LSTM networks for the implementation of an internal model control strategy in WWTPs

Water resources are one of the most important environmental issues due to the vulnerability of water to contamination and its direct effect on human health. Improving their management depends largely on the treatment of wastewater. For that reason, there are strict pollution limits set for the effluent of wastewater treatment plants (WWTPs), which is discharged into streams or other receiving waters. In order to improve the treatment quality, meet the standards imposed by authorities and to maintain low cost of operations, control strategies are implemented in these plants. This project presents a control system based on internal model controllers (IMCs) adopting artificial neural networks (ANNs), as an alternative to the default control strategy of the Benchmark Simulation Model no. 1 (BSM1), a framework emulating the behavior of a general purpose WWTP that uses proportional integral (PI) controllers. With the proposed control approach, the real plant behavior is modeled with only influent and effluent data to take under control the dissolved oxygen and nitrate and nitrite nitrogen concentrations, also offering a better performance in terms of integral absolute error (IAE) and integral square error (ISE) with respect to the default controllers.Els recursos hídrics són un dels assumptes ambientals més importants degut a la vulnerabilitat de l'aigua a ser contaminada i el seu efecte directe en la salut humana. La millora de la seva gestió depèn en gran mesura del tractament d'aigües residuals. Per aquest motiu, hi ha estrictes límits de contaminació establerts per l'efluent de les estacions depuradores d'aigües residuals (EDAR), el qual ́es abocat en rierols o altres aigües receptores. Amb la finalitat de millorar la qualitat del tractament, complir les normes imposades per les autoritats i mantenir un baix cost de les operacions, s'apliquen estratègies de control en aquestes estacions. Aquest projecte presenta un sistema de control basat en controladors per model intern(IMC) que empren xarxes neuronals artificials (ANN), com alternativa a l'estratègia de control per defecte del Benchmark Simulation Model no. 1 (BSM1), un marc que emula el comportament d'una EDAR de propòsit general que utilitza controladors proporcionals integrals (PI). Amb el mètode de control proposat, el comportament real de l'estació es modela amb només les dades de l'influent i de l'efluent per tenir sota control les concentracions d'oxigen dissolt i de nitrat i nitrit de nitrogen, oferint també un millor rendiment en termes de la integral de l'error absolut (IAE) i de la integral de l'error quadràtic (ISE) respecte als controladors per defecte.Los recursos hídricos son uno de los asuntos ambientales más importantes debido a la vulnerabilidad del agua a ser contaminada y su efecto directo en la salud humana. La mejora de su gestión depende en gran medida del tratamiento de aguas residuales. Por este motivo, hay estrictos límites de contaminación establecidos para el efluente de las estaciones depuradoras de aguas residuales (EDAR), el cual es vertido en arroyos u otras aguas receptoras. Con elfin de mejorar la calidad del tratamiento, cumplir las normas impuestas por las autoridades y mantener un bajo costo de las operaciones, se aplican estrategias de control en estas estaciones. Este proyecto presenta un sistema de control basado en controladores por modelo interno (IMC) que emplean redes neuronales artificiales (ANN), como alternativa a la estrategia de control por defecto del Benchmark Simulation Model no. 1 (BSM1), un marco que emula el comportamiento de una EDAR de propósito general que utiliza controladores proporcionales integrales (PI). Con el método de control propuesto, el comportamiento real de la estación se modela con sólo los datos del influente y del efluente para tener bajo control las concentraciones de oxígeno disuelto y de nitrato y nitrito de nitrógeno, ofreciendo también un mejor rendimiento en términos de la integral del error absoluto (IAE) y de la integral del error cuadrático (ISE) con respecto a los controladores por defecto

Glutaminolysis and fumarate accumulation integrate immunometabolic and epigenetic programs in trained immunity

Induction of trained immunity (innate immune memory) is mediated by activation of immune and metabolic pathways that result in epigenetic rewiring of cellular functional programs. Through network-level integration of transcriptomics and metabolomics data, we identify glycolysis, glutaminolysis, and the cholesterol synthesis pathway as indispensable for the induction of trained immunity by ß-glucan in monocytes. Accumulation of fumarate, due to glutamine replenishment of the TCA cycle, integrates immune and metabolic circuits to induce monocyte epigenetic reprogramming by inhibiting KDM5 histone demethylases. Furthermore, fumarate itself induced an epigenetic program similar to ß-glucan-induced trained immunity. In line with this, inhibition of glutaminolysis and cholesterol synthesis in mice reduced the induction of trained immunity by ß-glucan. Identification of the metabolic pathways leading to induction of trained immunity contributes to our understanding of innate immune memory and opens new therapeutic avenues.Netherlands Organization for Scientific Research (NWO). B.N. is supported by an NHMRC (Australia) CJ Martin Early Career Fellowship. N.P.R. Netherlands Heart Foundation (2012T051). N.P.R. and M.G.N. received a H2020 grant (H2020-PHC-2015-667873-2) from the European Union (grant agreement 667837). Fundação para a Ciência e Tecnologia, FCT (IF/00735/2014 to A.C., IF/00021/2014 to R.S., RECI/BBB-BQB/0230/2012 to L.G.G., and SFRH/BPD/96176/2013 to C. Cunha). The NMR spectrometers are part of the National NMR Facility supported by FCT (RECI/BBB-BQB/0230/2012). The research leading to these results received funding from the Fundação para a Ciência e Tecnologia (FCT), cofunded by Programa Operacional Regional do Norte (ON.2—O Novo Norte); from the Quadro de Referência Estratégico Nacional (QREN) through the Fundo Europeu de Desenvolvimento Regional (FEDER) and from the Projeto Estratégico – LA 26 – 2013–2014 (PEst-C/SAU/LA0026/2013). NIH (DK43351 and DK097485) and Helmsley Trust. D.L.W. is supported, in part, by the NIH (GM53522, GM083016, GM119197, and C06RR0306551

Global phylogeography and ancient evolution of the widespread human gut virus crAssphage

Microbiomes are vast communities of microorganisms and viruses that populate all natural ecosystems. Viruses have been considered to be the most variable component of microbiomes, as supported by virome surveys and examples of high genomic mosaicism. However, recent evidence suggests that the human gut virome is remarkably stable compared with that of other environments. Here, we investigate the origin, evolution and epidemiology of crAssphage, a widespread human gut virus. Through a global collaboration, we obtained DNA sequences of crAssphage from more than one-third of the world's countries and showed that the phylogeography of crAssphage is locally clustered within countries, cities and individuals. We also found fully colinear crAssphage-like genomes in both Old-World and New-World primates, suggesting that the association of crAssphage with primates may be millions of years old. Finally, by exploiting a large cohort of more than 1,000 individuals, we tested whether crAssphage is associated with bacterial taxonomic groups of the gut microbiome, diverse human health parameters and a wide range of dietary factors. We identified strong correlations with different clades of bacteria that are related to Bacteroidetes and weak associations with several diet categories, but no significant association with health or disease. We conclude that crAssphage is a benign cosmopolitan virus that may have coevolved with the human lineage and is an integral part of the normal human gut virome

Photography-based taxonomy is inadequate, unnecessary, and potentially harmful for biological sciences

The question whether taxonomic descriptions naming new animal species without type specimen(s) deposited in collections should be accepted for publication by scientific journals and allowed by the Code has already been discussed in Zootaxa (Dubois & Nemésio 2007; Donegan 2008, 2009; Nemésio 2009a–b; Dubois 2009; Gentile & Snell 2009; Minelli 2009; Cianferoni & Bartolozzi 2016; Amorim et al. 2016). This question was again raised in a letter supported by 35 signatories published in the journal Nature (Pape et al. 2016) on 15 September 2016. On 25 September 2016, the following rebuttal (strictly limited to 300 words as per the editorial rules of Nature) was submitted to Nature, which on 18 October 2016 refused to publish it. As we think this problem is a very important one for zoological taxonomy, this text is published here exactly as submitted to Nature, followed by the list of the 493 taxonomists and collection-based researchers who signed it in the short time span from 20 September to 6 October 2016

Aplicaciones electroquímicas al tratamiento de aguas residuales

El presente libro tiene como finalidad compilar numerosas investigaciones en el campo de la tecnología electroquímica y sus aplicaciones ambientales, contando con la colaboración de un gran número de investigadores tanto nacionales como extranjeros, proponiendo con ello una visión amplia dentro de la aplicación de la electroquímica. Los temas que integran esta obra se escogieron cuidadosamente considerando desde los principios básicos de la electroquímica aplicada al tratamiento de aguas residuales hasta los parámetros a considerar durante el diseño, operación y evaluación de dichos sistemas, sin dejar de lado las aplicaciones utilizadas en la actualidad en la industria, la docencia y la investigación. Este libro reúne diversas temáticas por lo que puede considerarse como un compendio de aquellos elementos que el lector requiere para poder tener una visión amplia de las aplicaciones de la electroquímica en el campo del tratamiento de agua residual.En el Capítulo 1 se presenta una primera impresión de los Fundamentes de la Electroquímica Ambiental, en donde los autores explican cómo esta disciplina es una nueva área de la ciencia en donde se emplean conocimientos de Electroquímica, Ingeniería Química y Ciencia de Materiales, así como las aplicaciones específicas para la remediación ambiental. En el Capítulo 2 los autores ofrecen una descripción de los principales parámetros fisicoquímicos y biológicos que se emplean para definir a la calidad del agua. Este capítulo describe en función de qué características físicas, químicas y biológicas se puede evaluar a un agua residual así como también la aplicación de estas características como variables de control de un proceso de tratamiento y también como el empleo de ellas para limitar las concentraciones máximas permisibles de descarga de aguas residuales. El Capítulo 3 se refiere a uno de los procesos más empleados en el tratamiento de agua: la coagulación-floculación. Se aborda desde una óptica teórica hasta la descripción de un ejemplo de aplicación en la industria. Resulta importante incluir este capítulo ya que uno de los métodos más prometedores en la electroquímica ambiental es la electrocoagulación, la cual se narra en el Capítulo 6. Las bases de las celdas de laboratorio y reactores industriales electroquímicos se relatan en el Capítulo 4. En particular, se refieren las implicaciones que tienen las principales características físicas y de diseño de celdas de laboratorio y reactores electroquímicos industriales que permiten obtener transformaciones eficientes gracias a un correcto control del potencial de electrodo en estos sistemas. La implementación de procesos electroquímicos para su aplicación a nivel industrial, requiere del diseño eficiente del dispositivo central: el reactor electroquímico. Por lo que, en el Capítulo 5 se presentan los elementos de análisis de reactores electroquímicos para su diseño y caracterización. El Capítulo 7 describe bajo qué circunstancias se puede llevar a cabo el proceso de electroflotación. Los autores muestran cómo este proceso está influenciado por el pH de la solución acuosa, la densidad de corriente y el tipo de electrodos que se emplean. El lector encontrará en el Capítulo 8 las bases teóricas de uno de los procesos que involucra la química de la reacción de Fenton, así como las aplicaciones ambientales para el tratamiento de soluciones sintéticas y reales con diferentes contaminantes refractarios, tales como plaguicidas, colorantes, productos de cuidado personal, fármacos y residuos químicos industriales. En el Capítulo 9 se presentan algunos conceptos fundamentales sobre la Electrooxidación, también conocida como oxidación electroquímica, la cual está enfocada a realizar la oxidación de contaminantes presentes en aguas residuales sobre la superficie de electrodos. La tecnología para la electrogeneración de peróxido de hidrógeno y su empleo en el tratamiento de agua residual se describe en el Capítulo 10. Uno de los metales pesados que tienen un alto grado de toxicidad en el ambiente es el Cr(VI), el cual no puede ser removido por métodos convencionales por lo que una tecnología que puede emplearse en este tratamiento se relata en el Capítulo 11. En el Capítulo 12 se presentan los avances más recientes cuando se emplean los métodos electroquímicos con algún otro tipo de tratamiento, lo que ha resultado en la obtención de sinergias en los procesos, lo que implica una reducción en los costos de operación. Finalmente, en el Capítulo 13, se presenta el tema de usos y aplicaciones de sensores químicos y electroquímicos para la detección de contaminantes en agua y agua residual

Optimasi Portofolio Resiko Menggunakan Model Markowitz MVO Dikaitkan dengan Keterbatasan Manusia dalam Memprediksi Masa Depan dalam Perspektif Al-Qur`an

Risk portfolio on modern finance has become increasingly technical, requiring the use of sophisticated mathematical tools in both research and practice. Since companies cannot insure themselves completely against risk, as human incompetence in predicting the future precisely that written in Al-Quran surah Luqman verse 34, they have to manage it to yield an optimal portfolio. The objective here is to minimize the variance among all portfolios, or alternatively, to maximize expected return among all portfolios that has at least a certain expected return. Furthermore, this study focuses on optimizing risk portfolio so called Markowitz MVO (Mean-Variance Optimization). Some theoretical frameworks for analysis are arithmetic mean, geometric mean, variance, covariance, linear programming, and quadratic programming. Moreover, finding a minimum variance portfolio produces a convex quadratic programming, that is minimizing the objective function ðð¥with constraintsð ð 𥠥 ðandð´ð¥ = ð. The outcome of this research is the solution of optimal risk portofolio in some investments that could be finished smoothly using MATLAB R2007b software together with its graphic analysis

Differential cross section measurements for the production of a W boson in association with jets in proton–proton collisions at √s = 7 TeV

Measurements are reported of differential cross sections for the production of a W boson, which decays into a muon and a neutrino, in association with jets, as a function of several variables, including the transverse momenta (pT) and pseudorapidities of the four leading jets, the scalar sum of jet transverse momenta (HT), and the difference in azimuthal angle between the directions of each jet and the muon. The data sample of pp collisions at a centre-of-mass energy of 7 TeV was collected with the CMS detector at the LHC and corresponds to an integrated luminosity of 5.0 fb[superscript −1]. The measured cross sections are compared to predictions from Monte Carlo generators, MadGraph + pythia and sherpa, and to next-to-leading-order calculations from BlackHat + sherpa. The differential cross sections are found to be in agreement with the predictions, apart from the pT distributions of the leading jets at high pT values, the distributions of the HT at high-HT and low jet multiplicity, and the distribution of the difference in azimuthal angle between the leading jet and the muon at low values.United States. Dept. of EnergyNational Science Foundation (U.S.)Alfred P. Sloan Foundatio

Impacts of the Tropical Pacific/Indian Oceans on the Seasonal Cycle of the West African Monsoon

The current consensus is that drought has developed in the Sahel during the second half of the twentieth century as a result of remote effects of oceanic anomalies amplified by local land–atmosphere interactions. This paper focuses on the impacts of oceanic anomalies upon West African climate and specifically aims to identify those from SST anomalies in the Pacific/Indian Oceans during spring and summer seasons, when they were significant. Idealized sensitivity experiments are performed with four atmospheric general circulation models (AGCMs). The prescribed SST patterns used in the AGCMs are based on the leading mode of covariability between SST anomalies over the Pacific/Indian Oceans and summer rainfall over West Africa. The results show that such oceanic anomalies in the Pacific/Indian Ocean lead to a northward shift of an anomalous dry belt from the Gulf of Guinea to the Sahel as the season advances. In the Sahel, the magnitude of rainfall anomalies is comparable to that obtained by other authors using SST anomalies confined to the proximity of the Atlantic Ocean. The mechanism connecting the Pacific/Indian SST anomalies with West African rainfall has a strong seasonal cycle. In spring (May and June), anomalous subsidence develops over both the Maritime Continent and the equatorial Atlantic in response to the enhanced equatorial heating. Precipitation increases over continental West Africa in association with stronger zonal convergence of moisture. In addition, precipitation decreases over the Gulf of Guinea. During the monsoon peak (July and August), the SST anomalies move westward over the equatorial Pacific and the two regions where subsidence occurred earlier in the seasons merge over West Africa. The monsoon weakens and rainfall decreases over the Sahel, especially in August.Peer reviewe

Search for heavy resonances decaying to two Higgs bosons in final states containing four b quarks

A search is presented for narrow heavy resonances X decaying into pairs of Higgs bosons (H) in proton-proton collisions collected by the CMS experiment at the LHC at root s = 8 TeV. The data correspond to an integrated luminosity of 19.7 fb(-1). The search considers HH resonances with masses between 1 and 3 TeV, having final states of two b quark pairs. Each Higgs boson is produced with large momentum, and the hadronization products of the pair of b quarks can usually be reconstructed as single large jets. The background from multijet and t (t) over bar events is significantly reduced by applying requirements related to the flavor of the jet, its mass, and its substructure. The signal would be identified as a peak on top of the dijet invariant mass spectrum of the remaining background events. No evidence is observed for such a signal. Upper limits obtained at 95 confidence level for the product of the production cross section and branching fraction sigma(gg -> X) B(X -> HH -> b (b) over barb (b) over bar) range from 10 to 1.5 fb for the mass of X from 1.15 to 2.0 TeV, significantly extending previous searches. For a warped extra dimension theory with amass scale Lambda(R) = 1 TeV, the data exclude radion scalar masses between 1.15 and 1.55 TeV

Measurement of the top quark forward-backward production asymmetry and the anomalous chromoelectric and chromomagnetic moments in pp collisions at √s = 13 TeV

Abstract The parton-level top quark (t) forward-backward asymmetry and the anomalous chromoelectric (d̂ t) and chromomagnetic (μ̂ t) moments have been measured using LHC pp collisions at a center-of-mass energy of 13 TeV, collected in the CMS detector in a data sample corresponding to an integrated luminosity of 35.9 fb−1. The linearized variable AFB(1) is used to approximate the asymmetry. Candidate t t ¯ events decaying to a muon or electron and jets in final states with low and high Lorentz boosts are selected and reconstructed using a fit of the kinematic distributions of the decay products to those expected for t t ¯ final states. The values found for the parameters are AFB(1)=0.048−0.087+0.095(stat)−0.029+0.020(syst),μ̂t=−0.024−0.009+0.013(stat)−0.011+0.016(syst), and a limit is placed on the magnitude of | d̂ t| < 0.03 at 95% confidence level. [Figure not available: see fulltext.