission, among others. This paper is about the implementation, using the services of general standard protocols, of the telecontrol application functions defined by the standard IEC 60870-5-104. The general protocols used to carry out telecontrol tasks are those used in the Internet: the telecommunication network-management protocol SNMPv3 (simple network management protocol version 3), the clock synchronization protocol network time protocol and Secure SHell. With this new implementation, we have achieved, among others, two important aims: 1) to improve performance and, above all, 2) to solve the serious security problems present in the telecontrol protocols currently being used. These problems were presented by IEEE in an article published in the website of the IEEE Standards Association. In this paper, the use of general standard protocols to perform the telecontrol of electrical networks is justified. The development of this paper—its achievements and conclusions and the tools used—is detailed.Junta de Andalucía EXC-2005-TIC-1023Ministerio de Educación y Ciencia TEC2006-0843

Los yacimientos arqueo-paleontológicos de Ambrona y Torralba (Soria)

Peer reviewe