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Deep Learning Based Intelligent Industrial Fault Diagnosis Model

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Computers, Materials & Continua 2022年第3期70卷 6323-6338页

作者： R.Surendran Osamah Ibrahim Khalaf carlos Andres Tavera romero Center for Artificial Intelligence&Research(CAIR) Chennai Institute of TechnologyChennai600069India Al-Nahrain Nanorenewable Energy Research Center Al-Nahrain UniversityBaghdad64074Iraq COMBA I+D Research Group of Universidad Santiago de Cali Santiago de CaliColombia

In the present industrial revolution era,the industrial mechanical system becomes incessantly highly intelligent and ***,it is necessary to develop data-driven and monitoring approaches for achieving quick,trustable,and high-quality analysis in an automated *** diagnosis is an essential process to verify the safety and reliability operations of rotating *** advent of deep learning(DL)methods employed to diagnose faults in rotating machinery by extracting a set of feature vectors from the vibration *** paper presents an Intelligent Industrial Fault Diagnosis using Sailfish Optimized Inception with Residual Network(IIFD-SOIR)*** proposed model operates on three major processes namely signal representation,feature extraction,and *** proposed model uses a Continuous Wavelet Transform(CWT)is for preprocessed representation of the original vibration *** addition,Inception with ResNet v2 based feature extraction model is applied to generate high-level ***,the parameter tuning of Inception with the ResNet v2 model is carried out using a sailfish ***,a multilayer perceptron(MLP)is applied as a classification technique to diagnose the faults *** experimentation takes place to ensure the outcome of the presented model on the gearbox dataset and a motor bearing *** experimental outcome indicated that the IIFD-SOIR model has reached a higher average accuracy of 99.6%and 99.64%on the applied gearbox dataset and bearing *** simulation outcome ensured that the proposed model has attained maximum performance over the compared methods.

关键词： Intelligent models fault diagnosis industrial control deep learning feature extraction

Chemical and spectroscopic characterization of humic substances from sediment and riparian soil of a highly polluted urban river(Suquía River,Córdoba,Argentina)

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International Journal of Sediment Research 2020年第3期35卷 287-294页

作者： Carolina Merlo Carolina Vázquez Ana Graciela Iriarte carlos Matías romero Instituto Multidisciplinario de Biologia Vegetal (CONICET) Facultad de Ciencias Agropecuarias Universidad Nacional de Cordoba INFIQC Departament of FisicoquimicaFacultad de Ciencias QuimicasUniversidad Nacional de Cordoba Agriculture and Agri-Food Canada Lethbridge Research and Development Centre Department of Biological Sciences University of Lethbridge

The Suquia River,the largest urban river in Cordoba(Argentina),has been severely polluted for *** must be taken to restore its environmental quality by managing riparian zones for increased water-self *** current study aimed to characterize organic matter(OM) dynamics and humic substances(HS) spectrochemical properties along the lower-middle basin of the Suquia *** soil(0-20 cm) and sediment(0-10 cm) samples were collected from a reference location(S1)and four polluted sites(S2-S5) during a low-flow *** contents of soil and sedimentary OM and HS fractions were analyzed by wet oxidation,as well as HS Fourier transform infrared(FT-IR) and ultraviolet-visible(UV-Vis) spectrochemical *** OM and HS fractions from riparian soil were high upstream of Cordoba City(S1 and S2,50.2-50.4 g/kg OM) and within a 50 km downstream location(S5,30.9 g/kg OM) owing to a surplus of fresh plant biomass-carbon(C) *** heterogeneous sediment samples did not show any significant differences among sites(P> 0.05).The lowest values of the ratio of absorbances at 465 and 665 nm(E4/E6)(1.78) and the Δ log K(0.15) coefficient(a measure of HS maturity degree) were obtained downstream of Cordoba City,for both riparian soil and sediment,indicating that HS were enriched by more condensed aromatic structures within highly degraded portions of the *** samples exhibited similar IR spectra,implying overlapping recalcitrant-C structures at the functional group level,but with different absorbance *** from the current study constitute a baseline for understanding the chemical nature of HS from sediment and riparian soil along the Suquia River and can be used as a reference for future studies tracking OM compositional changes over time.

关键词： Lotic ecosystems Organic matter Humic acids FT-IR spectroscopy UV-Vis spectroscopy

A comparative assessment of empirical and lattice Boltzmann method-based drag models for simulation of gas-solid flow hydrodynamics in a bubbling fluidized bed

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Particuology 2017年第4期15卷 129-137页

作者： carlos M. romero Luna Luis R. Carrocci Gretta L.A.F. Arce Ivonete Avila UNESP - Sflo Paulo State University School of Engineering Department of Energy Laboratory of Combustion and Carbon Capture (LC3) CEP 12.516-410 Guaratinguetd SP Brazil INPE - Brazilian Space Research Institute Combustion and Propulsion Associated I.aboratory CEP 12.630-000 Cachoeira Paulista SP Brazil UNJFSC -Jose Faustino Sanchez Carrion National University Faculty of Chemical and Metallurgical Engineering Advanced Materials and Nanotechnology Research Group Huacho Lima Peru

In simulations of fluidized beds using computational fluid dynamics （CFD）, the description of gas-solid flow hydrodynamics relies on a drag model to account for the momentum transfer between gas and solid phases. Although several studies of drag models have been published, there have been few investigations of the application of lattice Boltzmann method （LBM）-based drag models to bubbling fluidized bed simu- lations. In the present study, a comprehensive comparison of empirical and LBM-based drag models was carried out to assess the performance of these models during simulations of gas-solid flow hydrodynam- ics in a bubbling fluidized bed. A CFD model using the MFIX code based on the Eulerian-Eulerian approach and the kinetic theory of granular flow was used to simulate a 2D bubbling fluidized bed with Geldart B particles. The simulation results were validated by comparison with experimental data. Statistical anal- ysis of the results shows that LBM-based drag models can reliably model gas-solid flow hydrodynamics in a bubbling fluidized bed.

关键词： CFD Drag model Gas-solid flow hydrodynamics Bubbling fluidized bed

Internet of Things Enabled Energy Aware Metaheuristic Clustering for Real Time Disaster Management

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Computer Systems Science & Engineering 2023年第5期45卷 1561-1576页

作者： Riya Kumarasamy Santhanaraj Surendran Rajendran carlos Andres Tavera romero Sadish Sendil Murugaraj Department of Information Technology Vel Tech Multi Tech Dr.Rangarajan Dr.Sakunthala Engineering CollegeChennai600062India Center for Artificial Intelligence and Research(CAIR) Chennai Institute of TechnologyChennai600069India COMBA R&D Laboratory Faculty of EngineeringUniversidad Santiago de CaliCali76001Colombia Department of Emerging Technologies Guru Nanak Institute of TechnologyIbrahipatnamTelangana501506India

Wireless Sensor Networks(WSNs)are a major element of Internet of Things(IoT)networks which offer seamless sensing and wireless *** management in smart cities can be considered as a safety critical ***,it becomes essential in ensuring network accessibility by improving the lifetime of IoT assisted *** and multihop routing are considered beneficial solutions to accomplish energy efficiency in IoT *** article designs an IoT enabled energy aware metaheuristic clustering with routing protocol for real time disaster management(EAMCR-RTDM).The proposed EAMCR-RTDM technique mainly intends to manage the energy utilization of nodes with the consideration of the features of the disaster *** achieve this,EAMCR-RTDM technique primarily designs a yellow saddle goatfish based clustering(YSGF-C)technique to elect cluster heads(CHs)and organize *** addition,enhanced cockroach swarm optimization(ECSO)based multihop routing(ECSO-MHR)approach was derived for optimal route *** YSGF-C and ECSO-MHR techniques compute fitness functions using different input variables for achieving improved energy efficiency and network *** design of YSGF-C and ECSO-MHR techniques for disaster management in IoT networks shows the novelty of the *** examining the improved outcomes of the EAMCR-RTDM system,a wide range of simulations were performed and the extensive results are assessed in terms of different *** comparative outcomes highlighted the enhanced outcomes of the EAMCRRTDM algorithm over the existing approaches.

关键词： Internet of things disaster management wireless sensor networks real time applications routing clustering

Serum albumin predicts survival in patients with hilar cholangiocarcinoma

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Gastroenterology Report 2017年第1期5卷 62-66,I0003页

作者： Abhijeet Waghray Anastasia Sobotka carlos romero Marrero Bassam Estfan Federico Aucejo KV Narayanan Menon Department of Medicine MetroHealth Medical CenterClevelandOHUSA Department of Gastroenterology and Hepatology Cleveland Clinic FoundationClevelandOHUSA Department of Hepatobiliary and Transplant Surgery Cleveland Clinic FoundationClevelandOHUSA

Background and aims:Hilar cholangiocarcinoma is a devastating malignancy with incidence varying by geography and other risk *** progression of disease and delays in diagnosis restrict the number of patients eligible for curative *** objective of this study was to determine prognostic factors of overall survival in all patients presenting with hilar ***:All adult patients with histologically confirmed hilar cholangiocarcinoma from 2003 to 2013 were evaluated for predictors of survival using demographic factors,laboratory data,symptoms and radiological characteristics at ***:A total of 116 patients were identified to have pathological diagnosis of hilar cholangiocarcinoma and were included in the *** with a serum albumin level>3.0 g/dL(P3.0 g/dL was identified as an independent predictor of overall survival(hazard ratio 0.31;95%confidence interval 0.14–0.70)with a survival benefit of 44 ***:This study was the largest analysis to date of prognostic factors in patients with hilar cholangiocarcinoma.A serum albumin level>3.0 g/dL conferred an independent survival advantage with a significantly greater length of survival.

关键词： hilar cholangiocarcinoma prognostic factors survival albumin

Thermo-economic analysis of a direct supercritical CO_(2) electric power generation system using geothermal heat

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Frontiers in Energy 2022年第2期16卷 246-262页

作者： Xingchao WANG Chunjian PAN carlos Eromero Zongliang QIAO Arindam BANERJEE carlos RUBIO-MAYA Lehua PAN Department of Mechanical Engineering Colorado School of MinesGoldenCO 80401USA National Renewable Energy Laboratory(NREL) GoldenCO 80401USA Energy Research Center Lehigh UniversityBethlehemPA 18015USA Key Laboratory of Energy Thermal Conversion and Control of the Ministry of Education Southeast UniversityNanjing 210096China Department of Mechanical Engineering and Mechanics Lehigh UniversityBethlehemPA 18015USA Mechanical Engineering Universidad Michoacán de San Nicolas de HidalgoMoreliaMichoacán C.P.58030Mexico Energy Geosciences Division Lawrence Berkeley National LaboratoryUniversity of CaliforniaBerkeleyCA 94720USA

A comprehensive thermo-economic model combining a geothermal heat mining system and a direct supercritical CO_(2) turbine expansion electric power generation system was proposed in this *** by this integrated model,thermo-economic and optimization analyses for the key design parameters of the whole system including the geothermal well pattern and operational conditions were performed to obtain a minimal levelized cost of electricity(LCOE).Specifically,in geothermal heat extraction simulation,an integrated wellbore-reservoir system model(T2Well/ECO_(2)N)was used to generate a database for creating a fast,predictive,and compatible geothermal heat mining model by employing a response surface methodology.A parametric study was conducted to demonstrate the impact of turbine discharge pressure,injection and production well distance,CO_(2) injection flowrate,CO_(2) injection temperature,and monitored production well bottom pressure on LCOE,system thermal efficiency,and capital *** was found that for a 100 MWe power plant,a minimal LCOE of$0.177/kWh was achieved for a 20-year steady operation without considering CO_(2) sequestration *** addition,when CO_(2) sequestration credit is$1.00/t,an LCOE breakeven point compared to a conventional geothermal power plant is achieved and a breakpoint for generating electric power generation at no cost was achieved for a sequestration credit of $2.05/t.

关键词： geothermal heat mining supercritical CO_(2) power generation thermo-economic analysis optimization

Nutrient cycling and greenhouse gas emissions from soil amended with biochar-manure mixtures

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Pedosphere 2021年第2期31卷 289-302页

作者： carlos M.romero Chunli LI Jen OWENS Gabriel O.RIBEIRO Tim A.MCALLISTER Erasmus OKINE Xiying HAO Agriculture and Agri-Food Canada Lethbridge Research and Development CentreLethbridgeAlberta T1J 4B1(Canada) Department of Biological Sciences Faculty of Arts&SciencesUniversity of LethbridgeLethbridgeAlberta T1K 3M4(Canada) Department of Animal and Poultry Science University of SaskatchewanSaskatoonSaskatchewan S7N 5A8(Canada)

Integrating biochar into cattle diets has recently emerged as a potential management practice for improving on-farm ***,information concerning the cycling of biochar-manure mixtures is scarce.A 70-d incubation experiment was conducted within two surface(0–15 cm)Mollisols with contrasting textures,i.e.,sandy clay loam(Raymond)and clayey(Lethbridge),to evaluate the effects of biochar(3 Mg ha^(-1))on cumulative greenhouse gas(GHG)emissions and related fertility attributes in the presence or absence of cattle manure(120 Mg ha^(-1)).Five treatments were included:i)non-amended soil(control,CK),ii)soil amended with pinewood biochar(B),iii)soil amended with beef cattle manure(M)(manure from cattle on a control diet),iv)soil amended with biochar-manure(BM)(manure from cattle on a control diet,with pinewood biochar added at 20 g kg^(-1)of diet dry matter),and v)soil amended with B and M at the aforementioned rates(B+M).A total of 40 soil columns were prepared and incubated at 21℃and 60%–80%water-holding *** average,total CO_(2)fluxes increased by 2.2-and 3.8-fold under manure treatments(i.e.,M,BM,and B+M),within Raymond and Lethbridge soils,respectively,relative to CK and ***,total CH4 fluxes were the highest(P<0.05)in Raymond soil under B+M and BM relative to CK and B,and in Lethbridge soil under M and BM relative to CK and *** Lethbridge soil,application of BM increased cumulative N_(2)O emissions by 1.8-fold relative to *** 70-d incubation,amendment with BM increased(P<0.05)PO_4-P and NO_3-N+NH_4-N availability in Raymond and Lethbridge soils compared with B.A similar pattern was observed for water-extractable organic carbon in both soils,with BM augmenting(P<0.05)the occurrence of labile carbon over CK and *** can be concluded that biochar,manure,and/or biochar-manure have contrasting short-term effects on the biogeochemistry of *** relatively low application rates,biochar does not necessarily counterbalance manure-derived inpu

关键词： animal husbandry black carbon carbon dioxide methane Orthic Black Chernozem soil fertility

Outpatient telephonic transitional care after hospital discharge improves survival in cirrhotic patients

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World Journal of Hepatology 2019年第8期11卷 646-655页

作者： Bhavana Bhagya Rao Anastasia Sobotka Rocio Lopez carlos romero-Marrero William Carey Department of Gastroenterology Hepatology and Nutrition Cleveland Clinic

BACKGROUND Intervention to improve outcomes in cirrhotic patients (CP) after hospital discharge often focus on 30 d readmission rate (RR). However, recent studies suggest dissociation between RR and survival. At our center, CP are now offered outpatient telephonic transitional care (OTTC) by a care coordinator for 30 d after hospital discharge. AIM To determine the effect of OTTC on survival in CP. METHODS In this cohort study from a tertiary center, CP who received OTTC formed the intervention group. They were compared with a control group discharged during the same period. Mortality and RR were compared between the groups. RESULTS After OTTC introduction, 194 CP were discharged. After applying exclusion criteria, 169 CP (51% male, mean age 58 years ± 12 years) were included. OTTC group comprised 76 patients and was compared with 93 controls. Baseline disease and index admission related characteristics were not significantly different between the groups. The intervention group showed significantly higher 6 mo survival compared to controls (84.2% vs 68.8%;P = 0.03), while RR at 1, 3, and 6 mo were comparable. On multivariable analysis, the intervention group showed lower odds for mortality compared to the controls (hazard ratio: 0.4;95% confidence interval: 0.2-0.82;P = 0.012), while higher model for endstage liver disease scores were associated with higher mortality (hazard ratio: 1.05;95% confidence interval: 1.01-1.1;P = 0.024).CONCLUSION CP provided OTTC had higher 6 mo survival compared to controls without a difference in RR. Use of RR to gauge quality of care provided during hospitalization or subsequent transitional care programs should be revisited.

关键词： Quality improvement Transitional care Outpatient monitoring Outcomes assessment

Extraction of selected rare earth elements from anthracite acid mine drainage using supercritical CO2 via coagulation and complexation

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Journal of Rare Earths 2021年第1期39卷 83-89,I0004页

作者： Guanrong Song Xingchao Wang carlos romero Huazhi Chen Zheng Yao Alfred Kaziunas Rolf Schlake Madhu Anand Tom Lowe Greg Driscoll Boyd Kreglow Harold Schobert Jonas Baltrusaitis Energy Research Center Lehigh University117 ATLSS Dr.BethlehemPA18015USA Applied Separations Inc. 930 Hamilton StreetAllentownPA18101USA Blaschak Coal Corporation 1166 W Centre StMahanoy CityPA17948USA Department of Chemical and Biomolecular Engineering Lehigh University111 Research Dr.Bethlehem.PA.18015USA

Rare earth elements(REEs)are valuable raw materials which are in great demand in modern high technology *** methods to produce/recover REEs from waste is significant to the national security of any developed *** study was focused on investigating the use of supercritical CO2(sCO2)to extract REEs from anthracite acid mine drainage(AMD).Four different mine drainage water source locations at Blaschak Coal *** Pennsylvania,USA were selected for sample *** extraction process was developed and demonstrated for two of those water sources containing the highest concentration of REEs.A method involving metal ion coagulation,their dissolution from the sludge into a concentrated aqueous HNO3 solution,complexation with organic ligands and sCO2 extraction was developed to recover REEs from ***,sodium aluminate(NaAlO2)was used as the coagulant to concentrate REEs from the AMD into a solid ***,over 99%of the REEs in AMD is concentrated in the remaining *** the coagulation process,the effects of pH and NaAlO2 concentration on REE precipitation were *** nitric acid(HNO3)was used to digest the pre-concentrated sludge and tributyl phosphate(TBP)was used to form REE/TBP/HNO3,a non-polar complex with selected REEs,specifically,cerium(Ce),lanthanum(La)and neodymium(Nd).HNO3 concentration and organic/aqueous phase ratio were considered as the variables to improve complexation *** extraction experiments using sCO2 and REE/TBP/HNO3 solutions were then conducted at optimal conditions of 60℃and 20 *** overall REE extraction efficiencies are found to increase with the atomic number of the *** a result,the average overall REE extraction efficiencies of 41.8%,40.1%and 58.2%for Ce,La and Nd,respectively,are *** potential improvements in the overall extraction efficiency are also discussed.

关键词： Supercritical CO2 extraction Rare earth elements Acid mine drainage