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a.erica. Journa. of Pla.t Sciences 2016年第6期7卷 824-827页

作者： Ta.ra. H. Ta.ra.ov Ja.a.shir M. Ta.a. atif a. zamanov a.erba.ja. Scientific-Resea.ch Husba.dry Institute Baku Azerbaijan

Some of environmenta. fa.tors (wea.her sha.p fluctua.ions) ma. a.crue stress within a.few minutes, while others ma. not be long for this period of stress in this situa.ion. It ha. formed stress in orga.isms, to elimina.e the stress, there sta.ts over va.ious biochemica. a.d physiologica. mecha.isms for protection. Therefore, a.la.ge va.iety of pla.ts to exa.ine wa.s of increa.ing the resista.ce a.a.nst stress fa.tors ha.e a.scientific a.d pra.tica. importa.ce. Thus, the prima.y processes of photosynthesis, ba.ed on the results of the study a.d its corresponding morphophysiologica. higher photochemica. a.tivity, ha. been found in a.ra.ge of genotypes. Their lea.es a.d pla.ts a.simila.e the biologica. productivity of the intensity of the symptoms a.socia.ed with the use of photosynthetic lea.ned of the opportunity to crea.e a.new perspective va.ieties. This a.lows the resea.ch to prove the expa.sion of the electronic delivery of high-yielding genotypes a.d phosphorised chloropla.t high speed, a. well a. the pH of thyla.oid membra.es a.e cha.a.terized by a.grea. price, a.so photosynthetic electron tra.sport, CO2 a.simila.ion a.d it wa. a.proved to be the link between productivity.

关键词： a.simila.ing Pa.ts Drought Conditions Whea. Productivity Brea. Whea. Physiologica. Mecha.ism

Pregna.cy stressors a.d postpa.tum symptoms of depression a.d a.xiety:the modera.ing role of a.cognitivebeha.ioura. thera.y(CBT)intervention

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Genera. Psychia.ry 2024年第1期37卷 112-121页

作者： Yunxia.g Sun Soim Pa.k a.id Ma.ik Na.ia.atif a.med Za.di atif Ra.ma. Pa.ela.J Surka. Depa.tment of Interna.iona. Hea.th Johns Hopkins University Bloomberg School of Public HealthBaltimoreMarylandUSA Depa.tment of Public Menta. Hea.th Health Services AcademyIslamabadPakistan Huma. Development Resea.ch Founda.ion RawalpindiPakistan Depa.tment of Prima.y Ca.e a.d Menta. Hea.th Institute of Population HealthUniversity of LiverpoolLiverpoolUK

Ba.kground Little is known a.out the a.socia.ion between stressors(especia.ly positive stressors)during pregna.cy a.d postpa.tum depression a.d *** We investiga.ed the a.socia.ion between positive a.d nega.ive stress events during different sta.es of pregna.cy a.d postpa.tum menta. hea.th outcomes a.ong low-income pregna.t women with symptoms of a.xiety in Pa.ista. a.d eva.ua.ed whether a. intervention ba.ed on cognitive beha.ioura. thera.y(CBT)ha. a.regula.ory *** Pa.ticipa.ts were 621 pregna.t Pa.ista.i women with mild *** the Pregna.cy Experience Sca.e-Brief Version,six scores were crea.ed to a.sess positive a.d nega.ive *** performed a.multiva.ia.e linea. regression to exa.ine whether these six scores,mea.ured both a. ba.eline a.d in the third trimester,were a.socia.ed with postpa.tum a.xiety a.d depressive *** effect of the intervention on this rela.ionship wa. exa.ined by a.ding a. intera.tion term to the regression *** Ha.sles frequency mea.ured in the third trimester wa. positively a.socia.ed with depression(B=0.22,95%confidence interva.(Cl):0.09 to 0.36)a.d a.xiety(B=0.19,95%Cl:0.08to 0.30).a. the sa.e timepoint,uplifts intensity wa. nega.ively a.socia.ed with symptoms of depression(B=-0.82,95%Cl:1.46 to-0.18)a.d a.xiety(B=-0.70,95%Cl:-1.25 to-0.15),wherea. ha.sles intensity wa. positively rela.ed to symptoms of depression(B=1.02,95%Cl:0.36 to 1.67)a.d a.xiety(B=0.90,95%Cl:0.34 to 1.47).The intensity ra.io of ha.sles to uplifts reported in the third trimester wa. positively rela.ed to both depression(B=1.40,95%Cl:0.59 to 2.20)a.d a.xiety(B=1.26,95%Cl:0.57 to 1.96).The intervention strengthened the overa.l positive effects of uplfts a.d the nega.ive effects of *** experiences a. ba.eline during ea.ly pregna.cy to mid-pregna.cy were not a.socia.ed with menta. hea.th *** Stressors in the third trimester but not ea.lier in pregna.cy were a.socia.ed with postpa.tum symptoms

关键词： postpa.tum stress beha.iour

a.Novel a.proa.h to Energy Optimiza.ion:Efficient Pa.h Selection in Wireless Sensor Networks with Hybrid a.N

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Computers, Ma.eria.s & Continua 2024年第5期79卷 2945-2970页

作者： Muha.ma. Sa.ma. Qa.a. Ihsa. ulHa. a.il Da.a. atif Ma.a.ri Sa.ma. a.a.Qa.ta.i Muha.ma. Fa.a. Munir Depa.tment of Electrica. a.d Computer Engineering International Islamic UniversityIslamabad44000Pakistan School of Informa.ion Science a.d Engineering NingboTech UniversityNingbo315100China Softwa.e Engineering Depa.tment College of Computer and Information SciencesKing Saud UniversityRiyadh11495Saudi Arabia Computer Engineering Depa.tment College of Computer and Information SciencesKing Saud UniversityRiyadh11495Saudi Arabia

In pursuit of enha.cing the Wireless Sensor Networks(WSNs)energy efficiency a.d opera.iona. lifespa.,this pa.er delves into the doma.n of energy-efficient routing ***,the limited energy resources of Sensor Nodes(SNs)a.e a.big cha.lenge for ensuring their efficient a.d relia.le *** da.a.ga.hering involves the utiliza.ion of a.mobile sink(MS)to mitiga.e the energy consumption problem through periodic network *** mobile sink(MS)stra.egy minimizes energy consumption a.d la.ency by visiting the fewest nodes or predetermined loca.ions ca.led rendezvous points(RPs)instea. of a.l cluster hea.s(CHs).CHs subsequently tra.smit pa.kets to neighboring *** unique determina.ion of this study is the shortest pa.h to rea.h *** the mobile sink(MS)concept ha. emerged a. a.promising solution to the energy consumption problem in WSNs,ca.sed by multi-hop da.a.collection with sta.ic *** this study,we proposed two novel hybrid a.gorithms,na.ely“ Reduced k-mea.s ba.ed on a.tificia. Neura. Network”(RkM-a.N)a.d“Dela. Bound Reduced kmea.s with a.N”(DBRkM-a.N)for designing a.fa.t,efficient,a.d most proficient MS pa.h depending upon rendezvous points(RPs).The first a.gorithm optimizes the MS’s la.ency,while the second considers the designing of dela.-bound pa.hs,a.so defined a. the number of pa.hs with dela. over bound for the *** methods use a.weight function a.d k-mea.s clustering to choose RPs in a.wa. tha. ma.imizes efficiency a.d gua.a.tees network-wide *** a.dition,a.method of using MS scheduling for efficient da.a.collection is *** simula.ions a.d compa.isons to severa. existing a.gorithms ha.e shown the effectiveness of the suggested methodologies over a.wide ra.ge of performa.ce indica.ors.

关键词： Wireless Sensor Networks(WSNs) mobile sink(MS) rendezvous point(RP) ma.hine lea.ning a.tificia. Neura. Networks(a.Ns)

Implica.ions of electrode modifica.ions in a.ueous orga.ic redox flow ba.teries

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Journa. of Energy Chemistry 2024年第8期95卷 499-510,I0011页

作者： Za.id Ma.zoor Bha. Moha.ma. Furqua. Muha.ma. a.ra.g Zeb Gul Sia. Uma.r a.a. atif Sa.ed a.za.ra.i Moha.ma. Qa.a. Interdisciplina.y Resea.ch Center for Hydrogen Technologies a.d Ca.bon Ma.a.ement(IRC-HTCM) King Fahd University of Petroleum&Minerals(KFUPM)Dhahran 31261Saudi Arabia Depa.tment of Ma.eria.s Science a.d Engineering King Fahd University of Petroleum and MineralsDhahran 31261Saudi Arabia Interdisciplina.y Resea.ch Center for Susta.na.le Energy Systems(IRC-SES) King Fahd University of Petroleum and MineralsDhahran 31261Saudi Arabia

a.ueous orga.ic redox flow ba.teries(RFBs)exhibit fa.ora.le cha.a.teristics,such a. tuna.ility,multielectron tra.sfer ca.a.ility,a.d sta.ility of the redox a.tive molecules utilized a. a.olytes a.d ca.holytes,ma.ing them very via.le contenders for la.ge-sca.e grid stora.e *** a.tention ha. been pa.d on the development of efficient redox-a.tive molecules a.d their performa.ce optimiza.ion through chemica. substitutions a. va.ious pla.es on the ba.kbone a. pa.t of the pursuit for high-performa.ce *** the fa.t tha. electrodes a.e vita. to optima. performa.ce,they ha.e not ga.nered significa.t *** resea.ch ha. been conducted on the effects of electrode modifica.ions to improve the performa.ce of *** prima.y empha.is ha. been given on the impa.t of electrode engineering to a.gment the efficiency of a.ueous orga.ic *** overview of electron tra.sfer a. the electrode-electrolyte interfa.e is *** implica.ions of electrode modifica.ion on the performa.ce of redox flow ba.teries,with a.pa.ticula. focus on the a.odic a.d ca.hodic ha.f-cells sepa.a.ely,a.e then *** ea.h section,significa.t discrepa.cies surrounding the effects of electrode engineering a.e thoroughly exa.ined a.d ***,we ha.e presented a.comprehensive a.sessment a.ong with our perspectives on the future tra.ectory.

关键词： Redox flow ba.teries Electrode modifica.ion Orga.ic redox molecules Outer sphere a.d inner sphere

Single nucleotide polymorphism within chromosome 8q24 is a.socia.ed with prosta.e ca.cer development in Sa.di a.a.ia

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a.ia. Journa. of Urology 2024年第1期11卷 26-32页

作者： a.a. Elsid Osma. Sa.a. a.ha.bi atif a.i a.med a.im a.i Elba.ir Pa.hology a.d Clinica. La.ora.ory Ma.a.ement Depa.tment(PCLM) King Fahad Medical CityRiyadhSaudi Arabia Depa.tment of Pa.hology a.d La.ora.ory Medicine University of Missouri at Children's Mercy HospitalKansas CityMOUSA

Objective: Genome-wide a.socia.ion studies ha.e demonstra.ed tha. single nucleotide polymorphisms (SNPs) a.e importa.t risk fa.tors for the development of prosta.e ca.cer (PCa.. Prelimina.y studies ha.e suggested tha. the incidence of PCa.in Sa.di ma.es is low but is proba.ly fa.ilia. or genetica.ly ***: To identify a.y possible a.socia.ion of SNP with PCa.development in Sa.di pa.ients, we investiga.ed a.group of SNPs in Sa.di PCa.pa.ients (n=85) a.d compa.ed the outcomes to hea.thy norma. controls (n=115) a.d nodula. hyperpla.ia.pa.ients (n=120). DNa.wa. extra.ted from pa.a.fin-embedded forma.in fixed tissue or whole blood from both pa.ients’ groups a.d hea.thy control group. a.tota. of thirteen SNPs were genotyped using Ta.Ma.® minor groove binder polymera.e cha.n rea.tion ***: The rs16901979a. s629242T a.d rs1447295a.a.leles were found a. significa.tly higher frequency in PCa.pa.ients tha. controls (pa.genotype wa. found a. significa.tly grea.er frequency in PCa.pa.ients tha. in hea.thy controls (43% vs. 14%, odds ra.io=4.6, p=0.0001) a.d benign hyperpla.ia.group (43% vs. 25%, odds ra.io=2.2, p=0.009).Conclusion: Our study ha. highlighted the a.socia.ion of rs16901979 SNP with PCa.in Sa.di ma.es. Such findings ha.e importa.t implica.ions in the PCa.dia.nosis a.d in screening una.fected fa.ily members of Sa.di pa.ients.

关键词： Prosta.eca.cer Sa.di Singlenucleotide polymorphism a.lele

DNBP-CCa.a.Novel a.proa.h to Enha.cing Heterogeneous Da.a.Tra.fic a.d Relia.le Da.a.Tra.smission for Body a.ea.Network

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Computers, Ma.eria.s & Continua 2024年第5期79卷 2851-2878页

作者： a.dulwa.ood a.a.a.hi Mohd.Ha.bulla. Oma. a.dulla. a.moga.ed Nora.ila.Nordin Sa.ma. a.a.qa.ta.i atif M.a.a.ri InterNetWorks Resea.ch La.ora.ory School of ComputingUniversiti Utara MalaysiaSintok06010Malaysia Fa.ulty of Computer Science a.d Informa.ion Technology Universiti Tun Hussein Onn MalaysiaParit RajaJohor86400Malaysia School of Ga.es&Crea.ive Technology University for the Creative ArtsFarnhamGU97DSUK Computer Engineering Depa.tment College of Computer and Information SciencesKing Saud UniversityRiyadh11543Saudi Arabia Softwa.e Engineering Depa.tment College of Computer and Information SciencesKing Saud UniversityRiyadh11543Saudi Arabia

The increa.ed a.option of Internet of Medica. Things (IoMT) technologies ha. resulted in the widesprea. use ofBody a.ea.Networks (Ba.s) in medica. a.d non-medica. doma.ns. However, the performa.ce of IEEE 802.15.4-ba.ed Ba.s is impa.ted by cha.lenges rela.ed to heterogeneous da.a.tra.fic requirements a.ong nodes, includingcontention during finite ba.koff periods, a.socia.ion dela.s, a.d tra.fic cha.nel a.cess through clea. cha.nela.sessment (CCa. a.gorithms. These cha.lenges lea. to increa.ed pa.ket collisions, queuing dela.s, retra.smissions,a.d the neglect of critica. tra.fic, thereby hindering performa.ce indica.ors such a. throughput, pa.ket deliveryra.io, pa.ket drop ra.e, a.d pa.ket dela.. Therefore, we propose Dyna.ic Next Ba.koff Period a.d Clea. Cha.nela.sessment (DNBP-CCa. schemes to a.dress these issues. The DNBP-CCa.schemes levera.e a.combina.ion ofthe Dyna.ic Next Ba.koff Period (DNBP) scheme a.d the Dyna.ic Next Clea. Cha.nel a.sessment (DNCCa.scheme. The DNBP scheme employs a.fuzzy Ta.a.i, Sugeno, a.d Ka.g (TSK) model’s inference system toqua.tita.ively a.a.yze ba.koff exponent, cha.nel clea.a.ce, collision ra.io, a.d da.a.ra.e a. input pa.a.eters. Onthe other ha.d, the DNCCa.scheme dyna.ica.ly a.a.ts the CCa.process ba.ed on requested da.a.tra.smission tothe coordina.or, considering input pa.a.eters such a. buffer sta.us ra.io a.d a.knowledgement ra.io. a. a.result,simula.ions demonstra.e tha. our proposed schemes a.e better tha. some existing representa.ive a.proa.hes a.denha.ce da.a.tra.smission, reduce node collisions, improve a.era.e throughput, a.d pa.ket delivery ra.io, a.ddecrea.e a.era.e pa.ket drop ra.e a.d pa.ket dela..

关键词： Internet of Medica. Things body a.ea.networks ba.koff period tsk fuzzy model clea. cha.nel a.sessment media.a.cess control

Recent a.va.ces in core-shell orga.ic fra.ework-ba.ed photoca.a.ysts for energy conversion a.d environmenta. remedia.ion

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Journa. of Energy Chemistry 2024年第8期95卷 168-199,I0004页

作者： Qibing Dong Ximing Li Ya.ya. Dua. Qingyun Tia. Xinxin Lia.g Yiyin Zhu Lin Tia. Junjun Wa.g atif Sia. Yongqia. Cui Ke Zha. Chua.yi Wa.g School of Environmenta. Science a.d Engineering Shaanxi University of Science and TechnologyXi’an 710021ShaanxiChina Gua.gdong Engineering Technology Resea.ch Center for Environmenta. Purifica.ion a.d Functiona. Ma.eria.s Guangzhou Institute of Industrial IntelligenceGuangzhou 511400GuangdongChina Jia.gxi Key La. of Flexible Electronics Flexible Electronics Innovation InstituteJiangxi Science and Technology Normal UniversityNanchang 330013JiangxiChina Helmholtz-Zentrum Berlin für Ma.eria.ien und Energie Kekuléstraße 512489 BerlinGermany

Direct conversion of sola. energy into chemica. energy in a. environmenta.ly friendly ma.ner is one of the most promising stra.egies to dea. with the environmenta. pollution a.d energy *** a.va.iety of ma.eria.s developed a. photoca.a.ysts,the core-shell meta./cova.ent-orga.ic fra.ework(MOF or COF)photoca.a.ysts ha.e ga.nered significa.t a.tention due to their highly porous structure a.d the a.justa.ility in both structure a.d *** existing reviews on core-shell orga.ic fra.ework photoca.a.ytic ma.eria.s ha.e ma.nly focused on core-shell MOF ***,there is still a.la.k of indepth reviews specifica.ly a.dressing the photoca.a.ytic performa.ce of core-shell COFs a.d MOFs@***,there is a. urgent need for a.comprehensive review encompa.sing these three types of core-shell *** on this,this review a.ms to provide a.comprehensive understa.ding a.d useful guidelines for the explora.ion of suita.le core-shell orga.ic fra.ework photoca.a.ysts towa.ds a.propria.e photoca.a.ytic energy conversion a.d environmenta. ***,the cla.sifica.ion,synthesis,forma.ion mecha.isms,a.d rea.ona.le regula.ion of core-shell orga.ic fra.ework were ***,the photoca.a.ytic a.plica.ions of these three kinds of core-shell structures in different a.ea.,such a. H_(2)evolution,CO_(2)reduction,a.d polluta.ts degra.a.ion a.e ***,the ma.n cha.lenges a.d development prospects of core-shell orga.ic fra.ework photoca.a.ysts were *** review a.ms to provide insights into the development of a.novel genera.ion of efficient a.d sta.le core-shell orga.ic fra.ework ma.eria.s for energy conversion a.d environmenta. remedia.ion.

关键词： Orga.ic fra.ework Core-shell structure Photoca.a.ysis Energy conversion Environmenta. remedia.ion

氧化石墨烯包埋普鲁士蓝复合物的高效电容去离子和水消毒研究

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Science China.Ma.eria.s 2024年第1期67卷 143-152页

作者：李南任攀宇田苗王科 atif Sa.eem 刘念余骆峰李鹏 Frontiers Science Center for Flexible Electronics(FSCFE) Xi’an Institute of Flexible Electronics(IFE)and Xi’an Institute of Biomedical Materials&Engineering(IBME)Northwestern Polytechnical University(NPU)Xi’an 710072China School of Ecology a.d Environment Northwestern Polytechnical University(NPU)Xi’an 710072China

具有除菌性能的电容去离子材料对于制备高效节能同时具备脱盐和抗微生物污染功能的电极材料至关重要,然而由于双电层电吸附机制的影响,多数碳基材料的吸附容量受到限制.同时,近年来部分研究学者通过对电极材料进行抗菌化合物的修饰并用... 详细信息

具有除菌性能的电容去离子材料对于制备高效节能同时具备脱盐和抗微生物污染功能的电极材料至关重要,然而由于双电层电吸附机制的影响,多数碳基材料的吸附容量受到限制.同时,近年来部分研究学者通过对电极材料进行抗菌化合物的修饰并用于电容法水除菌已得到证明.因此为了实现高效、低成本的同时实现电容脱盐和除菌,本研究提出了一种简便的方法制备氧化石墨烯/聚苯胺/普鲁士蓝纳米复合材料作为类法拉第电极用于电容去离子和水消毒应用.所合成的电极材料具有较高的BET表面积(148.08m^(2)g^(-1))、介孔体积(34.02cm^(3)g^(-1))和孔体积(0.66cm^(3)g^(-1)),在1a.^(-1)下的脱盐容量为91.6mgg^(-1),脱盐率为3.05mgg^(-1)min^(-1).此外,在未添加额外消毒剂的情况下,该复合材料所制备的电极能有效去除和灭活94.0%±3.1%的大肠杆菌,其杀菌效率是活性炭电极的7倍.本研究对未来将普鲁士蓝基复合材料的法拉第电极用于高效环保海水淡化和消毒材料的应用奠定了研究基础.

关键词：氧化石墨烯电容去离子普鲁士蓝水消毒法拉第碳基材料微生物污染海水淡化

Compa.a.ive a.a.ysis of SIMILa. to RCD ONE(SRO)fa.ily from tetra.loid cotton species a.d their diploid progenitors depict their significa.ce in cotton growth a.d development

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Journa. of Cotton Resea.ch 2024年第1期7卷 45-57页

作者： SHa.a. Muha.ma. Ta.a.SUM Ria. Ra.a.Iqra. a.ma. atif Ra.a.Muha.ma. a.Ma. Muha.ma. a.uba.ka. IQBa. Zuba.r Ma.EED Sa.id a.Ha. Muha.ma. Tehseen Depa.tment of Pla.t Breeding a.d Genetics University of Agriculture FaisalabadSub-Campus BurewalaVehari 61010Pakistan Depa.tment of Chemistry a.d Biochemistry University of AgricultureFaisalabad 38400Pakistan Centre of a.ricultura. Biochemistry a.d Biotechnology University of AgricultureFaisalabad 38400Pakistan Depa.tment of Pla.t Breeding a.d Genetics University of AgricultureFaisalabad 38400Pakistan Precision a.riculture a.d a.a.ytics La. National Centre in Big Data and Cloud ComputingCentre for Advanced Studies in Agriculture and Food SecurityUniversity of Agriculture FaisalabadFaisalabad 38400Pakistan Depa.tment of Pla.t Pa.hology University of CaliforniaDavisCA 95616USA Sta.e Key La.ora.ory of Cotton Biology Institute of Cotton ResearchChinese Academy of Agricultural SciencesAnyangHenan 455000China Federa. Seed Certifica.ion a.d Registra.ion Depa.tment Ministry of National Food Security and ResearchIslamabad 44090Pakistan School of a.riculture Sciences Zhengzhou UniversityZhengzhou 450000China

Ba.kground SRO(Simila. to RCD1)genes fa.ily is la.gely recognized for their importa.ce in the growth,develop-ment,a.d in responding to environmenta. ***,genome-wide identifica.ion a.d functiona. cha.a.teri-za.ion of SRO genes from cotton species ha.e not been reported so *** a.tota. of 36 SRO genes were identified from four cotton *** a.a.ysis divided these genes into three groups with distinct *** a.d chromosoma. distribution a.a.ysis indica.ed uneven distribu-tion of Ga.RO,GrSRO,GhSRO,a.d GbSRO genes on a.,D5 genomes,Gh-a.,Gh-Dt,Gb-a.,a.d Gb-Dt subgenomes,*** duplica.ion a.a.ysis revea.ed the presence of six duplica.ed gene pa.rs a.ong GhSRO *** promoter a.a.ysis,severa. elements responsive to the growth,development a.d hormones were found in GhSRO genes,implying gene induction during cotton growth a.d *** miRNa. responsive to pla.t growth a.d a.iotic stress were predicted to ta.get 12 GhSRO ***-specific expression profiling demonstra.ed the roles of GhSRO genes in one or more *** a.dition,specific expression pa.tern of some GhSRO genes dur-ing ovule development depicted their involvement in these developmenta. *** The da.a.presented in this report la.d a.founda.ion for understa.ding the cla.sifica.ion a.d functions of SRO genes in cotton.

关键词： Cotton SRO miRNa. Gene duplica.ions Gene expression Ovule development

Enha.cing Mild Cognitive Impa.rment Detection through Efficient Ma.netic Resona.ce Ima.e a.a.ysis

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Computers, Ma.eria.s & Continua 2024年第8期80卷 2081-2098页

作者： atif Mehmood Zhonglong Zheng Rizwa. Kha. a.ma. a. Sma.i Fa.a. Sha.id Sha.id Iqba. Muta.em K.a.sma.i Ya.eed Ya.in Gha.i Syed a.iz Sha. Mosta.a.M.Ibra.im Depa.tment of Computer Science a.d Technology Zhejiang Normal UniversityJinhua321002China Zhejia.g Institute of Photoelectronics&Zhejia.g Institute for a.va.ced Light Source Zhejiang Normal UniversityJinhua321004China Depa.tment of Da.a.Science a.d a.tificia. Intelligence Zarqa UniversityZarqa13100Jordan School of Chemica. a.d Environmenta. Engineering College of ChemistryChemical Engineering andMaterials ScienceSoochow UniversitySuzhou215123China Depa.tment of Ma.a.ement Informa.ion Systems College of Applied Studies and Community ServiceImam Abdulrahman Bin Faisal UniversityDammam32244Saudi Arabia Depa.tment of Computer Science Al Ain UniversityAbu Dhabi999041United Arab Emirates Depa.tment of Electrica. Engineering Faculty of EngineeringMinia UniversityMinia61519Egypt Hea.thca.e Technology a.d Innova.ion Theme Faculty Research Centre for Intelligent HealthcareCoventry UniversityCoventryCV48BWUK

Neuroima.ing ha. emerged over the la.t few deca.es a. a.crucia. tool in dia.nosing a.zheimer’s disea.e(a.).Mild cognitive impa.rment(MCI)is a.condition tha. fa.ls between the spectrum of norma. cognitive function a.d ***,previous studies ha.e ma.nly used ha.dcra.ted fea.ures to cla.sify MCI,a.,a.d norma. control(NC)*** pa.er focuses on using gra. ma.ter(GM)sca.s obta.ned through ma.netic resona.ce ima.ing(MRI)for the dia.nosis of individua.s with MCI,a.,a.d *** improve cla.sifica.ion performa.ce,we developed two tra.sfer lea.ning stra.egies with da.a.a.gmenta.ion(i.e.,shea. ra.ge,rota.ion,zoom ra.ge,cha.nel shift).The first a.proa.h is a.deep Sia.ese network(DSN),a.d the second a.proa.h involves using a.cross-doma.n stra.egy with customized *** performed experiments on the a.zheimer’s Disea.e Neuroima.ing Initia.ive(a.NI)da.a.et to eva.ua.e the performa.ce of our proposed *** experimenta. results demonstra.e superior performa.ce in cla.sifying the three bina.y cla.sifica.ion ta.ks:NC ***,NC ***,a.d MCI ***,we a.hieved a.cla.sifica.ion a.cura.y of 97.68%,94.25%,a.d 92.18%for the three ca.es,*** study proposes two tra.sfer lea.ning stra.egies with da.a.a.gmenta.ion to a.cura.ely dia.nose MCI,a.,a.d norma. control individua.s using GM *** findings provide promising results for future resea.ch a.d clinica. a.plica.ions in the ea.ly detection a.d dia.nosis of a..

关键词： a.zheimer’s disea.e mild cognitive impa.rment norma. control tra.sfer lea.ning cla.sifica.ion a.gmenta.ion