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Combined CNN-LSTM Deep Lea.ning a.gorithms for Recognizing Huma. Physica. a.tivities in La.ge a.d Distributed Ma.ners:a.Recommenda.ion System

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Computers, Ma.eria.s & Continua 2024年第4期79卷 351-372页

作者： a.eni Ellouze Nesrine k.0}ri a.a. a.a.rja. mohamed k.a.tini Control a.d Energy Ma.a.ement La.ora.ory National Engineering SchoolPreparatory Institute for Engineering StudiesUniversity of SfaxSfax3029Tunisia Higher Institute of Computer Science a.d Communica.ion Technologies University of SousseSousseBN19RHTunisia College of Computer a.d Informa.ion Sciences Jouf UniversityPO Box 2014SakakahSaudi Arabia

Recognizing huma. a.tivity(Ha.)from da.a.in a.sma.tphone sensor pla.s a. importa.t role in the field of hea.th to prevent chronic *** a.d week.y physica. a.tivities a.e recorded on the sma.tphone a.d tell the user whether he is moving well or ***,sma.tphones a.d their a.socia.ed sensing devices opera.e in distributed a.d unsta.le ***,collecting their da.a.a.d extra.ting useful informa.ion is a.significa.t *** this context,the a.mof this pa.er is twofold:The first is to a.a.yze huma. beha.ior ba.ed on the recognition of physica. *** the results of physica. a.tivity detection a.d cla.sifica.ion,the second pa.t a.ms to develop a.hea.th recommenda.ion system to notify sma.tphone users a.out their hea.thy physica. beha.ior rela.ed to their physica. *** system is ba.ed on the ca.cula.ion of ca.ories burned by ea.h user during physica. *** this wa.,conclusions ca. be dra.n a.out a.person’s physica. beha.ior by estima.ing the number of ca.ories burned a.ter eva.ua.ing da.a.collected da.ly or even week.y following a.series of physica. *** identify a.d cla.sify huma. beha.ior our methodology is ba.ed on a.tificia. intelligence models specifica.ly deep lea.ning techniques lik. Long Short-Term Memory(LSTM),sta.k.d LSTM,a.d bidirectiona. *** huma. a.tivity da.a.conta.ns both spa.ia. a.d tempora. informa.ion,we proposed,in this pa.er,to use of a. a.chitecture a.lowing the extra.tion of the two types of informa.ion *** Convolutiona. Neura. Network.(CNN)ha. a. a.chitecture designed for spa.ia. informa.ion,our idea.is to combine CNN with LSTM to increa.e cla.sifica.ion a.cura.y by ta.ing into considera.ion the extra.tion of both spa.ia. a.d tempora. *** results obta.ned a.hieved a. a.cura.y of 96%.On the other side,the da.a.lea.ned by these a.gorithms is prone to error a.d *** overcome this constra.nt a.d improve performa.ce(96%),we proposed to use the

关键词： Huma. physica. a.tivities sma.tphone sensors deep lea.ning distributed monitoring recommenda.ion system uncerta.nty hea.thy ca.ories

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Erda.itinib a.d check.oint inhibitors for first-line a.d second-line immunothera.y of hepa.ic,ga.trointestina.,a.d urina.y bla.der ca.cinoma.:Recent concept

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World Journa. of Hepa.ology 2024年第4期16卷 490-493页

作者： mohamed Wisha.i Depa.tment of Urology Theodor Bilharz Research InstituteCairo 12411Egypt

Ca.cer immunothera.y is a.ministered for first-line,second-line,neoa.juva.t,or a.juva.t trea.ment of a.va.ced,meta.ta.ic,a.d recurrent ca.cer in the liver,ga.trointestina. tra.t,a.d genitourina.y tra.t,a.d other solid *** is a.fibrobla.t growth fa.tor receptor(FGFR)inhibitor,a.d it is a. a.enosine triphospha.e competitive inhibitor of FGFR1,FGFR2,FGFR3,a.d *** check.oint inhibitors a.e monoclona. a.tibodies tha. block.progra.med cell dea.h protein 1(PD-1)a.d its liga.d tha. exert intrinsic a.titumor *** promising results of first-line trea.ment of a.va.ced a.d meta.ta.ic urothelia. ca.cinoma.with PD-1 block.0}es with single or combined a.ents,indica.e a.new concept in the trea.ment of a.va.ced,meta.ta.ic,a.d recurrent hepa.ic a.d ga.trointestina. *** immunothera.y a. first-line trea.ment will improve overa.l surviva. a.d provide better qua.ity of *** is a.ising a. to whether to a.ply the ca.cer immunothera.y a. first-line trea.ment in inva.ive ca.cinoma.,or a. second-line trea.ment in recurrent or meta.ta.ic ca.cinoma.following the sta.da.d *** litera.ure in the field is not definite,a.d so fa.,there ha. been no consensus on the best a.proa.h in this *** present,a. it is described in this editoria.,the decision is a.plied on a.ca.e-by-ca.e ba.is.

关键词： Progra.med cell dea.h protein-liga.d 1 Erda.itinib Liver ca.cer Fibrobla.t growth fa.tor receptor inhibitors Check.oint inhibitors Bla.der ca.cer Meta.ta.es

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Exploring impeda.ce spectrum for lithium-ion ba.teries dia.nosis a.d prognosis:a.comprehensive review

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Journa. of Energy Chemistry 2024年第8期95卷 464-483,I0010页

作者： Xingha. Du Jinha. Meng Ya.sine a.ira. Fei Ga. mohamed Benbouzid University of Brest UMR CNRS 6027 IRDL29238 BrestFrance School of Electrica. Engineering Xi'an Jiaotong UniversityXi'an 710049ShaanxiChina ISEN Yncréa.Ouest L@bISEN29200 BrestFrance Universitéde Technolgie de Belfort-Montbélia.d UMR CNRS 6174 FEMTO-ST90000 BelfortFrance

Lithium-ion ba.teries ha.e extensive usa.e in va.ious energy stora.e needs,owing to their nota.le benefits of high energy density a.d long *** monitoring of ba.tery sta.es a.d fa.lure identifica.ion a.e indispensa.le for gua.a.teeing the secure a.d optima. functiona.ity of the *** impeda.ce spectrum ha. ga.nered growing interest due to its a.ility to provide a.va.ua.le understa.ding of ma.eria. cha.a.teristics a.d electrochemica. *** inspire further progress in the investiga.ion a.d a.plica.ion of the ba.tery impeda.ce spectrum,this pa.er provides a.comprehensive review of the determina.ion a.d utiliza.ion of the impeda.ce *** sources of impeda.ce ina.cura.ies a.e systema.ica.ly a.a.yzed in terms of frequency response *** a.plica.ility of utilizing diverse impeda.ce fea.ures for the dia.nosis a.d prognosis of ba.teries is further ***,cha.lenges a.d prospects for future resea.ch a.e discussed.

关键词： Lithium-ion ba.tery Impeda.ce spectrum Tempera.ure monitoring Fa.lure dia.nosis Hea.th prognosis

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a.review on the multi-sca.ed structures a.d mecha.ica./therma. properties of tool steels fa.rica.ed by la.er powder bed fusion a.ditive ma.ufa.turing

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Interna.iona. Journa. of Minera.s,Meta.lurgy a.d Ma.eria.s 2024年第5期31卷 1048-1071页

作者： Hua.ing Zong Na. k.0}g Zeha. Qin mohamed El Ma.sori a.ts et Metiers Institute of Technology MSMPHESAM UniversitéChâlons-en-Champagne F-51006France Texa. a.M Engineering Experiment Sta.ion Institute for Manufacturing SystemsCollege Station TX77843USA

The la.er powder bed fusion(LPBF) process ca. integra.ly form geometrica.ly complex a.d high-performa.ce meta.lic pa.ts tha. ha.e a.tra.ted much interest,especia.ly in the molds *** a.pea.a.ce of the LPBF ma.es it possible to design a.d produce complex conforma. cooling cha.nel systems in ***,LPBF-processed tool steels ha.e a.tra.ted more a.d more *** complex therma. history in the LPBF process ma.es the microstructura. cha.a.teristics a.d properties different from those of conventiona. ma.ufa.tured tool *** pa.er provides a. overview of LPBF-processed tool steels by describing the physica. phenomena.the microstructura. cha.a.teristics,a.d the mecha.ica./therma. properties,including tensile properties,wea. resista.ce,a.d therma. *** microstructura. cha.a.teristics a.e presented through a.multisca.e perspective,ra.ging from densifica.ion,meso-structure,microstructure,substructure in gra.ns,to ***,a.summa.y of tool steels a.d their cha.lenges a.d outlook. a.e introduced.

关键词： a.ditive ma.ufa.turing la.er powder bed fusion tool steel multi-sca.ed structure mecha.ica. properties therma. properties

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a.reinforcement lea.ning a.proa.h for thermosta. setpoint preference lea.ning

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Building Simula.ion 2024年第1期17卷 131-146页

作者： Hussein Elehwa.y mohamed Ouf Bura. Guna. Nunzio Cotrufo Jea.-Simon Venne Depa.tment of Environmenta. Engineering Carleton UniversityOttawaCanada Depa.tmentof Building Civiland Environmental EngineeringConcordia UniversityMontrealCanada Bra.nBox a. Inc. MontrealCanada

Occupa.t-centric controls(OcC)is a. indoor clima.e control a.proa.h whereby occupa.t feedba.k.is used in the sequence of opera.ion of building energy *** OcC ha. been used in a.wide ra.ge of building a.plica.ions,a. OcC ca.egory tha. ha. received considera.le resea.ch interest is lea.ning occupa.ts'therma. preferences through their thermosta. intera.tions a.d a.a.ting tempera.ure setpoints *** recent studies used reinforcement lea.ning(RL)a. a. a.ent for OcC to optimize energy use a.d occupa.t *** studies depended on predicted mea. vote(PMV)models or consta.t comfort ra.ges to represent comfort,while only few of them used thermosta. *** pa.er a.dresses this ga. by introducing a.new off-policy reinforcement lea.ning(RL)a.gorithm tha. imita.es the occupa.t beha.iour by utilizing unsolicited occupa.t thermosta. *** a.gorithm is tested with a.number of synthetica.ly genera.ed occupa.t beha.iour models implemented via.the Python a.l of *** simula.ion results indica.e tha. the RL a.gorithm could ra.idly lea.n preferences for a.l tested occupa.t beha.iour scena.ios with minima. explora.ion *** substa.tia. energy sa.ings were observed with most occupa.t scena.ios,the impa.t on the energy sa.ings va.ied depending on occupa.ts'preferences a.d thermosta. use beha.iour stocha.ticity.

关键词： reinforcement lea.ning preference lea.ning occupa.t-centric controls sma.t thermosta.s off-policy lea.ning

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Development a.d va.ida.ion of a.novel questionna.re rega.ding vision screening a.ong preschool tea.hers in Ma.a.sia

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Interna.iona. Journa. of Ophtha.mology(English edition) 2024年第6期17卷 1102-1109页

作者： Sha.rina.a.iffin Sa.da. mohamed a.hir Sumithira.Na.a.a.a.a.y Fa.ulty of Hea.th Sciences Centre for Community Health Studies(ReaCH)Universiti Kebangsaan MalaysiaKuala Lumpur 50300Malaysia

a.M:To develop a.d eva.ua.e the va.idity a.d relia.ility of a.k.owledge,a.titude,a.d pra.tice questionna.re rela.ed to vision screening(k.0}-VST)a.ong preschool tea.hers in ***:The questionna.re wa. developed through a.litera.ure review a.d discussions with *** a.d fa.e va.ida.ion were conducted by a.pa.el of experts(n=10)a.d preschool tea.hers(n=10),respectively.a.pilot study wa. conducted for construct va.ida.ion(n=161)a.d test-retest relia.ility(n=60)of the newly developed ***:Ba.ed on the content a.d fa.e va.ida.ion,71 items were genera.ed,a.d 68 items were selected a.ter explora.ory fa.tor *** content va.idity index for items(I-CVI)score ra.ged from 0.8-1.0,a.d the content va.idity index for sca.e(S-CVI)/a.e wa. *** consistency wa. k.^(2)0=0.93 for k.owledge,Cronba.h’s a.pha.0.758 for a.titude,a.d Cronba.h’s a.pha.0.856 for ***:The k.0}-VST is a.va.id a.d relia.le instrument for a.sessing k.owledge,a.titude,a.d pra.tice in rela.ion to vision screening a.ong preschool tea.hers in Ma.a.sia.

关键词： va.idity relia.ility preschool tea.hers vision screening questionna.re

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Contempora.y construction in historica. sites:The missing fa.tors

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Frontiers of a.chitectura. Resea.ch 2024年第3期13卷 487-504页

作者： Sina.k.0}a.i Ta.rizi mohamed Ga.a. a.delmonem School of a.chitecture Design and the Built EnvironmentNottingham Trent UniversityNottinghamUK Depa.tment of a.chitecture a.d the Built Environment University of YorkYorkUK

Historica. sites(HSs)a.e a.in to living entities,a.d their existence is perpetua.ed through the erection of new buildings or *** HSs need susta.na.le development a.d new construction,a. existing monuments fa.l to meet contempora.y user *** the urgent dema.d,ma.y new buildings within HSs ha.e been constructed without considering the influencing fa.tors on contextua. va.ue,built,a.d na.ura. *** oversight ha. led to irreversible da.a.e to their historica. *** studies ha.e independently explored interventions,construction,a.d development within ***,there is a.conspicuous a.sence of comprehensive resea.ch tha. concurrently a.dresses these issues while preserving the intrinsic va.ue of the *** study a.ms to identify the va.ia.les a.d fa.tors contributing to the successful design a.d construction of new buildings within HSs,sa.isfying user needs,conserving contextua. va.ues,a.d a.hieving susta.na.ility with the na.ura. a.d built *** resea.ch employs a.mixed-method a.proa.h,ga.hering ra. da.a.through litera.ure reviews,ca.e studies,a.d expert *** study popula.ion comprised 97 experts in a.chitectura. herita.e conserva.ion a.d susta.na.le *** fa.tor a.a.ysis wa. utilized for da.a.a.a.ysis,lea.ing to the identifica.ion of influentia. *** study highlights the significa.ce of the loca.ion,function,sca.e,form,ma.eria.,sk.line,viewpoint,a.cessibility,reversibility,topogra.hy,susta.na.ility,technology,structura. system,lifespa.,a.d interior design in constructing new buildings within a.***,the design of new a.ditions should a.here to five guiding principles:integra.ed design,volume design,green design,compa.ible design,a.d modern *** this context,the new structures will fulfill user needs,preserve or enha.ce contextua. va.ues,a.d ha.monize with the built a.d na.ura. environment.

关键词： New building Contempora.y construction Historica. sites Susta.na.le development a.chitectura. herita.e

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Enha.cing Renewa.le Energy Integra.ion:a.Ga.ssia.-Ba.e-Bones Levy Cheeta. Optimiza.ion a.proa.h to Optima. Power Flow in Electrica. Network.

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Computer Modeling in Engineering & Sciences 2024年第8期140卷 1339-1370页

作者： a.i S.a.gha.di mohamed a.Zohdy Sa.d a.doihi Depa.tment of Electrica. Engineering College of EngineeringMajmaah UniversityAl-Majmaah11952Saudi Arabia Electrica. a.d Computer Engineering Depa.tment Oakland UniversityRochesterMI48309USA Institute of Ea.th a.d Spa.e Science King Abdulaziz City for Science and Technology(KACST)Riyadh11442Saudi Arabia Computer Science a.d Systems Engineering Institute Polytechnique de ParisPalaiseau CedexFrance

In the contempora.y era.the globa. expa.sion of electrica. grids is propelled by va.ious renewa.le energy sources(RESs).Efficient integra.ion of stocha.tic RESs a.d optima. power flow(OPF)ma.a.ement a.e critica. for network.*** study introduces a. innova.ive solution,the Ga.ssia. Ba.e-Bones Levy Cheeta. Optimizer(GBBLCO),a.dressing OPF cha.lenges in power genera.ion systems with stocha.tic *** prima.y objective is to minimize the tota. opera.ing costs of RESs,considering four functions:overa.l opera.ing costs,volta.e devia.ion ma.a.ement,emissions reduction,volta.e sta.ility index(VSI)a.d power loss ***,a.ca.bon ta. is included in the objective function to reduce ca.bon *** scrutiny,using modified IEEE 30-bus a.d IEEE 118-bus systems,va.ida.es GBBLCO’s superior performa.ce in a.hieving optima. *** results demonstra.e GBBLCO’s effica.y in six optimiza.ion scena.ios:tota. cost with va.ve point effects,tota. cost with emission a.d ca.bon ta.,tota. cost with prohibited opera.ing zones,a.tive power loss optimiza.ion,volta.e devia.ion optimiza.ion a.d enha.cing volta.e sta.ility index(VSI).GBBLCO outperforms conventiona. techniques in ea.h scena.io,showca.ing ra.id convergence a.d superior solution ***,GBBLCO na.iga.es complexities introduced by va.ve point effects,a.a.ts to environmenta. constra.nts,optimizes costs while considering prohibited opera.ing zones,minimizes a.tive power losses,a.d optimizes volta.e devia.ion by enha.cing the volta.e sta.ility index(VSI)*** resea.ch significa.tly contributes to a.va.cing OPF,empha.izing GBBLCO’s improved globa. sea.ch ca.a.ilities a.d a.ility to a.dress cha.lenges rela.ed to loca. *** emerges a. a.versa.ile a.d robust optimiza.ion tool for diverse cha.lenges in power systems,offering a.promising solution for the evolving needs of renewa.le energy-integra.ed power grids.

关键词： Renewa.le energy integra.ion optima. power flow stocha.tic renewa.le energy sources ga.ssia.-ba.e-bones levy cheeta. optimizer electrica. network.optimiza.ion ca.bon ta. optimiza.ion

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Robust Ma.icious Executa.le Detection Using Host-Ba.ed Ma.hine Lea.ning Cla.sifier

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Computers, Ma.eria.s & Continua 2024年第4期79卷 1419-1439页

作者： k.a.ed Solima. mohamed Sobh a.ma. M.Ba.a.-Eldin Depa.tment of Computer a.d Systems Engineering Ain Shams UniversityCairo11517Egypt Depa.tment of Computer Engineering Technology ElSewedy University of TechnologyCairo44629Egypt

The continuous development of cybera.ta.k. is threa.ening digita. tra.sforma.ion endea.ors worldwide a.d lea.sto wide losses for va.ious orga.iza.ions. These da.gers ha.e proven tha. signa.ure-ba.ed a.proa.hes a.e insufficientto prevent emerging a.d polymorphic a.ta.k.. Therefore, this pa.er is proposing a.Robust Ma.icious Executa.leDetection (RMED) using Host-ba.ed Ma.hine Lea.ning Cla.sifier to discover ma.icious Porta.le Executa.le (PE)files in hosts using Windows opera.ing systems through collecting PE hea.ers a.d a.plying ma.hine lea.ningmecha.isms to detect unk.own infected files. The a.thors ha.e collected a.novel relia.le da.a.et conta.ning 116,031benign files a.d 179,071 ma.wa.e sa.ples from diverse sources to ensure the efficiency of RMED *** most effective PE hea.ers tha. ca. highly differentia.e between benign a.d ma.wa.e files were selected totra.n the model on 15 PE fea.ures to speed up the cla.sifica.ion process a.d a.hieve rea.-time detection forma.icious executa.les. The eva.ua.ion results showed tha. RMED succeeded in shrink.ng the cla.sifica.ion timeto 91 milliseconds for ea.h file while rea.hing a. a.cura.y of 98.42% with a.fa.se positive ra.e equa. to 1.58. Inconclusion, this pa.er contributes to the field of cybersecurity by presenting a.comprehensive fra.ework.tha.levera.es a.tificia. Intelligence (a.) methods to proa.tively detect a.d prevent cyber-a.ta.k..

关键词： Porta.le executa.le ma.wa.e intrusion detection cybersecurity zero-da. threa.s Host IntrusionDetection System(HIDS) ma.hine lea.ning a.oma.y-ba.ed Intrusion Detection System(a.DS) deep lea.ning

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a.plica.ion of supervised ma.hine lea.ning to predict the enha.ced ga. recovery by CO2 injection in sha.e ga. reservoirs

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Petroleum 2024年第1期10卷 124-134页

作者： Moa.a. Ma.si mohamed a.moba.a. Ja.iu Ek.nda.o Christopher La.a. Qua. Xie Discipline of Petroleum Engineering WA School of Mines: Minerals Energy and Chemical Engineering Curtin University

The technique of Enha.ced Ga. Recovery by CO2injection（CO2-EGR） into sha.e reservoirs ha. brought increa.ing a.tention in the recent deca.e. CO2-EGR is a.complex geophysica. process tha. is controlled by severa. pa.a.eters of sha.e properties a.d engineering design. Nevertheless, more cha.lenges a.ise when simula.ing a.d predicting CO2/CH4displa.ement within the complex pore systems of sha.es. Therefore,the petroleum industry is in need of developing a.cost-effective tool/a.proa.h to eva.ua.e the potentia. of a.plying CO2injection to sha.e reservoirs. In recent yea.s, ma.hine lea.ning a.plica.ions ha.e ga.ned enormous interest due to their high-speed performa.ce in ha.dling complex da.a.a.d efficiently solving pra.tica. problems. Thus, this work.proposes a.solution by developing a.supervised ma.hine lea.ning（ML） ba.ed model to prelimina.y eva.ua.e CO2-EGR efficiency. Da.a.used for this work.wa. dra.n a.ross a.wide ra.ge of simula.ion sensitivity studies a.d experimenta. investiga.ions. In this work. linea. regression a.d a.tificia. neura. network.（a.Ns） implementa.ions were considered for predicting the incrementa. enha.ced CH4. Ba.ed on the model performa.ce in tra.ning a.d va.ida.ion sets, our a.cura.y compa.ison showed tha.（a.Ns） a.gorithms ga.e 15% higher a.cura.y in predicting the enha.ced CH4compa.ed to the linea. regression model. To ensure the model is more genera.iza.le, the size of hidden la.ers of a.Ns wa. a.justed to improve the genera.iza.ion a.ility of a.Ns model. a.ong a.Ns models presented, a.Ns of 100 hidden la.er size ga.e the best predictive performa.ce with the coefficient of determina.ion（R2） of 0.78 compa.ed to the linea. regression model with R2of 0.68. Our developed MLba.ed model presents a.powerful, relia.le a.d cost-effective tool which ca. a.cura.ely predict the incrementa. enha.ced CH4by CO2injection in sha.e ga. reservoirs.

关键词： a.tificia. intelligence Supervised Ma.hine Lea.ning Sha.e Ga. Enha.ced Sha.e Ga. Recovery CO 2 Injection CO 2 sequestra.ion

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