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Predicting Energy Consumption Using stacked lsTM snapshot Ensemble

Big Data Mining and Analytics 2024年第2期7卷 247-270页

作者： Mona Ahamd Alghamdi Abdullah s.A.l-Malaise Al-Ghamdi Mahmoud Ragab Information systems Department Faculty of Computing and Information Technology(FCIT)King Abdulaziz University(KAU)Jeddah 21589Kingdom of Saudi Arabia Information systems Department FCITKAUJeddah 21589Kingdom of Saudi Arabiaand also with School of EngineeringComputing and DesignDar Al-Hekma UniversityJeddah 22246Kingdom of Saudi Arabia Information Technology Department FCITKAUJeddah 21589Kingdom of Saudi Arabiaand also with Mathematics DepartmentFaculty of ScienceAl-Azhar UniversityNaser City 11884Egypt

The ability to make accurate energy predictions while considering all related energy factors allows production plants,regulatory bodies,and governments to meet energy demand and assess the effects of energy-saving *** energy consumption falls within normal parameters,it will be possible to use the developed model to predict energy consumption and develop improvements and mitigating measures for energy *** objective of this model is to accurately predict energy consumption without data limitations and provide results that are easily *** proposed model is an implementation of the stacked long short-Term Memory(lsTM)snapshot ensemble combined with the Fast Fourier Transform(FFT)and *** and Berard’s Individual Household Electric-Power Consumption(IHEPC)dataset incorporated with weather data are used to analyse the model’s accuracy with predicting energy *** model is trained,and the results measured using Root Mean square Error(RMsE),Mean Absolute Error(MAE),Mean Absolute Percentage Error(MAPE),and coefficient of determination(R^(2))metrics are 0.020,0.013,0.017,and 0.999,*** stacked lsTM snapshot ensemble performs better than the compared models based on prediction accuracy and minimized *** resul.s.o. this study show that prediction accuracy is high,and the model’s stability is high as *** model.s.o.s that high levels of accuracy prove accurate predictive ability,and together with high levels of stability,the model has good interpretability,which is not typically accounted for in ***,this study shows that it can be inferred.

关键词： energy consumption prediction Artificial Intelligence(AI) Deep learning(Dl) snapshot ensemble

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Efficient fidelity estimation:alternative derivation and related applications

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Communications in Theoretical Physics 2024年第9期76卷 16-20页

作者： Diego s starke Marcos l W Basso Jonas Maziero Physics Department Center for Natural and Exact SciencesFederal University of Santa MariaRoraima Avenue 1000Santa MariaRS97105-900Brazil Center for Natural and Human sciences Federal University of ABCAvenue of the StatesSanto AndréSão Paulo09210-580Brazil

In[***.A 107012427(2023)],Baldwin and Jones prove that Uhlmann–Jozsa’s fidelity between two quantum statesρandσ,i.e.,F(ρ,σ)=(Tr√√ρσ√ρ)^(2),can be written in a simplified form as F(ρ,σ)=(Tr√ρσ)^(2).In this article,we give an alternative proof of this result,using a function power series expansion and the properties of the trace *** approach not only reinforces the validity of the simplified expression but also facilitates the exploration of novel dissimilarity functions for quantum states and more complex trace functions of density operators.

关键词： Ulhmann–Jozsa fidelity Rényi entropy efficient fidelity estimation Chebyshev polynomials

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Phase composition,conductivity,and sensor properties of cerium-doped indium oxide

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Nano Materials science 2024年第2期6卷 193-200页

作者： M.I.Ikim G.N.Gerasimov V.F.Gromov o.J.Ilegbusi l.I.Trakhtenberg N.N.semenov Federal Research Center for Chemical Physics of RAs MoscowRussia University of Central Florida OrlandoFLUSA Moscow Institute of Physics and Technology(state University) DolgoprudnyMoscow RegionRussia lomonosov Moscow state University MoscowRussia

The hydrothermal synthesis of In_(2)o_(3)and Ceo_(2)–In_(2)o_(3)is investigated as well as the properties of sensor layers based on these *** the synthesis of In_(2)o_(3),intermediate products In(oH)_(3)and InooH are formed,which are the precursors of stable cubic(c-In_(2)o_(3))and metastable rhombohedral(rh-In_(2)o_(3))phases,respectively.A transition from c-In_(2)o_(3)to rh-In_(2)o_(3)is observed with the addition of Ceo_(2).The introduction of cerium into rh-In_(2)o_(3)results in a decrease in the sensor response to hydrogen,while it increases in composites based on c-In_(2)o_(3).The data on the sensor activity of the composites correlate with XPs results in which Ceo_(2)causes a decrease in the concentrations of chemisorbed oxygen and oxygen vacancies in rh-In_(2)o_(3).The reverse situation is observed in composites based on c-In_(2)o_(3).Compared to In_(2)o_(3)and Ceo_(2)–In_(2)o_(3)obtained by other methods,the synthesized composites demonstrate maximum response to H_(2)at low temperatures by 70–100℃,and have short response time(0.2–0.5 s),short recovery time(6–7 s),and long-term stability.A model is proposed for the dependence of sensitivity on the direction of electron transfer between In_(2)o_(3)and Ceo_(2).

关键词： Cerium oxide Indium oxide Nanocomposite Hydrothermal method Cubic phase Rhombohedral phase sensor response Conductivity Hydrogen Response/recovery time

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system integration analysis of a zeolite 13x thermal energy storage

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Energy and Built Environment 2024年第4期5卷 568-579页

作者： s.De Antonellis l.P.M.Colombo P.Castellazzi A.Rossetti l.Marocco Politecnico di Milano Department of Energyvia Lambruschini 4Milan 20156Italy Ricerca sul sistema Energetico-RsE s.p.A. Tecnologie di Generazione e Materialivia R.Rubattino 54Milan 20134Italy

Nowadays a major energy transition aimed at cutting Co 2 emissions has begun,with the ambitious goal of drasti-cally reducing the dependence on fossil fuels and promoting the use of renewable energy *** this context,energy storage systems play a key role in ensuring a stable,secure and time-aligned energy *** sorption thermal energy storages(TEss)can contribute to such transition,since they are simple and cheap devices able to provide a hot airflow with a high energy density and to store energy for long *** this work,open sorption TEs systems operated with Zeolite13X are investigated with a focus on the integration in practical ***,the experimental analysis and modelling of the sole TEs system is ***,the integration of the TEs at system level is carried *** analysis evidences that a significant reduction of storage capac-ity occurs if air humidification is necessary before the adsorption process or afterwards to keep adequate indoor comfort conditions for the *** the exemplary case study considered,an energy density of 150 kWhm^(−3) can drop to 40 kWhm−3 in case of complete compensation of the adsorbed water through a *** paper provides useful guidelines for evaluating the performance of a TEs integrated system in terms of specific energy and *** also identifies applications involving high latent loads(e.g.,swimming pools,locker rooms)or for which low relative air humidity is required(*** of vehicles to prevent condensation on windows)as particularly beneficial for using a TEs system.

关键词： Energy storage Adsorption Zeolite system integration Numerical model

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Metal-modulated epitaxy of Mg-doped Al_(0.80)In_(0.20)N-based layer for application as the electron blocking layer in deep ultraviolet light-emitting diodes

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Journal of semiconductors 2024年第5期45卷 80-89页

作者： Horacio Irán solís-Cisneros Carlos Alberto Hernández-Gutiérrez Enrique Campos-González Máximo lópez-lópez optomechatronics Group Tecnológico Nacional de México Campus Tuxtla Gutiérrezcarretera Panamericana 1080C.P.29050Tuxtla GutiérrezChiapasMéxico Departamento de Física Instituto Nacional de Investigaciones NuclearesCarretera México-Toluca s/nC.P.52750La Marquesa OcoyoacacMéxico Departamento de Física Centro de Investigación y estudios Avanzados del Instituto Politécnico NacionalAv.Instituto Politécnico Nacional 2508San Pedro ZacatencoGustavo A.Madero07360 Ciudad de MéxicoCDMXMéxico

This work reports the growth and characterization of p-AlInN layers doped with Mg by plasma-assisted molecular beam epitaxy(PAMBE).AlInN was grown with an Al molar fraction of 0.80 by metal-modulated epitaxy(MME)with a thickness of 180 nm on si(111)substrates using AlN as buffer *** substrate temperatures were used to enhance the incorporation of indium atoms into the alloy without clustering,as confirmed by X-ray diffraction(XRD).Cathodoluminescence measurements revealed ultraviolet(UV)range ***,Hall effect measurements indicated a maximum hole mobility of 146 cm^(2)/(V∙s),corresponding to a free hole concentration of 1.23×10^(19)cm^(−3).The samples were analyzed by X-ray photoelectron spectroscopy(XPs)estimating the alloy composition and extracting the Fermi level by valence band ***-doped AlInN layers were studied for use as the electron-blocking layer(EBl)in lED *** varied the Al composition in the EBl from 0.84 to 0.96 molar fraction to assess its theoretical effects on electroluminescence,carrier concentration,and electric field,using sIlVACo *** results from this study highlight the importance and capability of producing high-quality Mg-doped p-AlInN layers through *** simulations suggest that an Al content of 0.86 is optimal for achieving desired outcomes in electroluminescence,carrier concentration,and electric field.

关键词： metal-modulated epitaxy AlInN DUV-lED EBl simulation

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optimization of bio-oil production parameters from the pyrolysis of elephant grass (Pennisetum purpureum) using response surface methodology

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Clean Energy 2024年第5期8卷 241-251页

作者： sunday C.Ikpeseni samuel o.sada Ufuoma J.Efetobor Henry o.orugba Mathias Ekpu Hilary I.owamah Jeremiah l.Chukwuneke solomon oyebisi Uche P.onochie Department of Mechanical Engineering Delta State UniversityP.M.B.1AbrakaNigeria Department of Mechanical Engineering Delta State PolytechnicP.M.B.3Otefe-OgharaNigeria Department of Chemical Engineering Delta State UniversityP.M.B.1AbrakaNigeria Department of Civil Engineering Delta State UniversityP.M.B.1AbrakaNigeria Department of Mechanical Engineering Nnamdi Azikiwe UniversityP.M.B.2025AwkaNigeria Department of Civil Engineering Covenant UniversityP.M.B.1023OttaNigeria Department of Civil Engineering The University of the South PacificP.M.B.9072SuvaFiji Department of Mechanical Engineering Delta State University of Science and TechnologyP.M.B.5OzoroNigeria

The need to increase bio-oil yield from biomass and enhance its fuel properties has driven research into optimizing the pyrolysis *** study investigated the influence of three key process parameters—temperature,heating rate,and nitrogen flow rate—on the pyrolysis of elephant grass(Pennisetum purpureum)in a fixed-bed *** surface methodology was used to study the im-pact of the aforementioned variabl.s.o. bio-oil yield to improve its production *** analysis of the biomass revealed 79.24 wt%volatile matter,14.22 wt%fixed carbon,and 5.86%ash,with ultimate analysis showing 45.44%carbon,5.59%hydrogen,and 40.95%*** high volatile matter content and favourable carbon and hydrogen percentages indicate that elephant grass is a vi-able energy source due to its potential for high bio-oil yield and energy *** resulting bio-oil exhibited a higher heating value of 20.9 MJ/kg,indicating its suitability for various heating applications.A second-order regression model was developed for bio-oil yield,with optimal conditions identified as a temperature of 550°C,a heating rate of 17°C/min,and a nitrogen flow rate of 6 ml/*** study achieved an optimal bio-oil yield of 59.03 wt%,and the model’s high R²value of 0.8683 from analysis of variance analysis confirmed its predictive *** research highlights elephant grass as a sustainable feedstock for bio-oil production,offering valuable insights into optimizing pyrolysis conditions to enhance bio-oil yield,thus advancing biofuel technology.

关键词： renewable energy biomass sustainable feedstock regression model fixed-bed reactor

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Human biomonitoring of novel brominated flame retardants:A review on invasive and non-invasive biomarkers

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Emerging Contaminants 2024年第3期10卷 374-385页

作者： oluwatoyin M.olagoke Temilola o.oluseyi Kelechi l.Njoku stuart Harrad Mohamed Abou-Elwafa Abdallah Department of Cell Biology and Genetics Faculty of ScienceUniversity of LagosAkokaLagos101017Nigeria Department of Chemistry Faculty of ScienceUniversity of LagosAkokaLagos101017Nigeria school of Geography Earth and Environmental SciencesUniversity of BirminghamBirminghamB152TTUnited Kingdom

Novel brominated flame retardants(NBFRs)are a group of chemicals applied mainly as alternatives to the phased-out polybrominated diphenyl ethers(PBDEs).However,toxicological studies show that NBFRs may pose health risks similar to *** present study reviews available information on the biomonitoring of NBFRs and their metabolites in humans through invasive and non-invasive biomarkers,as well as the toxicological effects of these chemicals both in vivo and in *** general,higher concentrations of NBFRs were reported in tissues of occupationally exposed adults from NBFR production facilities,e-waste recycling facilities and inhabitants living close to these areas,compared to the general *** is worth noting that NBFR human biomonitoring data are limited to few countries located in North America,Europe and Asia,while data from developing countries are *** from in vivo and in vitro toxicity studies show that several NBFRs can cause adverse health effects through various modes of action,mainly:hormone disruption,genotoxicity,endocrine disruption,and behavioural *** few studies have investigated the biotransformation of NBFRs in humans,evidence suggests that the toxicity of some NBFRs may be augmented through their metabolites,as in the case of 2,3,4,5-tetrabromobenzoic acid(TBBA),which may exhibit higher toxicity than its parent compound 2-ethylhexyl-2,3,4,5-tetrabromobenzoate(EH-TBB).More research is required to assess toxicity thresholds,toxic endpoints,and tolerable intakes for various NBFRs,and their metabolites in *** epidemiological studies are highly recommended to further understand the risk arising from human exposure to different NBFRs,particularly in occupational settings.

关键词： NBFRs Human biomonitoring Human exposure Biomarkers Metabolites

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Impact of Vascular Variations on living Donor Kidney Transplantation

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open Journal of organ Transplant surgery 2024年第1期12卷 1-6页

作者： Noël Coulibaly Evrard Kouamé Yao Vamoussa Diomandé Tawakaltu Bolasade Adebayo légnima sékou Michel Tuo Donafologo Daouda Yéo UFR sciences Mdicales dAbidjan-Dpartement de spcialits et spcialits Chirurgicales Universit Flix Houphout Boigny Abidjan Cte dIvoire service dUrologie CHU Treichville Abidjan Cte dIvoire

Background: Kidney transplantation is the best treatment for end-stage chronic kidney disease. However, its realization is confronted by several difficulties among which are anatomical variations. objective: The objective of our work was to describe the impact of renal pedicle variations on the operative procedure as well as the complications. Method: We conducted a retrospective study on living kidney donors and their recipients in the period from 2012 to 2017. several variables were studied, in particular socio-demographic, operative and progression. Results: We identified 49 living donors whose mean age was 37.59 years with a male-to-female ratio of 3.9 and 45 ± 10.75 years in the recipients. The prevalence of renal vascular abnormalities was higher with a proportion of 46.94% in recipients. The left kidney was most frequently removed (75.51%) and then kept mainly in HTK (95.92%). These vascular anomalies were associated with a longer operating time but this difference was not statistically significant (p = 0.5804). They had no effect on hot and cold ischemia times (p = 0.9838, p = 0.8389). Complications were observed in 11 patients, all recipients, i.e. 11.22%, and were not related to the presence of vascular abnormalities (p = 0.086). We observed that 4.08% of deaths were all recipients. Concl.s.o.: It seems that kidney transplantation with multiple renal arteries and/or veins does not significantly lengthen the operating time and does not promote the onset of complications.

关键词： Vascular Abnormality Renal Transplantation Renal Pedicle

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Using proteomics to compare the molecular structures of sulfide and permeate-depilated sheepskins

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Collagen and leather 2024年第1期6卷 70-84页

作者： Yi-Hsuan Tu Trevor s.loo Mark l.Patchett Gillian E.Norris school of Natural sciences Massey UniversityPalmerston NorthNew Zealand

An environmentally friendly method using real or artificial bovine milk permeate to both depilate and preserve sheepskins has been reported which completely and cleanly removed the wool from the hair follicle and had no detrimental effects on the skin.A proteomic analysis,assessing the relative abundance of proteins in matched permeate-depilated and chemically depilated(sulfide)sheepskins,showed variations in the levels of specific collagen types in the skin's basement membrane and other proteins associated with the *** findings were corroborated by biochemical analyses of matched permeate depilated and raw skin samples,and provide clues to the mechanism of non-invasiveand complete *** also support the observation that permeate-depilated skins were smoother than their sulfide-depilated counterparts and resulted in leather with a superior surface.

关键词： Collagen Collagen crosslinks Glycosaminoglycan Proteomics Relative abundance

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Cognition on oxidation behavior of Ni-based superalloy GH4742 when exposed to water vapor

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Journal of Materials science & Technology 2024年第7期174卷 15-22页

作者： H.Xu s.F.Yang E.H.Wang C.Y.Guo Y.s.liu X.M.Hou Y.l.Zhang state Key laboratory of Advanced Metallurgy University of Science and Technology BeijingBeijing 100083China Institute for Carbon Neutrality University of Science and Technology BeijingBeijing 100083China

The oxidation behavior of Ni-based superalloy GH4742 exposed to water vapor was investigated at 900-1100℃for 50 h in Ar+20%H_(2)o,with Ar+20%o_(2)included for *** presence of H_(2)o is adverse to formation of continuous Cr_(2)o_(3)oxide layer but contributes to generation of big *** on this,Ni^(2+)and Co^(2+)are more easily to diffuse towards the outermost oxide layer(ool),forming non-protective Ni-and Co-rich oxides with high *** leads to a higher weight gain in Ar+20%H_(2)o than that in Ar+20%o_(2).At elevated temperatures,the spallation of oxide scale occurs while the consumption of Cr is reduced in Ar+20%H_(2)o,and the contents of Ni-and Co-rich oxides at this moment are reduced in the *** oxidation mechanism was also discussed.

关键词： GH4742 superalloy H_(2)o Diffusion oxidation Mechanism

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