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Automatic Detection of COVID-19 Infection Using Chest X-Ray Images Through Transfer Learning

IEEE/CAA Journal of Automatica Sinica 2021年第1期8卷 239-248页

作者： Elene Firmeza Ohata Gabriel Maia Bezerra João Victor Souza das Chagas aloísio vieira lira neto Adriano Bessa Albuquerque Victor Hugo Cde Albuquerque Pedro Pedrosa Rebouças Filho the Universidade Federal do Ceará FortalezaCE 60455-970and also with the Instituto Federal do CearáFortalezaCE 60040-215Brazil the Instituto Federal do Ceará FortalezaCE 60040-215Brazil the Universidade de Fortaleza FortalezaCE 60811-905Brazil

The new coronavirus(COVID-19),declared by the World Health Organization as a pandemic,has infected more than 1 million people and killed more than 50 *** infection caused by COVID-19 can develop into pneumonia,which can be detected by a chest X-ray exam and should be treated *** this work,we propose an automatic detection method for COVID-19 infection based on chest X-ray *** datasets constructed for this study are composed of194 X-ray images of patients diagnosed with coronavirus and 194 X-ray images of healthy *** few images of patients with COVID-19 are publicly available,we apply the concept of transfer learning for this *** use different architectures of convolutional neural networks(CNNs)trained on Image Net,and adapt them to behave as feature extractors for the X-ray ***,the CNNs are combined with consolidated machine learning methods,such as k-Nearest Neighbor,Bayes,Random Forest,multilayer perceptron(MLP),and support vector machine(SVM).The results show that,for one of the datasets,the extractor-classifier pair with the best performance is the Mobile Net architecture with the SVM classifier using a linear kernel,which achieves an accuracy and an F1-score of 98.5%.For the other dataset,the best pair is Dense Net201 with MLP,achieving an accuracy and an F1-score of 95.6%.Thus,the proposed approach demonstrates efficiency in detecting COVID-19 in X-ray images.

关键词： Convolutional neural networks(CNNs) COVID-19 transfer learning X-ray

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Power Curve Modelling for Wind Turbine Using Artificial Intelligence Tools and Pre-established Inference Criteria

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Journal of Modern Power Systems and Clean Energy 2021年第3期9卷 526-533页

作者： Jonata C.de Albuquerque Ronaldo R.B.de Aquino Otoni Nobrega neto Milde M.S.lira Aida A.Ferreira Manoel Afonso de Carvalho Jr. the Department of Electrical Engineering Federal University of PernambucoRecifeBrazil DASE Federal Institute of PernambucoRecifeBrazil

We propose a new way to develop non-parametric models of power curves using artificial intelligence *** parametric model and eight non-parametric models are developed to emulate the behavior described by the power curve of the wind farms.A comparison between the power curve models based on artificial neural networks(ANNs)and those based on fuzzy logic are also *** of the power curve models based on ANNs and fuzzy inference systems(FISs)are used as well as two new FISs with the proposed new *** initial pre-training is proposed,resulting from the characteristics derived from the expert inference followed by a transformation of a fuzzy Mamdani system into a fuzzy Sugeno *** the presented values by the error indicators are comparable,the results show that the new pre-trained FIS models have better precision compared with the ANN and FIS *** comparative study is conducted in two wind farms located in northeastern *** proposed method is a relevant alternative to improve power curve approximation based on an FIS.

关键词： Wind turbine pre-training artificial intelligence artificial neural network(ANN) fuzzy inference system(FIS)

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Percutaneous nephrostomy versus ureteral stent in hydronephrosis secondary to obstructive urolithiasis:A systematic review and meta-analysis

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Asian Journal of Urology 2024年第2期11卷 261-270页

作者： Andreia Cardoso Aparício Coutinho Gonçalo neto Sara Anacleto Catarina Laranjo Tinoco Nuno Morais Mário Cerqueira-Alves Estevão Lima Paulo Mota Department of Urology Hospital de BragaBragaPortugal School of Medicine University of MinhoBragaPortugal Association(2CA-Braga).School of Medicine University of MinhoBragaPortugal

Objective: To assess if there is a preferable intervention between retrograde ureteral stent (RUS) and percutaneous nephrostomy (PCN) tube, in cases of upper urinary tract stone obstruction with complications requiring urgent drainage, by evaluating outcomes regarding urinary symptoms, quality of life (QoL), spontaneous stone passage, and length of hospital stays, since there is no literature stating the superiority of one modality over the ***: We searched MEDLINE and other sources for relevant articles in June 2019 without any date restrictions or filters applied. The selection was done first by the title and abstract screening and then by full-text assessment for eligibility. Only randomized controlled trials or cohort studies in patients with hydronephrosis secondary to obstructive urolithiasis that presented comparative data between PCN and RUS placement concerning at least one of the defined outcome measures were included. Lastly, MEDLINE database and PubMed platform were screened again using the same terms, from June 2019 until November ***: Of 556 initial articles, seven were included in this review. Most works were considered of moderate-to-high quality. Three studies regarding QoL showed a tendency against stenting, even though only one demonstrated statistically significant negative impact on overall health state. Two works reported significantly more post-intervention urinary symptoms in stenting patients. One article found that PCN is a significant predictor of spontaneous stone passage, when adjusted for stone size and location. Findings on length of hospital stays were not consistent among ***: PCN appears to be the intervention better tolerated, with less impact on the patient’s perceived QoL and less post-operative urinary symptoms, in comparison with RUS. Nevertheless, further studies with larger samples and a randomized controlled design are suggested.

关键词： Ureteral stent Percutaneous nephrostomy Obstructive urolithiasis Urinary symptoms Quality of life

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Analyzing the economic viability of a large-scale integrated model of municipal solid waste:a study case for the most important Brazilian economic region

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Waste Disposal and Sustainable Energy 2020年第3期2卷 231-247页

作者： Octavio Pimenta Reis neto Mechanical Engineering Faculty at State University of Campinas(PDSE/FEM/UNICAMP) Av.Mofarrej275-Apto 212 B1São PauloSP CEP 05311-000Brazil

Despite the National Policy for Solid Waste(PNRS)in 2010,nothing has changed to waste disposal in *** to reach 100%of all Municipal Solid Waste(MSW)collected and treated in landfills by Aug.2nd,2014,until nowadays,42%of this total remains in *** the most important national economic region treating its urban waste in landfills,what it has is no more than 4%of recycling and its landfills reaching the *** other ones is getting harder year by year,due to water reservoirs around the region,high freight costs,waste disposal and the severe control of emissions associated with its *** article comes to break the paradigm of investment and profitability proposing an alternative to the land-use,achieving higher rates of *** economic viability,carried out through well-known financial variables and Monte Carlo analysis,has taken into account proven local waste characteristics and market prices for recyclables and energy without *** considered a proposal highly intensive in capital and people,the revenues from the sales would be enough to guarantee the viability of 100%equity with IRR of 33.7%and ROI of 24.5%per year within the confidence of 99%.

关键词： Solid waste Sorting Recycling Waste-to-energy Metropolitan Region of São Paulo Energy recovering

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Linking the spatiotemporal variation of litterfall to standing vegetation biomass in Brazilian savannas

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Journal of Plant Ecology 2020年第5期13卷 517-524页

作者： Alan N.Costa Jeane R.Souza Karyne M.Alves Anderson Penna-Oliveira Geisciele Paula-Silva Ingrid S.Becker Kelly Marinho-vieira Ana L.Bonfim Alessandra Bartimachi Ernane H.M.vieira-neto Instituto de Biologia Universidade Federal de UberlândiaUberlândia 38405-320MGBrazil Instituto de Biotecnologia Universidade Federal de GoiásCatalão 75704-000GOBrazil Department of Wildlife Ecology and Conservation University of FloridaGainesvilleFL 32611USA

Aims Litterfall at a global scale is affected by climate,edaphic features and vegetation structure,with litter production increasing from grasslands to forests following the rise in standing ***,at landscape scales,the same relationship between litter production and vegetation structure has rarely been studied and comparisons of litterfall patterns between adjacent,structurally distinct communities are ***,we use a standardized methodology to describe the structural differences among four savanna physiognomies and analyze their relationship with changes in litterfall across the *** We evaluated the woody vegetation structure and composition in 48 sites,equally distributed across four physiognomies and monitored the monthly litter production from April 2014 to March *** Findings Results showed that the density,basal area,cylindrical volume and aboveground biomass of woody vegetation differ among physiognomies,increasing consistently from cerrado ralo,cerrado típico,cerrado denso and cerradã***,we found a strong and positive relationship between aboveground biomass and annual litter production,with litter yield increasing from 0.9 to 8.4 Mg ha^(−1)across different physiognomies,following the increment in vegetation *** production was seasonal and similar among vegetation types,increasing during the dry *** comprised the dominant fraction(approx.85%)and litterfall seasonality primarily resulted from the concentration of leaf shedding during dry ***,the temporal pattern of litterfall throughout the year showed a gradual reduction in the seasonality from open to closed vegetation types,likely following the decrease of deciduous species abundance in the plant *** results showed that changes in vegetation structure may affect spatial and temporal litterfall patterns in different physiognomies,which co-occur across the Cerrado landscape,with potential implications for the overall f

关键词： Cerrado ecosystem functioning habitat heterogeneity Neotropical savannas nutrient cycling

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A beta regression analysis of COVID-19 mortality in Brazil

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Infectious Disease Modelling 2023年第2期8卷 309-317页

作者： Francisco Cribari-neto Department of Statistics Federal University of PernambucoRecifePE50670-901Brazil

Brazil was one of the countries most impacted by the COVID-19 pandemic,with a cumulative total of nearly 700,000 deaths by early *** country's federative units were unevenly affected by the pandemic and adopted mitigation measures of different scopes and *** was intense conflict between the federal government and state governments over the relevance and extent of such *** build a simple regression model with good predictive power on state COVID-19 mortality rates in *** results reveal that the federative units'urbanization rate and per capita income are important for determining their mean mortality rate and that the number of physicians per 100,000 inhabitants is important for modeling the mortality rate *** on the fitted model,we obtain approximations for the levels of administrative efficiency of local governments in dealing with the pandemic.

关键词： Beta regression Coronavirus COVID-19 Pandemic Regression analysis

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Integrated Design Fabrication and Control of a Bioinspired Multimaterial Soft Robotic Hand

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Cyborg and Bionic Systems 2023年第1期4卷 156-165页

作者： Samuel Alves Mihail Babcinschi Afonso Silva Diogo neto Diogo Fonseca Pedro neto University of Coimbra CEMMPREARISEDepartment of Mechanical Engineering3030-788 CoimbraPortugal

Machines that mimic humans have inspired scientists for *** soft robotic hands are a good example of such an endeavor,featuring intrinsic material compliance and continuous motion to deal with uncertainty and adapt to unstructured *** research led to impactful achievements in functional designs,modeling,fabrication,and control of soft ***,the full realization of life-like movements is still challenging to achieve,often based on trial-and-error considerations from design to fabrication,consuming time and *** this study,a soft robotic hand is proposed,composed of soft actuator cores and an exoskeleton,featuring a multimaterial design aided by finite element analysis(FEA)to define the hand geometry and promote finger’s *** actuators are fabricated using molding,and the exoskeleton is 3D-printed in a single *** ON-OFF controller keeps the set fingers’inner pressures related to specific bending angles,even in the presence of *** FEA numerical results were validated by experimental tests,as well as the ability of the hand to grasp objects with different shapes,weights,and *** integrated solution will make soft robotic hands more available to people,at a reduced cost,avoiding the time-consuming design-fabrication trial-and-error processes.

关键词： consuming skeleton realization

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Calculations of Optical Rotation from Density Functional Theory

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Chinese Physics Letters 2007年第5期24卷 1207-1209页

作者： Antǒnio Canal neto Francisco Elias Jorge Departamento de Fisica Universidade Federal do Espírito Santo 29060-900 Vitória ES Brazil

Density function theory calculations of frequency-dependent optical rotations [α]ω for three rigid chiral molecules are reported. Calculations have been carried out at the sodium D line frequency, using the ADZP basis set and a wide variety of functionals. Gauge-invariant atomic orbitals are used to guarantee origin-independent values of [ω]D. In addition, study of geometry dependence of [ω]D is reported. Using the geometries optimized at the B3LYP/ADZP level, the mean absolute deviation of B3LYP/ADZP and experimental laiD values yields 60.1°/（dm g/cm^3）. According to our knowledge, this value has not been achieved until now with any other model.

关键词： MOLECULAR WAVE-FUNCTIONS BASIS-SETS MP2 HF

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Zircon U-Pb and Lu-Hf isotope constraints on Archean crustal evolution in Southeastern Guyana Shield

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Geoscience Frontiers 2019年第4期10卷 1477-1506页

作者： Joao Marinho Milhomem neto Jean-Michel Lafon Programa de Pos-graduacao em Geologia e Geoquimica-PPGG Instituto de Geociencias-IGUniversidade Federal do Para-UFPA66075-110BelemParaBrazil Laboratório de Geologia Isotópica-Pará-Iso IG-UFPA66075-110BelémParáBrazil

The southeastern Guyana Shield,northeast Amazonian Craton,in the north of Brazil,is part of a widespread orogenic belt developed during the Transamazonian orogenic cycle(2.26-1.95 Ga)that includes a large Archean continental landmass strongly reworked during the Transamazonian orogeny,named Amapa *** consists mainly of a high-grade metamorphic granulitic-migmatitic-gneiss complex,of Meso-to Neoarchean age and Rhyacian granitoids and supracrustal *** the first time,coupled U-Pb and Lu-Hf isotope data were obtained on zircon by LA-ICP-MS from five tectono-stratigraphic units of the Archean basement and one Paleoproterozoic intrusive rock,in order to investigate the main episodes of crustal growth and ***-rock Sm-Nd isotope data were compared to the zircon Lu-Hf *** main magmatic episodes were defined by U-Pb zircon dating,two in the Mesoarchean(~3.19 Ga and 2.85 Ga)and one in the Neoarchean(~2.69-2.65 Ga).SubchondriticεHf(t)values obtained for almost all investigated units indicate that crustal reworking processes were predominant during the formation of rocks that today make up the Amapa ***-TDMC model ages,ranging from2.99 Ga to 3.97 Ga,indicate that at least two important periods of mantle extraction and continental crust formation occurred during the Archean in southeastern Guyana Shield,an older one in the Eoarchean(~4.0 Ga)and a younger one in the Mesoarchean(~3.0-3.1 Ga).The latter is recognized as an important period of crustal accretion *** recognition of an Eoarchean episode to the southeastern most part of the Guyana Shield is unprecedented and was not recorded by whole-rock Sm-Nd data,which were restricted to the Meso-Paleoarchean(2.83 Ga to 3.51 Ga).This finding reveals t hat continental crust generation in the Amazonian Craton began at least 500 Ma earlier than previously suggested by the SmNd systematics.

关键词： U-Pb-Lu-Hf isotopes Zircon Archean crustal evolution Southeastern Guyana Shield Amazonian Craton

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Methodology for ranking controllable parameters to enhance operation of a steam generator with a combined Artificial Neural Network and Design of Experiments approach

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Energy and AI 2021年第1期3卷 9-21页

作者： Lara Werncke vieira Augusto Delavald Marques Paulo Smith Schneider Antônio Joseda Silva neto Felipe Antonio Chegury Viana Madhat Abdel-jawad Julian David Hunt Julio Cezar Mairesse Siluk Federal University of Rio Grande do Sul-UFRGS Porto AlegreBrazil State University of Rio de Janeiro-UERJ Nova FriburgoBrazil University of Central Florida OrlandoUCFUnited States Advanced Analysis Australia-AAA PerthAustralia International Institute for Applied Systems Analysis-IIASA ViennaAustria Federal University of Santa Maria-UFSM Santa MariaBrazil

The operation of complex systems can drift away from the initial design conditions,due to environmental condi-tions,equipment wear or specific *** generators are complex equipment and their proper opera-tion relies on the identification of their most relevant *** approach to rank the operational parameters of a subcritical steam generator of an actual 360 MW power plant is *** Artificial Neural Network-ANN delivers a model to estimate the steam generator efficiency,electric power generation and flue gas outlet temperature as a function of seven input *** ANN is trained with a two-year long database,with training errors of 0.2015 and 0.2741(mean absolute and square error)and validation errors of 0.32%and 2.350(mean percent and square error).That ANN model is explored by means of a combination of situations proposed by a Design of Experiment-DoE *** seven controlled parameters showed to be relevant to express both steam generator efficiency and electric power generation,while primary air flow rate and speed of the dynamic classifier can be neglected to calculate flue gas temperature as they are not statistically *** also shows the prominence of the primary air pressure in respect to the steam generator efficiency,electric power generation and the coal mass flow rate for the calculation of the flue gas outlet *** ANN and DoE combined methodology shows to be promising to enhance complex system efficiency and helpful whenever a biased behavior must be brought back to stable operation.

关键词： Coal-fired power plant Artificial Neural Network Design of Experiments Response surface methodology Steam generator

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