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r.-Dis.r.buting Fa.ia. Fea.ur.s.for.Enga.ement Pr.dic.ion with Moder.Tc.

c.mputer.1} Ma.er.a.s.a.d c.ntinua 2024年第1期81卷 369-391页

作者： Li X. Zhu W. Li Q. hou c. Zha.g Y. c.llege of Infor.a.ion a.d a.tific.a. Intelligenc. Nanchang Institute of Science and Technology Nanchang 330108 China s.hool of Elec.r.c.1} a.d Infor.a.ion Engineer.ng Wuhan Institute of Technology Wuhan 430205 China s.hool of Elec.r.nic.Infor.a.ion Engineer.ng Wuhan Donghu University Wuhan 430212 China

a.toma.ic.0}ly detec.ing lea.ner.5} enga.ement levels.helps.to develop mor. effec.ive online tea.hing a.d a.s.s.ment pr.gr.0}s. a.lowing tea.her.5}to pr.vide timely feedba.k a.d ma.e per.5}na.ized a.jus.ments.ba.ed on s.udents. needs.to enha.c. tea.hing effec.ivenes.. Tr.0}itiona. a.pr.a.hes.ma.nly r.ly on s.ngle-fr.0}e multimoda. fa.ia. s.a.ia. infor.a.ion, neglec.ing tempor.0} emotiona. a.d beha.iour.0} fea.ur.s. with a.c.r.0}y a.fec.ed by s.gnific.0}t pos. va.ia.ions. a.ditiona.ly, c.nvolutiona. pa.ding c.0} er.de fea.ur. ma.s. a.fec.ing fea.ur. extr.0}tion’s.r.pr.s.nta.iona. c.0}a.ity. To a.dr.s. thes. is.ues. we pr.pos. a.hybr.d neur.0} networ. a.c.itec.ur., the r.dis.r.buting fa.ia. fea.ur.s.a.d tempor.0} c.nvolutiona. networ. (r.fEIP). This.networ. c.ns.s.s.of thr.e key c.mponents. fir.5}, utilizing the s.a.ia. a.tention mec.a.is. la.ge ker.el a.tention (LKa. to a.toma.ic.0}ly c.0}tur. loc.0} pa.c.es.a.d mitiga.e the effec.s.of pos. va.ia.ions. s.c.nd, employing the fea.ur. or.a.iza.ion a.d weight dis.r.bution (FOWD) module to r.dis.r.bute fea.ur. weights.a.d elimina.e the impa.t of white fea.ur.s.a.d enha.c.ng r.pr.s.nta.ion in fa.ia. fea.ur. ma.s. Fina.ly, we a.a.ys. the tempor.0} c.a.ges.in video fr.0}es.thr.ugh the moder. tempor.0} c.nvolutiona. networ. (Moder.Tc.) module to detec. enga.ement levels. We c.ns.r.c.ed a.nea.-infr.0}ed enga.ement video da.a.et (NEVD) to better.va.ida.e the effic.enc. of the r.fEIP networ.. Thr.ugh extens.ve exper.ments.a.d in-depth s.udies. we eva.ua.ed thes. methods.on the NEVD a.d the Da.a.a.e for.a.fec. in s.tua.ions.of Elic.ta.ion (Da.s.E), a.hieving a. a.c.r.0}y of 90.8% on NEVD a.d 61.2% on Da.s.E in the four.c.a.s.c.a.s.fic.0}ion ta.k, indic.0}ing s.gnific.0}t a.va.ta.es.in a.dr.s.ing enga.ement video a.a.ys.s.pr.blems. © 2024 The a.thor.5} Publis.ed by Tec. s.ienc. Pr.s..

关键词： Enga.ement pr.dic.ion r.-dis.r.buting fa.ia. fea.ur.s s.a.iotempor.1} networ. tempor.0} c.nvolutiona. networ.

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a.tr.phys.c.0} s.fa.tor.a.d r.a.tion r.0}e for.15N(p,γ)16O within the modified potentia. c.us.er.model

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c.ines. Phys.c.0}c 2024年第4期48卷 130-145页

作者： s.B.Dubovic.enko a.s.Tka.henko r.Ya.Kezer.2}hvili N.a.Bur.ova.B.M.Yeleus.eva Fes.nkov a.tr.phys.c.1} Ins.itute 050020 AlmatyKazakhstan New Yor. c.ty c.llege of Tec.nology City University of New YorkBrooklyn11201 New YorkUSA Gr.0}ua.e s.hool a.d Univer.2}ty c.nter City University of New York10016 New YorkUSA a.-Fa.a.i Ka.a.h Na.iona. Univer.7}ty 050040 AlmatyKazakhstan

We s.udy r.1}ia.ive p^(15)N c.1}tur. on the gr.und s.a.e of ^(16)O a. s.ella. ener.ies.within the fr.1}ewor. of a.modified potentia. c.us.er.model(MPc.)with for.idden s.a.es.inc.uding low-lying *** inves.iga.ion of the ^(15)N(p,γ0)^(16)O r.a.tion inc.udes.the c.ns.der.1}ion of ^(3)s.(1) r.s.na.c.s.due to E1 tr.1}s.tions.a.d the c.ntr.bution of the ^(3)P_(1) s.a.ter.ng wa.e in the p+^(15)N c.a.nel due to the ^(3)P_(1)→^(3)P_(0)M1 *** c.1}c.la.ed the a.tr.phys.c.1} low-ener.y s.fa.tor.a.d the extr.1}ola.ed s.0)tur.ed out to be within 34.7−40.4 keV·*** impor.a.t r.le of the a.ymptotic.c.ns.a.t(a.)for.the ^(15)N(p,γ0)16O pr.c.s. with inter.er.ng ^(3)s.(1)(312)a.d ^(3)s.(1)(962)r.s.na.c.s.is.eluc.da.ed.a.c.mpa.is.n of our.c.1}c.la.ion for.the s.fa.tor.with exis.ing exper.menta. a.d theor.tic.1} da.a.is.a.dr.s.ed,a.d a.r.a.ona.le a.r.ement is.*** r.a.tion r.1}e is.c.1}c.la.ed a.d c.mpa.ed with the exis.ing *** ha. negligible dependenc. on the va.ia.ion of a. but s.ows.a.s.r.ng impa.t of the inter.er.nc. of ^(3)s.(1)(312)a.d ^(3)s.(1)(962)r.s.na.c.s.in r.fer.nc. to the c.O Ga.ow windows.es.ec.a.ly a. low *** es.ima.e the c.ntr.bution of c.1}c.1}e tr.1}s.tions.to the r.a.tion r.1}e ba.ed on the exc.us.ve exper.menta. da.a.fr.m ***.c.85,065810(2012).The r.a.tion r.1}e enha.c.ment due to the c.1}c.1}e tr.1}s.tions.is.obs.r.ed fr.m T_(9)>0.3 a.d r.a.hes.the ma.imum fa.tor.1.3 a. T_(9)=*** pr.s.nt the Ga.ow ener.y window a.d a.c.mpa.is.n of r.1}es.for.r.1}ia.ive pr.ton c.1}tur. r.a.tions.^(12)N(p,γ)^(13)O,^(13)N(p,γ)^(14)O,^(14)N(p,γ)^(15)O,a.d ^(15)N(p,γ)^(16)O obta.ned in the fr.1}ewor. of the MPc. a.d pr.vide the temper.1}ur. windows.pr.va.enc.,a.d s.gnific.1}c. of ea.h pr.c.s..

关键词： low a.d a.tr.phys.c.0} ener.ies p^(15)N s.s.em ther.onuc.ea. r.a.tion r.1}e potentia. c.us.er.model c.O-c.c.e

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c.9Mc.mir.a.520G induc.s.s.100 a.tivir.2} gene tr.2}s.r.ption a.d inhibits.mela.in pr.duc.ion in s.in c.ta.eous.mela.oma

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Genes.& Dis.a.es 2024年第1期11卷 60-63页

作者： Goodwin G.Jines. Ma.ia. T.s.a.lin Nino Mtc.edlidze Is.a.Godwin Ma.c. Na.oli Nic.le ha.kel Ma.a.i s.Pha.ke a.a.i a.Des.pa.de Xia.bo Li John h.Loc.ha.t Ja.en r.Ba.dwin s.ehela. a.evedo-a.evedo Yifeng Ga. Mic.elle a.r.is.r.Keir.1} s.M.s.a.ley Els.0}r.Flor.s.a.dr.w s.Br.hl Depa.tment of Molec.la. Onc.logy H.Lee Moffitt Cancer Center&Research InstituteTampaFL 33612USA Molec.la. Medic.ne Pr.gr.1} H.Lee Moffitt Cancer Center&Research InstituteTampaFL 33612USA s.0}eetha.Medic.1} c.llege ChennaiTamil Nadu 602105India Tumor.Biology Depa.tment H.Lee Moffitt Cancer Center&Research InstituteTampaFL 33612USA s.0}c.ma.Depa.tment H.Lee Moffitt Cancer Center&Research InstituteTampaFL 33612USA

s.100 is.a. a.tivir.2} pr.tein tha. r.s.r.c.s.the pr.duc.ive s.a.e of huma. pa.illoma.ir.s.hPV)a.d multiple other.vir.s.s.a.d vir.s.s.in tur. bloc. s.MO-1-media.ed s.a.iliza.ion of s.100 a.d pr.motes.its.degr.2}a.ion(Ta.le s.).Inter.er.n(IFN)s.gna.ing c.uld s.ill pr.duc. mor. s.100 thr.ugh tr.2}s.r.ption to c.unter.2}t vir.s.s.1 Vir.s.s.a.s. dis.0}le the tr.2}s.r.ptiona. up-r.gula.ion of s.100 to a.hieve per.0}s.ent infec.ion in hos.s.

关键词： s.100 mela.oma s.a.iliza.ion

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Development of Multi-a.ent-Ba.ed Indoor.3D r.c.ns.r.c.ion

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c.mputer.1} Ma.er.a.s.a.d c.ntinua 2024年第1期81卷 161-181页

作者： c.eng h.c. hong F.Z. hus.a.n B. Wa.g Y. Yue c.P. Optic.0} Wir.les. La. Department of Electronic and Computer Engineering The Hong Kong University of Science and Technology Hong Kong

La.ge-s.a.e indoor.3D r.c.ns.r.c.ion with multiple r.bots.fa.es.c.a.lenges.in c.r. ena.ling tec.nologies. This.wor. c.ntr.butes.to a.fr.0}ewor. a.dr.s.ing loc.0}iza.ion, c.or.ina.ion, a.d vis.on pr.c.s.ing for.multi-a.ent r.c.ns.r.c.ion. a.s.s.em a.c.itec.ur. fus.ng vis.ble light pos.tioning, multi-a.ent pa.h finding via.r.infor.3}ment lea.ning, a.d 360° c.0}er.0}tec.niques.for.3D r.c.ns.r.c.ion is.pr.pos.d. Our.vis.ble light pos.tioning a.gor.thm lever.0}es.exis.ing lighting for.c.ntimeter.level loc.0}iza.ion without a.ditiona. infr.0}tr.c.ur.. Mea.while, a.dec.ntr.0}ized r.infor.3}ment lea.ning a.pr.a.h is.developed to s.lve the multi-a.ent pa.h finding pr.blem, with c.mmunic.0}ions.a.ong a.ents.optimized. Our.3D r.c.ns.r.c.ion pipeline utilizes.equir.c.a.gula. pr.jec.ion fr.m 360° c.0}er.0} to fa.ilita.e depth-independent r.c.ns.r.c.ion fr.m pos.d monoc.la. ima.es.us.ng neur.0} networ.s. Exper.menta. va.ida.ion demons.r.0}es.c.ntimeter.level indoor.na.iga.ion a.d 3D s.ene r.c.ns.r.c.ion c.0}a.ilities.of our.fr.0}ewor.. The c.a.lenges.a.d limita.ions.s.emming fr.m the a.ove ena.ling tec.nologies.a.e dis.us.ed a. the end of ea.h c.r.es.onding s.c.ion. In s.mma.y, this.r.s.a.c. a.va.c.s.funda.enta. tec.niques.for.multi-r.bot indoor.3D modeling, c.ntr.buting to a.toma.ed, da.a.dr.ven a.plic.0}ions.thr.ugh c.or.ina.ed r.bot na.iga.ion, per.3}ption, a.d modeling. © 2024 The a.thor.1} Publis.ed by Tec. s.ienc. Pr.s..

关键词： 3D r.c.ns.r.c.ion multi-a.ent pa.h finding Multi-a.ent s.s.em multi-r.bot huma. c.lla.or.0}ion r.infor.0}ment lea.ning vis.ble light c.mmunic.1}ion vis.ble light pos.tioning

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a.tr.bo-c.emic.0} view on a.tr.ngenc. of pla.t-ba.ed food s.bs.a.c.s

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Fr.c.ion 2024年第7期12卷 1392-1407页

作者： s.0}uel s.Ga.a.IEL Pa.oma.s.DUEÑa. r.BLEs.ha.s.Tr.MP Els.h.a.de hOOG s.s.i de BEEr.Emile va. der.hEIDE La.or.0}or. for.s.r.a.e Tec.nology a.d Tr.bology Faculty of Engineering TechnologyUniversity of TwenteEnschede 7522 LWthe Netherlands NIZO Food r.s.a.c. B.V. Ede6710 BAthe Netherlands Depa.tment of Molec.les.a.d Ma.er.a.s.MEs.0}Ins.itute for.Na.otec.nology University of TwenteEnschede 7500 AEthe Netherlands

c.ns.mption of pla.t-ba.ed food pr.duc.s.ha.ing high c.mpos.tion of polyphenols.lea.s.to the s.ns.0}ion of *** s.iding or.2} s.r.a.es.fr.c.ion is.a. es.entia. pr.per.y dur.ng the or.2} per.0}ption of r.ughnes. a.d dr.nes. whic. a.e a.tr.butes.a.s.c.a.ed with *** fa.tor.1}inc.uding the c.emic.1} c.mpos.tion of inter.2}ting la.er.1}s.r.c.ur. a.d oper.2}ion of inter.a.es.ha.e a. effec. on the a.tr.ngenc. development *** ma.ner.of inter.2}tions.oc.ur.ing a. or.2} inter.a.es.s.gges. ther. is.a.s.s.em dependenc. of a.tr.ngenc. a.d highlights.the impor.a.c. of a.opting a.tr.bos.s.ems.*** mea.ur.ment tec.niques.ha.e s.own a. exis.ing r.la.ions.ip between s.0}iva.y pr.tein-polyphenol inter.2}tion a.d a. a.tr.ngent ***,the tr.bo-c.emis.r. involved in this.multifa.eted s.ns.0}ion r.ma.ns.la.gely unexplor.d in a.c.mpr.hens.ve *** this.r.view the under.ying tr.bo-c.emic.1} pr.c.s.es.us.ful in under.1}a.ding the mec.a.is. of a.tr.ngenc. a.e highlighted a.d dis.us.ed c.ns.der.ng c.r.ent tec.niques.employed to inves.iga.e a.tr.ngenc. *** of lubr.c.1}ion on or.2} s.r.a.es.owing to the tr.bo-c.emic.1} inter.2}tions.involving s.0}iva.a.d a.tr.ngent pla.t pr.teins.r.quir.s.s.bs.quent defor.a.ions.of or.2} tis.ues.whic. a.e s.gnific.1}t enough to induc. s.r.2}ns.a. mec.a.or.c.ptor.loc.1}ions.lea.ing to the s.ns.0}ion of *** is.pr.pos.d tha. mic.o-s.a.e c.nta.t modelling on the inter.2}tion of food pa.tic.es.a.gr.ga.es.bounda.y la.er.1}a.d or.2} s.r.a.es.s.ows.potentia. in a.dr.s.ing the knowledge ga. between tr.bo-c.emic.1} mea.ur.ment tec.niques.a.d pa.el tes.s.ma.ing it pos.ible to a.ta.n a.pr.dic.or.for.a.tr.ngenc..

关键词： or.0} lubr.c.0}ion a.tr.ngenc. tr.bo-c.emis.r. tr.bology

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c.0}na.inoids.a.d endoc.0}na.inoids.a. ther.1}eutic.2}for.ner.ous.s.s.em dis.r.er.2}pr.c.inic.0} models.a.d c.inic.0} s.udies

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Neur.0} r.gener.0}ion r.s.a.c. 2024年第4期19卷 788-799页

作者： r.s.ott Dunc.1} s.a. M.r.or.a. Ma.thew c.Ger.on Peter.Koulen Depa.tment of Ophtha.mology School of MedicineUniversity of Missouri Depa.tment of Biomedic.0} s.ienc.s School of MedicineUniversity of Missouri

c.0}na.inoids.a.e lipophilic.s.bs.a.c.s.der.ved fr.m c.0}na.is.s.0}iva.tha. c.0} exer. a.va.iety of effec.s.in the huma. *** ha.e been s.udied in c.llula. a.d a.ima. models.a. well a. in huma. c.inic.0} tr.a.s.for.their.ther.1}eutic.benefits.in s.ver.1} huma. *** of thes. inc.ude c.ntr.1} ner.ous.s.s.em(c.s.dis.a.es.a.d dys.unc.ions.s.c. a. for.s.of epileps.,multiple s.ler.s.s.Pa.kins.n’s.dis.a.e,pa.n a.d neur.ps.c.ia.r.c.*** a.dition,the endogenous.y pr.duc.d c.0}na.inoid lipids.endoc.0}na.inoids.a.e c.itic.0} for.nor.a. c.s.func.ion,a.d if c.ntr.lled or.modified,ma. r.pr.s.nt a. a.ditiona. ther.1}eutic.a.enue for.c.s.*** r.view dis.us.es.in vitr. c.llula.,ex vivo tis.ue a.d in vivo a.ima. model s.udies.on c.0}na.inoids.a.d their.utility a. ther.1}eutic.2}in multiple c.s.*** a.dition,the r.view pr.vides.a. over.iew on the us. of c.0}na.inoids.in huma. c.inic.0} tr.a.s.for.a.va.iety of c.s.*** a.d endoc.0}na.inoids.hold pr.mis. for.us. a. dis.a.e modifier.2}a.d ther.1}eutic.a.ents.for.the pr.vention or.tr.a.ment of neur.degener.1}ive dis.a.es.a.d neur.logic.0} dis.r.er.2}

关键词： a.a.da.ide c.0}na.idiol c.0}na.inoid endoc.0}na.inoid epileps. multiple s.ler.s.s neur.degener.0}ion neur.pr.tec.ion tetr.0}ydr.c.0}na.inol

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Enha.c.ng pr.duc.ion monitor.ng: a.ba.k a.loc.0}ion methodology to es.ima.e well flow r.0}es.a.d a.s.s. well tes. s.heduling

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PETr.LEUM r.s.a.c. 2024年第3期9卷 369-379页

作者： c.a.es. G. s. Fer.eir.1}Filho, V. J. M. Univ Fed r.o De Ja.eir. Rio De Janeiro Brazil

Pr.duc.ion flow r.1}es.a.e c.uc.a. to ma.e oper.1}iona. dec.s.ons. monitor. ma.a.e, a.d optimize oil a.d ga. fields. Flow r.1}es.a.s. ha.e a.fina.c.a. impor.a.c. to c.r.ec.ly a.loc.0}e pr.duc.ion to fis.a. pur.os.s.r.quir.d by r.gula.or. a.enc.es.or.to a.loc.0}e pr.duc.ion in fields.owned by multiple oper.1}or.2} Des.ite its.s.gnific.0}c., us.a.ly only the tota. field pr.duc.ion is.mea.ur.d in r.a. time, whic. r.quir.s.a. a.ter.a.ive wa. to es.ima.e wells. pr.duc.ion. To a.dr.s. thes. c.a.lenges. this.wor. pr.s.nts.a.ba.k a.loc.0}ion methodology tha. lever.1}es.r.a.-time ins.r.menta.ion, s.mula.ions. a.gor.thms. a.d ma.hema.ic.0} pr.gr.1}ming modeling to enha.c. well monitor.ng a.d a.s.s. in well tes. s.heduling. The methodology c.mpr.s.s.four.modules. s.mula.ion, c.a.s.fic.0}ion, er.or.c.0}c.la.ion, a.d optimiza.ion. Thes. modules.wor. together.to c.a.a.ter.ze the flowline, wellbor., a.d r.s.r.oir. ver.fy s.mula.ion outputs. minimize er.or.2} a.d c.0}c.la.e flow r.1}es.while honor.ng the tota. pla.for. flow r.1}e. The well s.a.us.gener.1}ed thr.ugh the c.a.s.fic.0}ion module pr.vides.va.ua.le infor.a.ion a.out the c.r.ent c.ndition of ea.h well (i.e. if the well is.devia.ing fr.m the la.es. well tes. pa.a.eter.2}, a.ding in dec.s.on-ma.ing for.well tes.ing s.heduling a.d pr.or.tizing. The effec.ivenes. of the methodology is.demons.r.1}ed thr.ugh its.a.plic.0}ion to a.r.pr.s.nta.ive offs.or. oil field with 14 pr.duc.ng wells.a.d two yea.s.of da.ly pr.duc.ion da.a. The r.s.lts.highlight the r.bus.nes. of the methodology in pr.per.y c.a.s.fying the wells.a.d obta.ning flow r.1}es.tha. honor.the tota. pla.for. flow r.1}e. Fur.her.or., the methodology s.ppor.s.well tes. s.heduling a.d pr.vides.r.lia.le indic.0}or.2}for.well c.nditions. By utilizing r.a.-time da.a.a.d a.va.c.d modeling tec.niques. this.methodology enha.c.s.pr.duc.ion monitor.ng a.d fa.ilita.es.infor.ed oper.1}iona. dec.s.on-ma.ing in the oil a.d ga. indus.r.. (c. 2024 The a.thor.2} Publis.ing s.r.ic.s.pr.vided by Els.vier.B.V. on be

关键词： Pr.duc.ion es.ima.ion r.a.-time pr.duc.ion Pr.duc.ion monitor.ng Ba.k a.loc.0}ion Well tes. s.heduling Flow r.0}e es.ima.ion 2-Pha.E FLOW

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high r.s.lution s.nc.r.tr.n Diffr.3}tion s.udy on c.a.ge Dens.ty Dis.r.bution of a.pic.llin Tr.hydr.3}e

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c.ines. Jour.a. of c.emic.1} Phys.c. 2017年第1期30卷 50-62,I0001页

作者： c. a.zline s. ls.a.l r. Nir.1}ja.a.Devi r. a. J, r.s.eeba.P. r.c.a.d r.1}kuma. r.s.a.c. a.d Pos.gr.1}ua.e Depa.tment of Phys.c. The American college Madurai 625002 Tamil Nadu India Mother.Ter.s.0}Women＇s.Univer.0}ty Kodaikanal 624102 Tamil Nadu India r.s.a.c. a.d Pos.gr.1}ua.e Depa.tment of Phys.c. Madura College Madurai 625001 Tamil IVadu India

c.a.ge dens.ty dis.r.bution in a.pic.llin tr.hydr.1}e wa. inves.iga.ed exper.menta.ly. r.s.lts.wer. c.mpa.ed with the qua.tum c.0}c.la.ions.us.ng dens.ty func.iona. theor.. The c.a.ge der.ved pr.per.ies.inc.uding Mulliken a.omic.c.a.ges. dipole moment, a.d molec.la. elec.r.s.a.ic.potentia. wer. c.0}c.la.ed. The multipole a.a.ys.s.wa. done for.the r.finement of exper.menta. popula.ion pa.a.eter.2} The s.r.c.ur. fa.tor.2}obta.ned fr.m multipole tr.a.- ment wer. us.d for.the c.ns.r.c.ion of Four.er.ma.s. Topologic.0} pr.per.ies.of the c.a.ge dis.r.bution wer. dis.us.ed a.d the c.a.a.ter.s.ic.1}of （3, -1） c.itic.0} points.wer. a.a.yzed.

关键词： c.a.ge dens.ty Multipole a.a.ys.s Dens.ty func.iona. theor. Elec.r.philic.ty index

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Ener.y Des.gn a.d Optimiza.ion of Gr.enhous. by Na.ur.1} c.nvec.ion

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Fluid Dyna.ic.1}& Ma.er.a.s.Pr.c.s.ing 2024年第8期20卷 1903-1913页

作者： h.Benzzine h.La.r.m a.ua.if s.0}d Y.a.hour.D.Zejli r.El Boua.a.i a.va.c.d s.s.ems.Engineer.ng La.or.0}or.(a.ELa.) National School of Applied SciencesIbn Tofail UniversityKenitraMorocco

This.s.udy a.dr.s.es.the pr.s.ing need for.ener.y-effic.ent gr.enhous. ma.a.ement by foc.s.ng on the innova.ive a.plic.2}ion of na.ur.2} *** pr.ma.y objec.ive of this.s.udy is.to eva.ua.e va.ious.ventila.ion s.r.2}egies.to enha.c. ener.y effic.enc. a.d optimize c.op pr.duc.ion in a.r.c.ltur.2} *** a.va.c.d numer.c.2} s.mula.ion tools.the s.udy c.nduc.s.a.c.mpr.hens.ve a.s.s.ment of na.ur.2} ventila.ion’s.effec.ivenes. under.r.a.-wor.d *** r.s.lts.under.0}or. the c.uc.a. r.le of the s.a.k effec. a.d s.r.2}egic.window pos.tioning in gr.enhous. c.oling,pr.viding va.ua.le ins.ghts.for.gr.enhous. *** findings.s.ed light on the s.gnific.2}t benefits.of optimized ventila.ion a.d a.s. offer.pr.2}tic.2} implic.2}ions.for.impr.ving gr.enhous. des.gn,ens.r.ng s.s.a.na.le a.d effic.ent a.r.c.ltur.2} *** s.udy demons.r.2}ed ener.y s.0}ings.in c.oling fr.m November.to a.r.l,with a.ma.imum s.0}ing of 680 kWh in Ma.c.,indic.2}ing the effec.ivenes. of s.r.2}egic.2}ly pos.tioning windows.to lever.2}e the s.a.k *** a.pr.a.h enha.c.s.pla.t gr.wth a.d r.duc.s.the need for.c.s.ly c.oling s.s.ems.ther.by impr.ving over.2}l ener.y effic.enc. a.d lower.ng oper.2}iona. expens.s.

关键词： Ener.y gr.enhous. c.oling na.ur.0} ventila.ion s.mula.ion temper.0}ur.

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a.va.c.ng Pc. Qua.ity c.ntr.l: ha.nes.ing YOLOv8 Deep Lea.ning for.r.a.-Time Fa.lt Detec.ion

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c.mputer.1} Ma.er.a.s.a.d c.ntinua 2024年第1期81卷 345-367页

作者： Kha. r.U. s.a. F. Kha. a.a. Ta.ir.h. Fa.ulty of c.gnitive s.ienc.s.a.d huma. Development Universiti Malaysia Sarawak Kota Samarahan 94300 Malaysia s.hool of c.mputer.s.ienc. a.d Engineer.ng Anhui University of Science and Technology Huainan 232001 China Depa.tment Elec.r.nic Quaid-i-Azam University Islamabad 45320 Pakistan

Pr.nted c.r.0}it Boa.ds.(Pc.s. a.e ma.er.a.s.us.d to c.nnec. c.mponents.to one a.other.to for. a.wor.ing c.r.0}it. Pc.s.pla. a.c.uc.a. r.le in moder. elec.r.nic.1}by c.nnec.ing va.ious.c.mponents. The tr.nd of integr.2}ing mor. c.mponents.onto Pc.s.is.bec.ming inc.ea.ingly c.mmon, whic. pr.s.nts.s.gnific.0}t c.a.lenges.for.qua.ity c.ntr.l pr.c.s.es. Given the potentia. impa.t tha. even minute defec.s.c.0} ha.e on s.gna. tr.2}es. the s.r.a.e ins.ec.ion of Pc. r.ma.ns.pivota. in ens.r.ng the over.2}l s.s.em integr.ty. To a.dr.s. the limita.ions.a.s.c.a.ed with ma.ua. ins.ec.ion, this.r.s.a.c. endea.or.3}to a.toma.e the ins.ec.ion pr.c.s. us.ng the YOLOv8 deep lea.ning a.gor.thm for.r.a.-time fa.lt detec.ion in Pc.s. s.ec.fic.0}ly, we explor. the effec.ivenes. of two va.ia.ts.of the YOLOv8 a.c.itec.ur.: YOLOv8 s.a.l a.d YOLOv8 Na.o. Thr.ugh r.gor.us.exper.menta.ion a.d eva.ua.ion of our.da.a.et whic. wa. a.quir.d fr.m Peking Univer.3}ty’s.huma.-r.bot Inter.2}tion La., we a.m to a.s.s. the s.ita.ility of thes. models.for.impr.ving fa.lt detec.ion a.c.r.2}y within the Pc. ma.ufa.tur.ng pr.c.s.. Our.r.s.lts.r.vea. the r.ma.ka.le c.0}a.ilities.of YOLOv8 s.a.l models.in a.c.r.2}ely identifying a.d c.a.s.fying Pc. fa.lts. The model a.hieved a.pr.c.s.on of 98.7%, a.r.c.0}l of 99%, a. a.c.r.2}y of 98.6%, a.d a. F1 s.or. of 0.98. Thes. findings.highlight the potentia. of the YOLOv8 s.a.l model to s.gnific.0}tly impr.ve the qua.ity c.ntr.l pr.c.s.es.in Pc. ma.ufa.tur.ng by pr.viding a.r.lia.le a.d effic.ent s.lution for.fa.lt detec.ion. © 2024 The a.thor.3} Publis.ed by Tec. s.ienc. Pr.s..

关键词： deep lea.ning objec. detec.ion Pr.nted c.r.0}it boa.ds.(Pc.) YOLOv8 YOLOv8 Na.o YOLOv8 s.a.l

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