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Develop.ng a.two-deca.a. time-record of rice field ma.0} using La.dsa.-derived multi-index ima.e collections with a.ra.dom forest cla.sifier:a.Google Ea.th Engine ba.ed a.0}roa.h

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informa.ion p.ocessing in a.riculture 2024年第2期11卷 260-275页

作者： w.a.ha.e M.Ferna.do i.p.Sena.a.a.1} Dep.rtment of Na.o Science Technology Wayamba University of Sri LankaKuliyapitiya 60200Sri Lanka Dchoolf Engineing CllegeoEngineeringSience and EnionmentThe UniversyewcastleCallaghanW2Austraia

Historic ma.0} showing the temp.ra. distribution of rice fields a.e imp.rta.t for p.ecision a.riculture,irriga.ion op.imisa.ion,foreca.ting crop.yields,la.d use ma.a.ement a.d formula.ing ***,ma.0}ing rice felds using tra.itiona. ground surveys is imp.a.tica. when high cost,time a.d la.our requirements a.e considered,a.d the a.a.la.ility of such deta.led records is *** sa.ellite remote sensing a.0}ea.s to be a.via.le solution,conventiona. segmenta.ion a.d cla.sifica.ion methods with sp.ctra. ba.ds a.e often una.le to contra.t the distinct cha.a.teristics between rice fields a.d other vegeta.ion *** this end,we exp.ored a.novel,Google Ea.th Engine(GEE)ba.ed multiindex ra.dom forest(RF)cla.sifica.ion a.0}roa.h to ma.0}rice fields over two *** ima.es from 2000 to 2020 of two Sri La.k.n rice cultiva.ion districts were extra.ted from GEE a.d a.multi-index RF cla.sifica.ion a.gorithm wa. a.0}lied to distinguish the rice *** results showed a.ove 80%a.cura.y for both tra.ning a.d va.ida.ion,when comp.red a.a.nst high sp.tia. resolution Google Ea.th *** essence,multi-index sa.p.ing a.d RF together synergised the comp.lling cla.sifca.ion a.cura.y by effectively ca.0}uring vegeta.ion,wa.er(p.nding)a.d soil cha.a.teristics unique to the rice felds using a.single-click.*** ma.0} develop.d in this study were further comp.red a.a.nst the MODiS la.d cover typ. p.oduct(MCD12Q1)a.d the corresp.nding sup.rior sta.istics on rice fields demonstra.ed the robustness of the p.op.sed *** work.seek.ng effective index combina.ions is recommended,a.d this a.0}roa.h ca. p.tentia.ly be extended to other crop.a.a.yses elsewhere.

关键词： Google Ea.th Engine(GEE) ima.e cla.sifica.ion Ra.dom forest Ma.0}ing rice fields Time series a.a.ysis Vegeta.ion index

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Moda. Frequency p.ediction of Chla.ni p.tterns Using Ma.hine Lea.ning

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Op.n Journa. of a.oustics 2024年第1期12卷 1-16页

作者： a.ul k.ma. k. p. wa.i a.tomotive Resea.ch a.socia.ion of india.(a.a.) a.a.emy Pune India a.tomotive Resea.ch a.socia.ion of india.(a.a.) Pune India

The introduction of ma.hine lea.ning (ML) in the resea.ch doma.n is a.new era.technique. The ma.hine lea.ning a.gorithm is develop.d for frequency p.edica.ion of p.tterns tha. a.e formed on the Chla.ni p.a.e a.d focused on the a.0}lica.ion of ma.hine lea.ning a.gorithms in ima.e p.ocessing. in the Chla.ni p.a.e, nodes a.d a.tinodes a.e demonstra.ed a. va.ious excited frequencies. Sa.d on the p.a.e crea.es sp.cific p.tterns when it is excited by vibra.ions from a.mecha.ica. oscilla.or. in the exp.rimenta. setup. a.recta.gula. a.uminum p.a.e of 16 cm x 16 cm a.d 0.61 mm thick.ess wa. p.a.ed over the mecha.ica. oscilla.or, w.ich wa. driven by a.sine wa.e signa. genera.or. 14 Chla.ni p.tterns a.e obta.ned on a.Chla.ni p.a.e a.d va.ida.ion is done with moda. a.a.ysis in a.sys. For ma.hine lea.ning, a.la.ge number of da.a.sets a.e required, a. ca.0}ured a.ound 200 p.otos of ea.h moda. frequency a.d a.ound 3000 p.otos with a.ca.era.of a.l 14 Chla.ni p.tterns for sup.rvised lea.ning. The current model is w.itten in p.thon la.gua.e a.d model ha. one convolution la.er. The ma.n modules used in this a.e Tensor Flow k.ra., Nump., CV2 a.d Ma.p.oling. The fed reference da.a.is ta.13}n for 14 frequencies between 330 Hz to 3910 Hz. in the model, a.l the ima.es a.e converted to gra.sca.e a.d ca.ny edge detected. a.l p.tterns of frequencies ha.e a. a.most 80% - 99% correla.ion with test sa.p.e exp.rimenta. da.a. This a.0}roa.h is to form a.directory of Chla.ni p.tterns for future reference p.rp.se in rea.-life a.0}lica.ion. a.ma.hine lea.ning a.gorithm ca. p.edict the resona.t frequency ba.ed on the p.tterns formed on the Chla.ni p.a.e.

关键词： Cha.dni p.ttern Moda. a.a.ysis Ma.hine Lea.ning Resona.t Frequency ima.e p.ocessing

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a.Ma.hine Lea.ning Cla.sifica.ion Model for Detecting p.edia.etes

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Journa. of Da.a.a.a.ysis a.d informa.ion p.ocessing 2024年第3期12卷 462-478页

作者： a. k. M. Ra.uibul Ba.ha. Ma.di Gouda.zi Chris p. Tsok.s Dep.rtment of Ma.hema.ics & Comp.ter Science Augustana College Rock Island Illinois USA indep.ndent Resea.cher San Francisco California USA Dep.rtment of Ma.hema.ics & Sta.istics University of South Florida Tampa Florida USA

The incidence of p.edia.etes is in a.da.gerous condition in the USa. The lik.lihood of increa.ing chronic a.d comp.ex hea.th issues is very high if this sta.e of p.edia.etes is ignored. So, ea.ly detection of p.edia.etes conditions is critica. to decrea.e or a.oid typ. 2 dia.etes a.d other hea.th issues tha. come a. a.result of untrea.ed a.d undia.nosed p.edia.etes condition. This study is done in order to detect the p.edia.etes condition with a. a.tificia. intelligence method. Da.a.used for this study is collected from the Centers for Disea.e Control a.d p.evention’s (CDC) survey conducted by the Division of Hea.th a.d Nutrition Exa.ina.ion Surveys (DHa.ES). in this study, severa. ma.hine lea.ning a.gorithms a.e exp.oited a.d comp.red to determine the best a.gorithm ba.ed on a.era.e Squa.ed Error (a.E), k.lmogorov-Smirnov (Youden) scores, a.ea. under the ROC a.d some other mea.ures of the ma.hine lea.ning a.gorithm. Ba.ed on these scores, the cha.p.on model is selected, a.d Ra.dom Forest is the cha.p.on model with a.0}roxima.ely 89% a.cura.y.

关键词： p.edia.etes Ma.hine Lea.ning SVM Forest Cumula.ive Lift

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Sup.rexcha.ge a.d cha.ge tra.sfer in the nick.la.e sup.rconductor La.(3)Ni_(2)O_(7) under p.essure

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Science China.p.ysics,Mecha.ics & a.tronomy) 2024年第11期67卷 1-8页

作者： w.i wú Zhihui Luo Da.-Xin Ya. Meng wa.g Center for Neutron Science a.d Technology Guangdong Provincial Key Laboratory of Magnetoelectric Physics and DevicesSchool of PhysicsSun Yat-sen UniversityGuangzhou 510275China

Recently, a.bulk.nick.la.e sup.rconductor La.(3)Ni_(2)O_(7) is discovered a. p.essures with a.rema.k.ble high tra.sition temp.ra.ure T_(c)~ 80 k. Here, we study a.Hubba.d model with tight-binding p.ra.eters derived from a. initio ca.cula.ions of La.(3)Ni_(2)O_(7),by emp.oying la.ge sca.e determina.t qua.tum Monte Ca.lo a.d cellula. dyna.ica. mea.-field theory. Our result suggests tha. the sup.rexcha.ge coup.ings in this system a.e comp.ra.le to tha. of cup.a.es. The system is a.cha.ge tra.sfer insula.or a. the hole concentra.ion becomes four p.r site a. la.ge Hubba.d U. Up.n hole dop.ng, two low-energy sp.n-singlet ba.ds emerge in the system exhibiting distinct correla.ion p.op.rties: w.ile the one comp.sed of the out-of-p.a.e Ni-d_(3z^(2)-r^(2)) a.d O-p.(z) orbita.s demonstra.es strong a.tiferroma.netic correla.ions a.d na.row effective ba.dwidth, the in-p.a.e singlet ba.d consisting of the Ni-d_(x^(2)-y^(2)) a.d O-p.(x)/p.(y) orbita.s is in genera. more itinera.t. Over a.broa. ra.ge of hole dop.ng, the dop.d holes occup. p.ima.ily the d_(x^(2)-y^(2)) a.d p.(x)/p.(y) orbita.s, wherea. the d_(3z^(2)-r^(2)) a.d p.(z) orbita.s reta.n underdop.d. we p.op.se a. effective t-J model to ca.2}ure the releva.t p.ysics a.d discuss the imp.ica.ions of our result for comp.ehending the La.(3)Ni_(2)O_(7) sup.rconductivity.

关键词： sup.rconductivity nick.la.e sup.rconductors Hubba.d model sup.rexcha.ge cha.ge tra.sfer insula.or qua.tum Monte Ca.lo

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Genera.ized time-dep.ndent genera.or coordina.e method for induced fission dyna.ics

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Frontiers of p.ysics 2024年第4期19卷 1-12页

作者： B.Li D.Vretena. T.Nik.ić J.Zha. p.w.Zha. J.Meng Sta.e k.y La.ora.ory of Nuclea. p.ysics a.d Technology School of PhysicsPeking UniversityBeijing 100871China p.ysics Dep.rtment Faculty of ScienceUniversity of Zagreb10000 ZagrebCroatia Center for Circuits a.d Systems Peng Cheng LaboratoryShenzhen 518055China

The genera.ized time-dep.ndent genera.or coordina.e method(TD-GCM)is extended to include p.iring *** correla.ed GCM nuclea. wa.e function is exp.essed in terms of time-dep.ndent genera.or sta.es a.d w.ight *** p.rticle–hole cha.nel of the effective intera.tion is determined by a.Ha.iltonia. derived from a. energy density functiona.,w.ile p.iring is trea.ed dyna.ica.ly in the sta.da.d BCS a.0}roxima.ion with time-dep.ndent p.iring tensor a.d single-p.rticle occup.tion *** the inclusion of p.iring correla.ions,va.ious time-dep.ndent p.enomena.in op.n-shell nuclei ca. be described more *** model is a.0}lied to the descrip.ion of sa.dle-to-scission dyna.ics of induced *** genera.ized TD-GCM cha.ge yields a.d tota. k.netic energy distribution for the fission of 240p.,a.e comp.red to those obta.ned using the sta.da.d time-dep.ndent density functiona. theory(TD-DFT)a.0}roa.h,a.d with a.a.la.le da.a.

关键词： nuclea. density functiona. theory genera.or coordina.e method fission dyna.ics

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Synergies from off-ga. a.a.ysis a.d ma.s ba.a.ces for wa.tewa.er trea.ment--Some p.rsona. reflections on our exp.riences

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Environmenta. Science a.d Ecotechnology 2024年第5期21卷 413-417页

作者： Eveline i.p.Volck. BioCo Resea.ch Group Department of Green Chemistry and TechnologyGhent UniversityCoupure Links 6539000GentBelgium

Look.ng ba.k.a. over a.deca.e of resea.ch by herself a.d her group.the a.thor a.voca.es the a.ded va.ue of ga. p.a.e mea.urements a.d the a.2}lica.ion of ma.s ba.a.ces,a. well a. the synergetic benefits obta.ned when combining *** increa.ed a.2}lica.ion of off-ga. mea.urements for greenhouse ga. emission monitoring offers a.grea. op.ortunity to look.a. other comp.nents in the ga. p.a.e,p.rticula.ly *** ba.a.ces should not be strictly reserved for modellers but a.so p.ove useful w.ile conducting la. exp.riments a.d studying full-sca.e mea.urement *** off-ga. mea.urements with ma.s ba.a.ces ma. serve not only to qua.tify greenhouse ga. emission fa.tors a.d a.ra.ion efficiency but a.so to follow dyna.ic concentra.ion p.ofiles of dissolved comp.nents without dedica.ed sensors a.d/or to ca.cula.e other unmea.ured ***-ba.a.ce-ba.ed da.a.reconcilia.ion a.lows for obta.ning relia.le a.d a.cura.e da.a.a.d even more when combined with off-ga. a.a.ysis.

关键词： wa.tewa.er trea.ment Greenhouse ga. emissions Ma.s ba.a.ces Off-ga. a.a.ysis Monitoring Da.a.reconcilia.ion

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Comp.ession of Ba.tery X-Ra. Tomogra.0}y Da.a.with Ma.hine Lea.ning

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Chinese p.ysics Letters 2024年第9期41卷 153-158页

作者： Zip.i Ya. Qiyu wa.g Xiqia. Yu Jizhou Li Micha.l k.-p.Ng Dep.rtment of Electronic Engineering The Chinese University of Hong KongHong KongChina Beijing Na.iona. La.ora.ory for Condensed Ma.ter p.ysics and Institute of PhysicsChinese Academy of SciencesBeijing 100190China Hua.rou Division Institute of PhysicsChinese Academy of SciencesBeijing 101400China Center of Ma.eria.s Science a.d Op.oelectronics Engineering University of Chinese Academy of SciencesBeijing 100049China CUHk.Shenzhen Resea.ch institute Shenzhen 518057China Dep.rtment of Ma.hema.ics Hong Kong Baptist UniversityHong KongChina

with the increa.ing dema.d for high-resolution x-ra. tomogra.0}y in ba.tery cha.a.teriza.ion,the cha.lenges of storing,tra.smitting,a.d a.a.yzing substa.tia. ima.ing da.a.necessita.e more efficient *** da.a.comp.ession methods struggle to ba.a.ce reduction ra.io a.d ima.e qua.ity,often fa.ling to p.eserve critica. deta.ls for a.cura.e *** study p.op.ses a.ma.hine lea.ning-a.sisted comp.ession method ta.lored for ba.tery x-ra. ima.ing *** p.ysics-informed rep.esenta.ion lea.ning,our a.0}roa.h significa.tly reduces file sizes without sa.rificing mea.ingful *** va.ida.e the method on typ.ca. ba.tery ma.eria.s a.d different x-ra. ima.ing techniques,demonstra.ing its effectiveness in p.eserving structura. a.d chemica. *** results show a. up.to-95 comp.ession ra.io w.ile ma.nta.ning high fidelity in the p.ojection a.d reconstructed *** p.op.sed fra.ework.p.ovides a.p.omising solution for ma.a.ing la.ge-sca.e ba.tery x-ra. ima.ing da.a.ets,fa.ilita.ing significa.t a.va.cements in ba.tery resea.ch a.d develop.ent.

关键词： ba.tery Ba.tery deta.ls

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a.Hybrid Ma.hine Lea.ning a.0}roa.h for imp.ovised QoE in Video Services over 5G wireless Network.

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Comp.ters, Ma.eria.s & Continua 2024年第3期78卷 3195-3213页

作者： k.B.a.eyp.a.a.th p.Vetrivela. School of Electronics Engineering Vellore Institute of TechnologyChennaiTamil Nadu600127India

Video strea.ing a.0}lica.ions ha.e grown considera.ly in recent *** a.result,this becomes one of the most significa.t contributors to globa. internet *** to recent studies,the telecommunica.ions industry loses millions of dolla.s due to p.or video Qua.ity of Exp.rience(QoE)for *** the sta.da.d p.op.sa.s for sta.da.dizing the qua.ity of video strea.ing over internet service p.oviders(iSp.)is the Mea. Op.nion Score(MOS).However,the a.cura.e finding of QoE by MOS is subjective a.d la.orious,a.d it va.ies dep.nding on the user.a.fully a.toma.ed da.a.a.a.ytics fra.ework.is required to reduce the inter-op.ra.or va.ia.ility cha.a.teristic in QoE *** work.a.dresses this concern by suggesting a.novel hybrid XGBSta.k.oE a.a.ytica. model using a.two-level la.ering *** one combines multip.e Ma.hine Lea.ning(ML)models via.a.la.er one Hybrid *** ML models a. level one a.e tra.ned using the entire tra.ning da.a.*** level two Hybrid XGBSta.k.oE-Model is fitted using the outp.ts(meta.fea.ures)of the la.er one ML *** p.op.sed model outp.rformed the conventiona. models,with a. a.cura.y imp.ovement of 4 to 5 p.rcent,w.ich is still higher tha. the current tra.itiona. *** p.op.sed fra.ework.could significa.tly imp.ove video QoE a.cura.y.

关键词： Hybrid XGBSta.k.oE-model ma.hine lea.ning MOS p.rforma.ce metrics QoE 5G video services

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a.a.eness of the Termina.ion of p.egna.cy a.t of the La.s of Za.bia.a.ong women of Rep.oductive a.e a. k.nya.a.First Level Hosp.ta. in Lusa.2} District Za.bia

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Op.n Journa. of Obstetrics a.d Gynecology 2024年第8期14卷 1267-1287页

作者： J. k. Botha.C. C. Ngoma.p. S. Munk.k. Lusa.0} District Hea.th Office Matero First Level Hospital Lusaka Zambia Dep.rtment of Midwifery Womens and Child Health School of Nursing Sciences University of Zambia Lusaka Zambia College of Nursing a.d Midwifery University of Lusaka Lusaka Zambia

Ba.k.round: Termina.ion of p.egna.cy (TOp. in Za.bia.is guided by the Termina.ion of p.egna.cy (TOp. a.t of 1972 a.d a. a.ended in 1994 of the la.s of Za.bia. However, desp.te p.ovision of Comp.ehensive a.ortion ca.e services with the libera. la., sta.istics a. k.nya.a.First Level Hosp.ta. in rela.ion to unsa.e illega. a.ortions a.e a.a.ming. This study sought to understa.d the a.a.eness on the TOp.a.t of the la.s of Za.bia.a.ong women of rep.oductive a.e 15 - 49 yea.s a. k.nya.a.First Level Hosp.ta. in Lusa.0} District. p.rp.se of the Study: To a.sess a.a.eness on the TOp.a.t a.ong women of rep.oductive a.e a. k.nya.a.First Level Hosp.ta. in Lusa.0}, Za.bia. Methodology: a.convergent p.ra.lel mixed method design wa. conducted using both survey a.d in-dep.h interviews a.ong women of rep.oductive a.e a. k.nya.a.First Level Hosp.ta. in Lusa.0} District. The study surveyed 370 ra.domly sa.p.ed women a.ed 15 to 49 yea.s old w.ile the in-dep.h interviews included eight women p.rp.sively sa.p.ed from the survey p.p.la.ion. Survey da.a.wa. a.a.yzed using descrip.ive a.d inferentia. sta.istics w.ile qua.ita.ive da.a.thema.ic a.a.ysis wa. used. Results: The study found tha. 37% of the p.rticip.nts were a.a.e of the TOp.a.t w.ile 63.8% viewed lega.iza.ion of a.ortion for a.y rea.on a. wrong. The study results a.so showed tha. widowed women were 8 times more lik.ly to be a.a.e of the TOp.a.t comp.red to single women (a.R: 8.262;95% Ci: 1.105, 61.778). women in business were significa.tly more lik.ly to be a.a.e of the TOp.a.t comp.red to those who rep.rted ha.ing no occup.tion. (a.R: 2.61;95% Ci: 1.246, 5.499). Limited a.cess to informa.ion, the socia. stigma.a.ta.hed to a.ortion, hea.th ca.e p.oviders’ a.titudes, cultura. norms, va.ues a.d religious beliefs, restrictive lega. requirements, a.d a.sence of a.sup.ortive network.were some of the ba.riers a.fecting a.a.eness a.d utiliza.ion of a.a.la.le sa.e a.ortion ca.e services. Conclusions: The resea.ch findings concluded tha. a

关键词： a.a.eness Termina.ion of p.egna.cy a.t Ba.riers Determina.ts women

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MDCN:Modified Dense Convolution Network.Ba.ed Disea.e Cla.sifica.ion in Ma.go Lea.es

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Comp.ters, Ma.eria.s & Continua 2024年第2期78卷 2511-2533页

作者： Chira. Cha.dra.hek.r k.p.Vija.a.0}ma. k.p.a.eep.a.Ba.a.unda.a. School of Comp.ter Science a.d Engineering Vellore Institute of Technology(VIT)ChennaiIndia Center for Cyber p.ysica. Systems School of Computer Science and EngineeringVellore Institute of Technology(VIT)ChennaiIndia

The most widely fa.med fruit in the world is *** the p.oduction a.d qua.ity of the ma.goes a.e ha.p.red by ma.y *** disea.es need to be effectively controlled a.d ***,a.quick.a.d a.cura.e dia.nosis of the disorders is *** convolutiona. neura. network.,renowned for their indep.ndence in fea.ure extra.tion,ha.e esta.lished their va.ue in numerous detection a.d cla.sifica.ion ***,it requires la.ge tra.ning da.a.ets a.d severa. p.ra.eters tha. need ca.eful *** p.op.sed Modified Dense Convolutiona. Network.MDCN)p.ovides a.successful cla.sifica.ion scheme for p.a.t disea.es a.fecting ma.go *** model emp.oys the strength of p.e-tra.ned network. a.d modifies them for the p.rticula. context of ma.go lea. disea.es by incorp.ra.ing tra.sfer lea.ning *** da.a.loa.er a.so builds mini-ba.ches for tra.ning the models to reduce tra.ning ***,op.imiza.ion a.0}roa.hes help.increa.e the overa.l model’s efficiency a.d lower comp.ting *** emp.oyed on the Ma.goLea.BD Da.a.et consists of a.tota. of 4,000 *** the exp.rimenta. results,the p.op.sed system is comp.red with existing techniques a.d it is clea. tha. the p.op.sed a.gorithm surp.sses the existing a.gorithms by a.hieving high p.rforma.ce a.d overa.l throughp.t.

关键词： Lea. disea.e detection deep.convolutiona. neura. network. tra.sfer lea.ning op.imiza.ion Ma.goLea.BD Da.a.et

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