A Survey on Data Mining Techniques Applied to Energy Time Series Forecasting

Data mining has become an essential tool during the last decade to analyze large sets of data. The variety of techniques it includes and the successful results obtained in many application fields, make this family of approaches powerful and widely used. In particular, this work explores the application of these techniques to time series forecasting. Although classical statistical-based methods provides reasonably good results, the result of the application of data mining outperforms those of classical ones. Hence, this work faces two main challenges: (i) to provide a compact mathematical formulation of the mainly used techniques; (ii) to review the latest works of time series forecasting and, as case study, those related to electricity price and demand markets.Ministerio de Economía y Competitividad TIN2014-55894-C2-RJunta de Andalucía P12- TIC-1728Universidad Pablo de Olavide APPB81309

A novel ensemble method for electric vehicle power consumption forecasting: Application to the Spanish system

The use of electric vehicle across the world has become one of the most challenging issues for environmental policies. The galloping climate change and the expected running out of fossil fuels turns the use of such non-polluting cars into a priority for most developed countries. However, such a use has led to major concerns to power companies, since they must adapt their generation to a new scenario, in which electric vehicles will dramatically modify the curve of generation. In this paper, a novel approach based on ensemble learning is proposed. In particular, ARIMA, GARCH and PSF algorithms' performances are used to forecast the electric vehicle power consumption in Spain. It is worth noting that the studied time series of consumption is non-stationary and adds difficulties to the forecasting process. Thus, an ensemble is proposed by dynamically weighting all algorithms over time. The proposal presented has been implemented for a real case, in particular, at the Spanish Control Centre for the Electric Vehicle. The performance of the approach is assessed by means of WAPE, showing robust and promising results for this research field.Ministerio de Economía y Competitividad Proyectos ENE2016-77650-R, PCIN-2015-04 y TIN2017-88209-C2-R

A novel tree-based algorithm to discover seismic patterns in earthquake catalogs

A novel methodology is introduced in this research study to detect seismic precursors. Based on an existing approach, the new methodology searches for patterns in the historical data. Such patterns may contain statistical or soil dynamics information. It improves the original version in several aspects. First, new seismicity indicators have been used to characterize earthquakes. Second, a machine learning clustering algorithm has been applied in a very flexible way, thus allowing the discovery of new data groupings. Third, a novel search strategy is proposed in order to obtain non-overlapped patterns. And, fourth, arbitrary lengths of patterns are searched for, thus discovering long and short-term behaviors that may influence in the occurrence of medium-large earthquakes. The methodology has been applied to seven different datasets, from three different regions, namely the Iberian Peninsula, Chile and Japan. Reported results show a remarkable improvement with respect to the former version, in terms of all evaluated quality measures. In particular, the number of false positives has decreased and the positive predictive values increased, both of them in a very remarkable manner.Ministerio de Ciencia y Tecnología TIN2011-28956-C00Junta de Andalucía P12-TIC-1728Instituto Ramón y Cajal (RYC) RYC-2012-1198

Molecular and Functional Characterization of Novel Fructosyltransferases and Invertases from Agave tequilana

Fructans are the main storage polysaccharides found in Agave species. The synthesis of these complex carbohydrates relies on the activities of specific fructosyltransferase enzymes closely related to the hydrolytic invertases. Analysis of Agave tequilana transcriptome data led to the identification of ESTs encoding putative fructosyltransferases and invertases. Based on sequence alignments and structure/function relationships, two different genes were predicted to encode 1-SST and 6G-FFT type fructosyltransferases, in addition, 4 genes encoding putative cell wall invertases and 4 genes encoding putative vacuolar invertases were also identified. Probable functions for each gene, were assigned based on conserved amino acid sequences and confirmed for 2 fructosyltransferases and one invertase by analyzing the enzymatic activity of recombinant Agave protein s expressed and purified from Pichia pastoris. The genome organization of the fructosyltransferase/invertase genes, for which the corresponding cDNA contained the complete open reading frame, was found to be well conserved since all genes were shown to carry a 9 bp mini-exon and all showed a similar structure of 8 exons/7 introns with the exception of a cell wall invertase gene which has 7 exons and 6 introns. Fructosyltransferase genes were strongly expressed in the storage organs of the plants, especially in vegetative stages of development and to lower levels in photosynthetic tissues, in contrast to the invertase genes where higher levels of expression were observed in leaf tissues and in mature plants

Valor de la Reserva Forestal Fortuna para la conservación de la biodiversidad

La Reserva Forestal Fortuna (RFF) se localiza en la región noroccidental de Panamá, a 1,200 msnm. En esta región la precipitación es de aproximadamente 4,000 mm/año y temperaturas promedio de 16 ºC. Los diversos estudios de la flora y fauna demuestran que es una región donde existen numerosas especies endémicas o de distribución geográfica restringida, por lo que es necesario considerar Fortuna como un sitio de interés para la conservación. En este estudio se presentan algunos ejemplos de plantas y animales de interés especial, entre las cuales muchas no tienen respaldo legal para su protección. Por lo tanto, es necesario realizar esfuerzos para conocer la situación actual de la riqueza de especies en la región de Fortuna

Preparation and characterization of 33-S samples for 33-S(n,alpha)30-Si cross-section measurements at the n_TOF facility at CERN

Thin 33S samples for the study of the 33S(n,a)30Si cross-section at the n_TOF facility at CERN were made by thermal evaporation of 33S powder onto a dedicated substrate made of kapton covered with thin layers of copper, chromium and titanium. This method has provided for the first time bare sulfur samples a few centimeters in diameter. The samples have shown an excellent adherence with no mass loss after few years and no sublimation in vacuum at room temperature. The determination of the mass thickness of 33S has been performed by means of Rutherford backscattering spectrometry. The samples have been successfully tested under neutron irradiation.Ministerio de Economía y Competitividad de España-FPA2013-47327- C2-1-R, FPA2014-53290-C2-2-P, FPA2016-77689-C2-1-RJunta de Andalucía-P11-FQM-8229Ministerio de Economía y Empresa de España (Fondos FEDER)-FIS2015-69941-C2-1-PAECC (Asociación Española Contra el Cáncer)-PS16163811POR

miR-203 drives breast cancer cell differentiation

Breast cancer; Cell differentiationCáncer de mama; Diferenciación celularCàncer de mama; Diferenciació cel·lularA hallmark of many malignant tumors is dedifferentiated (immature) cells bearing slight or no resemblance to the normal cells from which the cancer originated. Tumor dedifferentiated cells exhibit a higher capacity to survive to chemo and radiotherapies and have the ability to incite tumor relapse. Inducing cancer cell differentiation would abolish their self-renewal and invasive capacity and could be combined with the current standard of care, especially in poorly differentiated and aggressive tumors (with worst prognosis). However, differentiation therapy is still in its early stages and the intrinsic complexity of solid tumor heterogeneity demands innovative approaches in order to be efficiently translated into the clinic. We demonstrate here that microRNA 203, a potent driver of differentiation in pluripotent stem cells (ESCs and iPSCs), promotes the differentiation of mammary gland tumor cells. Combining mouse in vivo approaches and both mouse and human-derived tridimensional organoid cultures, we report that miR-203 influences the self-renewal capacity, plasticity and differentiation potential of breast cancer cells and prevents tumor cell growth in vivo. Our work sheds light on differentiation-based antitumor therapies and offers miR-203 as a promising tool for directly confronting the tumor-maintaining and regeneration capability of cancer cells.This work has been in part financed by the crowdfunding project “Match point against breast cancer” (PRECIPITA PR242, 2019; FECYT; Spanish Ministry of Science and Innovation, MICINN, led by MS-R) and donations to Asociación Española contra el Cáncer (AECC). The work has been funded also by the Comunidad de Madrid (Y2020/BIO-6519 and S2022/BMD-7437) to MM, the Spanish Ministry of Science and Innovation through CNS2022-135364 to MS-R and PID2021-128726 to MM and the Spanish Ministry of Economy and Competitiveness by Instituto de Salud Carlos III (ISC III) through PI20/00590 to CS and co-funded by the European Union. MS-R was supported by AECC (AIOA120833SALA and INVES18005SALA), a Juan de la Cierva Incorporación and a Ramón y Cajal contract (RYC2020-028929-I, from the MICINN, FSE/ Agencia Estatal de Investigación). NGM-I was supported by AECC (PRDMA19003GARC)

Adding plant oils to dairy goat diets: Effect on fatty acid content of milk fat

[ES]: El objetivo del presente trabajo fue investigar el efecto de la adición de aceites vegetales de diferente grado de insaturación a la dieta de cabras lecheras sobre el perfil de ácidos grasos de la grasa láctea. Doce cabras de raza Malagueña fueron asignadas al azar a uno de cuatro tratamientos: dieta basal sin aceite añadido y la misma dieta basal adicionada con 48 g/d de aceite de girasol alto oleico, aceite de girasol normal o aceite de lino. La dieta estuvo compuesta por heno de alfalfa (30%) y un concentrado granulado (70%) en el que se incluyó el aceite correspondiente. Todos los aceites redujeron el contenido de ácidos grasos saturados de cadena media de la grasa láctea (P 0,05). El aceite de girasol normal incrementó el contenido de los ácidos C18:1t10, vaccénico y ruménico y aumentó el valor de la ratio linoleico/α-linolénico (P 0,05). Los resultados obtenidos permiten concluir que la adición de aceite de lino a la dieta de cabras en lactación, en comparación con la de los aceites de girasol alto oleico y normal, modifica el perfil de ácidos grasos de la grasa láctea en un sentido más favorable desde el punto de vista de la salud humana.[EN]: The aim of this study was to investigate the effects of adding differently unsaturated vegetable oils to a dairy goat diet on fatty acid content of milk fat. Twelve Malagueña goats were randomly allocated to one of four treatments: no oil basal diet and the same basal diet supplemented with 48 g/d of high oleic sunflower oil, regular sunflower oil or linseed oil. The basal diet was made of alfalfa hay and a pelleted concentrate (30:70 w/w). The concentrate included the respective oils. Supplemented diets decreased medium chain saturated fatty acid content in milk fat (P 0.05). Regular sunflower oil increased C18:1t10, vaccenic and rumenic acid contents as well as linoleic to α-linolenic acid ratio (P 0.05). It was concluded that compared to high oleic o regular sunflower oils, adding linseed oil in dairy goat diets modifies milk fat fatty acid content more favourably from the point of view of human health.Peer Reviewe

Innovaciones de producto, proceso, mercadotecnia y organizacional del mezcal en Oaxaca

La modernización en la Cadena de Valor Mezcal (CVM) en México ha sufrido diversos cambios, uno de ellos fue el tradicional mezcal abocado de gusano como el más popular en el siglo XIX, posteriormente se retomaron las prácticas tradicionales y ancestrales como características particulares del mezcal Oaxaqueño. Técnicas generacionales que estaban perdiendo interés con la introducción de desgarradoras e industrias, hasta que, finalmente, se descubre que estas prácticas productivas son de interés internacional, por lo que se retoma el uso de mazo, molinos de piedra, hornos cónicos, pero también se inicia el uso de agaves que antes no habían sido explotados para producirse solos o combinados con otros magueyes, determinándoles ensambles. Lo anterior, se debe a la demanda nacional e internacional por explorar nuevos sabores y que a raíz de la pandemia la mixología herbolaría que anteriormente, se usaba en los pueblos para aliviar enfermedades como dolor de estómago o temperatura son retomados en la elaboración del gin, con la miel de agave o cannábico. Otros cambios han sido en mercadotecnia con el uso de redes sociales y publicidad en internet, envíos por paquetería, etiquetas personalizadas, entre otras. De manera organizacional la contratación de personal y delegación de responsabilidades es fundamental para mantener vigencia en la industria mezcalera. En esta investigación se parte del supuesto que las innovaciones y vínculos con actores estratégicos son parte esencial para que un pequeño productor o empresa logre un escalamiento económico a través de una producción sostenible. A través de un análisis cualitativo se implementaron un total de 70 entrevistas en los municipios de Miahuatlán de Porfirio Díaz, San Luis Amatlán, Tlacolula de Matamoros y Santiago Matatlán. Así como el método de Análisis de Redes Sociales (ARS) para identificar actores clave y la vinculación existente entre intermediarios y pequeños productores. Se concluye que solo el 34% de los entrevistados implementan una o más innovaciones en producto, proceso, mercadotecnia u organización. La falta de capacitación e inversión en programas sociales para la industria afecta en la innovación. La participación de actores clave como organizaciones, empresas y maestros mezcaleros son un impulso en el escalamiento económico debido a las relaciones que promueven en la industria mezcalera

Induction of Cyclooxygenase-2 by Overexpression of the Human NADPH Oxidase 5 (NOX5) Gene in Aortic Endothelial Cells

Oxidative stress is a main molecular mechanism that underlies cardiovascular diseases. A close relationship between reactive oxygen species (ROS) derived from NADPH oxidase (NOX) activity and the prostaglandin (PG) biosynthesis pathway has been described. However, little information is available about the interaction between NOX5 homolog-derived ROS and the PG pathway in the cardiovascular context. Our main goal was to characterize NOX5-derived ROS effects in PG homeostasis and their potential relevance in cardiovascular pathologies. For that purpose, two experimental systems were employed: an adenoviral NOX5-β overexpression model in immortalized human aortic endothelial cells (TeloHAEC) and a chronic infarction in vivo model developed from a conditional endothelial NOX5 knock-in mouse. NOX5 increased cyclooxygenase-2 isoform (COX-2) expression and prostaglandin E2 (PGE2) production through nuclear factor kappa-light-chain-enhancer of activated B cells (NF-κB) in TeloHAEC. Protein kinase C (PKC) activation and intracellular calcium level (Ca++) mobilization increased ROS production and NOX5 overexpression, which promoted a COX-2/PGE2 response in vitro. In the chronic infarction model, mice encoding endothelial NOX5 enhanced the cardiac mRNA expression of COX-2 and PGES, suggesting a COX-2/PGE2 response to NOX5 presence in an ischemic situation. Our data support that NOX5-derived ROS may modulate the COX-2/PGE2 axis in endothelial cells, which might play a relevant role in the pathophysiology of heart infarction