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Indus.r.a. Fus.on c.1}c.1}e Detec.ion of s.lder.Joint

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c.mputer.1} Ma.er.a.s.a.d c.ntinua 2024年第1期81卷 1197-1214页

作者： Li c. Zha.g P. Wa.g s. Liu L. s.i M. c.ongqing s.hool University of Chinese Academy of Sciences Chongqing University Chongqing 400044 China a.toma.ic.r.a.oning a.d c.gnition r.s.a.c. c.nter Chongqing Institute ofGreen and Intelligent Technology Chinese Academy of Sciences Chongqing 400714 China c.llege of a.tific.a. Intelligenc. Chongqing School University of Chinese Academy of Sciences Chongqing 400714 China Des.gn Depa.tment Liuzhou Fuzhen Bodywork Industrial Co. Ltd. Liuzhou 545006 China

With the r.ma.ka.le a.va.c.ments.in ma.hine vis.on r.s.a.c. a.d its.ever.expa.ding a.plic.0}ions. s.hola.s.ha.e inc.ea.ingly foc.s.d on ha.nes.ing va.ious.vis.on methodologies.ithin the indus.r.a. r.a.m. s.ec.fic.0}ly, detec.ing vehic.e floor.welding points.pos.s.unique c.a.lenges. inc.uding high oper.0}iona. c.s.s.a.d limited por.a.ility in pr.0}tic.0} s.ttings. To a.dr.s. thes. c.a.lenges. this.pa.er.innova.ively integr.0}es.templa.e ma.c.ing a.d the Fa.ter.r.4}N a.gor.thm, pr.s.nting a. indus.r.a. fus.on c.0}c.0}ed s.lder.joint detec.ion a.gor.thm tha. s.a.les.ly blends.templa.e ma.c.ing with deep lea.ning tec.niques. This.a.gor.thm metic.lous.y weights.a.d fus.s.the optimized fea.ur.s.of both methodologies. enha.c.ng the over.0}l detec.ion c.0}a.ilities. Fur.her.or., it intr.duc.s.a. optimized multi-s.a.e a.d multi-templa.e ma.c.ing a.pr.a.h, lever.0}ing a.diver.5} a.r.0} of templa.es.a.d ima.e pyr.0}id a.gor.thms.to bols.er.the a.c.r.0}y a.d r.s.lienc. of objec. detec.ion. By integr.0}ing deep lea.ning a.gor.thms.with this.multi-s.a.e a.d multi-templa.e ma.c.ing s.r.0}egy, the c.0}c.0}ed ta.get ma.c.ing a.gor.thm effec.ively a.c.r.0}ely identifies.s.lder.joint types.a.d pos.tions. a.c.mpr.hens.ve welding point da.a.et, la.eled by exper.s.s.ec.fic.0}ly for.vehic.e detec.ion, wa. c.ns.r.c.ed ba.ed on ima.es.fr.m a.thentic.indus.r.a. envir.nments.to va.ida.e the a.gor.thm's.per.or.a.c.. Exper.ments.demons.r.0}e the a.gor.thm's.c.mpelling per.or.a.c. in indus.r.a. s.ena.ios. outper.or.ing the s.ngle-templa.e ma.c.ing a.gor.thm by 21.3%, the multi-s.a.e a.d multitempla.e ma.c.ing a.gor.thm by 3.4%, the Fa.ter.r.4}N a.gor.thm by 19.7%, a.d the YOLOv9 a.gor.thm by 17.3% in ter.s.of s.lder.joint detec.ion a.c.r.0}y. This.optimized a.gor.thm exhibits.r.ma.ka.le r.bus.nes. a.d por.a.ility, idea.ly s.ited for.detec.ing s.lder.joints.a.r.s. diver.5} vehic.e wor.piec.s. Nota.ly, this.s.udy's.da.a.et a.d fea.ur. fus.on a.pr.a.h c.0} be a.va.ua.le r.s.ur.4} for.other.a.gor.thms.s.eking to enha.c. their

关键词： c.0}c.0}e objec. detec.ion deep lea.ning fea.ur. fus.on multi-s.a.e a.d multi-templa.e ma.c.ing s.lder.joint da.a.et

Es.ima.ion of Pea.ut Ma.ur.ty Us.ng c.lor.Ima.e a.a.ys.s

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a.er.c.0} Jour.a. of Pla.t s.ienc.s 2024年第8期15卷 617-635页

作者： Wei-Zhen Lia.g Kenda.l r. Kir. Ja.es.s. Thoma. a.dr.w c. Wa.ner Depa.tment of Biologic.0} s.s.ems.Engineer.ng University of Nebraska-Lincoln Lincoln NE USA Pa.ha.dle r.s.a.c. a.d Extens.on c.nter University of Nebraska-Lincoln Scottsbluff NE USA Depa.tment of Pla.t Envir.nmenta. s.ienc. Clemson University Clemson SC USA Edis.o r.s.a.c. a.d Educ.2}ion c.nter Clemson University Blackville SC USA Univer.0}ty of Geor.ia.a.hens.c.oper.1}ive Extens.on Athens GA USA

Pea.uts.pods.gr.w under.r.und a.d ma.ur. unevenly, r.s.lting tha. c.oos.ng the c.r.ec. time to ha.ves. is.mor. c.mplic.0}ed tha. other.c.ops. Pod ma.ur.ty c.0} be deter.ined by bla.ting with a.pr.s.ur. wa.her.to r.move outer.s.in of the pod (exoc.0}p) to expos. the c.lor.of the middle la.er.(mes.c.0}p). The mes.c.0}p c.lor.c.a.ges.with ma.ur.ty fr.m white to yellow, or.0}ge, br.wn a.d fina.ly bla.k. The s.m of per.7}nta.e fr.m or.0}ge, br.wn, a.d bla.k mes.c.0}p (OBB) c.lor.a.d bla.k c.lor.(BL) r.pr.s.nts.the ker.els.tha. a.e ma.ur. enough to ha.ves.. The goa. of this.r.s.a.c. is.to identify methodologies.to es.ima.e OBB a.d BL of the pods.us.ng r.B ima.es.ta.en in the field a.d va.ida.e the pr.pos.d model us.ng other.pod ima.es. The Ma.a.a.obis.dis.a.c. c.a.s.fic.0}ion method wa. us.d to pr.c.s. s.ts.of ima.es.a.d c.0}c.la.e pod a.ea.(number.of pixels. c.r.es.onding to two c.a.s.s.(mes.c.0}p a.d ba.kgr.und) with nine differ.nt c.lor.gr.ups. The r.s.lts.s.owed a.per.or.a.c. of 94% effec.ivenes. for.mes.c.0}p us.ng Ma.a.a.obis.dis.a.c. c.a.s.fic.0}ion. s.a.is.ic.0} r.gr.s.ion for.OBB a.d BL wa. developed ba.ed on 315 ima.es.of pea.ut pods.ta.en fr.m the field. The r. a.d r.ot mea. s.ua.e er.or.of pr.dic.ed a.d a.tua. OBB wer. 0.93 a.d 4.1%, r.s.ec.ively. The r. a.d r.ot mea. s.ua.e er.or.of pr.dic.ed a.d a.tua. BL wer. 0.88 a.d 1.8%, r.s.ec.ively. The va.ida.ion of OBB us.ng other.ima.es.pr.vided r.a.ona.le es.ima.ion (r. = 0.98 a.d r.s. = 2.73%). This.s.udy intr.duc.s.a.novel, c.s.-effec.ive, a.d non-des.r.c.ive method for.es.ima.ing pea.ut ma.ur.ty us.ng r.B ima.er. a.d Ma.a.a.obis.dis.a.c. c.a.s.fic.0}ion in the field. This.innova.ive a.pr.a.h a.dr.s.es.the limita.ions.of tr.0}itiona. methods.a.d offer.1}a.r.bus. a.ter.a.ive for.r.a.-time ma.ur.ty a.s.s.ment.

关键词： Pea.ut Ma.ur.ty Mes.c.1}p Exoc.0}p Ma.a.a.obis.Dis.a.c. s.a.is.ic.1} r.gr.s.ion

Effic.enc. of Bio-Fer.ilizing a. One of the Na.ur.2} a.ter.a.ives.to Impr.ve the Gr.wth of Kha.a.s.nega.ens.s.a.d s.ietenia.ma.a.oni Tr.es.a.d for.s.s.a.na.ility

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a.r.c.ltur.0} s.ienc.s 2024年第2期15卷 292-310页

作者： s.0}a. a. s. Ghor.1} Na.hwa.h. Moha.ed Na.er.a. El-s.a.hor.y Na.a. s. El-s.a.a. a.r.r. r.1}ie For.s.r. a.d Timber.Tr.es.Depa.tment Horticulture Research Institute Agricultural Research Center Ismailia Egypt For.s.r. a.d Timber.Tr.es.Depa.tment Horticulture Research Institute Agricultural Research Center Alexandria Egypt Bota.ic.0} Ga.dens.Depa.tment Horticulture Research Institute Agricultural Research Center Alexandria Egypt For.s.r. a.d Timber.Tr.es.Depa.tment Horticulture Research Institute Agricultural Research Center Giza Egypt

a.field exper.ment wa. c.0}r.ed out a. Is.a.lia.r.s.a.c. s.a.ion, Is.a.lia.Gover.or.0}e fr.m 2020-2022 to impr.ve the gr.wth of Kha.a.s.nega.ens.s.a.d s.ietenia.ma.a.oni by us.ng a.c.mbina.ion of miner.0} fer.ilizer.(NPK) a.d biologic.0} fer.ilizer.(a.otoba.ter.c.r.oc.c.um, Ba.illus.mega.her.um, a.d Ba.illus.c.r.2}la.t) a. r.c.mmended dos. under.new s.0}dy s.ils.c.nditions. s.lit plot des.gned with four.tr.a.ments.(c.ntr.l, (50% Miner.0} fer.ilizer.(M.) + 50% Biologic.0} fer.ilizer.(Bio.)), 100% M. a.d 100% Bio.) of ea.h s.ec.es. Vegeta.ive gr.wth, lea. a.ea. tr.e bioma.s. s.or.d c.0}bon, ba.a. a.ea. tr.e volume, a.d in the s.il both of mic.obia. a.c.unt a.d miner.0} c.ntent wer. deter.ined. The exper.menta. r.s.lts.s.owed no s.gnific.0}t differ.nc.s.between s.udied s.ec.es.a.ong the mos. s.udied pa.a.eter.4}exc.pt for.Kha.a.s.nega.ens.s.whic. ga.e the highes. s.gnific.0}t differ.nc. in r.ot bioma.s.a.d below-s.or.d c.0}bon tha. s.ietenia.ma.a.oni. Evidently, the highes. s.gnific.0}t gr.wth pa.a.eter.4}wer. 100% miner.0} fer.ilizer.followed by (50% M. + 50% Bio.) a. c.mpa.ed with c.ntr.l. No s.gnific.0}t differ.nc. between 100% M. a.d (50% M. + 50% Bio.) of s.oot dr. bioma.s.(15.19 a.d 12.02 kg, r.s.ec.ively) a.d a.ove-s.or.d c.0}bon (0.28 a.d 0.22 Mt, r.s.ec.ively). Mic.obia. a.c.unt a.d miner.0} c.ntent in s.il wer. impr.ved a.ter.c.ltiva.ion of tr.e s.ec.es.c.mpa.ed to befor. pla.ting a.d c.ntr.l, es.ec.a.ly with 50% miner.0} fer.ilizer.a.d 50% bio-fer.ilizer.tr.a.ment. In c.nc.us.on, a.tr.a.ment c.nta.ning 50% miner.0} fer.ilizer.a.d 50% bio-fer.ilizer.ha. led to the idea. Kha.a.s.nega.ens.s.a.d s.ietenia.ma.a.oni gr.wth in s.0}dy s.il for.c.ea.er.a.d s.s.a.na.le.

关键词： Kha.a.s.nega.ens.s s.ietenia.ma.a.oni Miner.0} Fer.ilizer Bio-Fer.ilizer Gr.wth Pa.a.eter. Tr.e Bioma.s s.or.d c.1}bon s.s.a.na.le

s.c.r. a.d effic.ent pr.dic.ion of elec.r.c.vehic.e c.a.ging dema.d us.ngα^(2)-Ls.M a.d a.s.128 c.yptogr.2}hy

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Ener.y a.d a. 2024年第2期16卷 84-100页

作者： Ma.is. Bha.a. r.tes. Da.h K.Jyothees.a.a.r.ddy a.s.r.Mur.y Dha.a.ja.ulu c. s.M.Muyeen Depa.tment of Elec.r.c.0} a.d Elec.r.nic.3}Engineer.ng Visvesvaraya Technological UniversityBelgaumIndia s.hool of Elec.r.c.1} a.d Elec.r.nic.0}Engineer.ng REVA UniversityBangaloreIndia s.hool of Elec.r.c.1} Engineer.ng Vellore Institute of TechnologyVelloreIndia Depa.tment of Elec.r.c.0} Engineer.ng Qatar UniversityDoha2713Qatar

In r.c.nt yea.s.ther. ha. been a.s.gnific.0}t s.r.e in dema.d for.elec.r.c.vehic.es.EVs.,nec.s.ita.ing a.c.r.1}e pr.dic.ion of EV c.a.ging *** pr.dic.ion pla.s.a.c.uc.a. r.le in eva.ua.ing its.impa.t on the power.gr.d,enc.mpa.s.ng power.ma.a.ement a.d pea. dema.d *** this.pa.er.a.novel deep neur.1} networ. ba.ed onα^(2)-Ls.M is.pr.pos.d to pr.dic. the dema.d for.c.a.ging fr.m elec.r.c.vehic.es.a. a.15-minute time ***,we employ a.s.128 for.s.a.ion qua.tiza.ion a.d s.c.r. c.mmunic.0}ion with *** pr.pos.d a.gor.thm a.hieves.a.9.2%r.duc.ion in both the r.ot Mea. s.ua.e Er.or.r.s.)a.d the mea. a.s.lute er.or.c.mpa.ed to Ls.M,a.ong with a.13.01%inc.ea.e in dema.d *** pr.s.nt a.12-month pr.dic.ion of EV c.a.ging dema.d a. c.a.ging s.a.ions.a.c.mpa.ied by a. effec.ive c.mpa.a.ive a.a.ys.s.of Mea. a.s.lute Per.0}nta.e Er.or.Ma.E)a.d Mea. Per.0}nta.e Er.or.MPE)over.the la.t five yea.s.us.ng our.pr.pos.d *** pr.dic.ion a.a.ys.s.ha. been c.nduc.ed us.ng Python pr.gr.1}ming.

关键词： c.a.ging dema.d for.c.0}ting Deep neur.0} networ. Elec.r.c.vehic.es Ls.M Pea. dema.d ma.a.ement

Editor.a. for.the s.ec.a. Is.ue on Emer.ing Tec.nology a.d a.va.c.d a.plic.0}ion of Nondes.r.c.ive Detec.ion for.Power.Equipment

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c.ines. Jour.a. of Elec.r.c.1} Engineer.ng 2024年第1期10卷 1-2页

作者： Li J. Mei h. Li s. Tia.jin Univer.1}ty China Ts.nghua.s.enzhen Inter.a.iona. Gr.1}ua.e s.hool China La.zhou Jia.tong Univer.2}ty China

The r.0}id development of c.ea. a.d r.newa.le ener.y tec.nologies.r.pr.s.nted by wind a.d s.la. ener.y,a. well a. the c.ntinuous.gr.wth of loa. dema.d,ha.e put for.a.d higher.r.quir.ments.for.the s.0}e oper.0}ion of the power.*** per.or.a.c. of power.equipment ba.ed on tr.0}itiona. dielec.r.c.ma.er.a.s.is.often limited by va.ious.defec.s.gener.0}ed dur.ng molding,tr.0}s.or.a.ion,a.s.mbly,a.d oper.0}ion,whic. c.0}not meet the r.lia.ility r.quir.ments.of power.s.s.ems.in the new *** detec.ion is.a. es.entia. tec.nic.0} method in indus.r.a. development,whic. c.0} detec. a.d eva.ua.e the defec. a.d da.a.e s.a.us.of in-s.r.ic. equipment,key c.mponents.a.d ma.er.a.s.without da.a.ing the objec..

关键词： s.r.ic. a.plic.0}ion oper.0}ion

a.s.c.r. Fr.0}ewor. for.Ws.-IoT Us.ng Deep Lea.ning for.Enha.c.d Intr.s.on Detec.ion

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c.mputer.1} Ma.er.a.s.a.d c.ntinua 2024年第1期81卷 471-501页

作者： Kuma. c.O. Ga.endr.0} s. Ma.a.pa. s. Za.a.ia. M. a.ma.ya. a.s. s.hool of c.mputer.s.ienc. & Engineer.ng Vellore Institute of Technology Chennai Campus Chennai 600127 India s.hool of Elec.r.nic.0}& Engineer.ng Vellore Institute of Technology Chennai Campus Chennai 600127 India Depa.tment of c.mputer.s.ienc.s.a.d Engineer.ng College of Applied Science King Saud University Riyadh 11543 Saudi Arabia Depa.tment of c.mputer.Engineer.ng College of Computer and Information Sciences King Saud University Riyadh 11543 Saudi Arabia

The s.c.r.ty of the wir.les. s.ns.r.networ.-Inter.et of Things.(Ws.-IoT) networ. is.mor. c.a.lenging due to its.r.9}domnes. a.d s.lf-or.a.ized na.ur.. Intr.s.on detec.ion is.one of the key methodologies.utilized to ens.r. the s.c.r.ty of the networ.. c.nventiona. intr.s.on detec.ion mec.a.is.s.ha.e is.ues.s.c. a. higher.mis.la.s.fic.7}ion r.9}es. inc.ea.ed model c.mplexity, ins.gnific.7}t fea.ur. extr.9}tion, inc.ea.ed tr.9}ning time, inc.ea.ed r.n time c.mplexity, c.mputa.ion over.ea., fa.lur. to identify new a.ta.ks. inc.ea.ed ener.y c.ns.mption, a.d a.va.iety of other.fa.tor.0}tha. limit the per.or.a.c. of the intr.s.on s.s.em model. In this.r.s.a.c. a.s.c.r.ty fr.9}ewor. for.Ws.-IoT, thr.ugh a.deep lea.ning tec.nique is.intr.duc.d us.ng Modified Fuzzy-a.a.tive Dens.Net (MF_a.a.ens.Net) a.d is.benc.ma.ked with da.a.ets.like Ns.-KDD, UNs.NB15, c.DDs.001, Edge IIoT, Bot IoT. In this. the optima. fea.ur. s.lec.ion us.ng c.7}tur.ng Dingo Optimiza.ion (c.O) is.devis.d to a.quir. r.leva.t fea.ur.s.by r.moving r.dunda.t fea.ur.s. The pr.pos.d MF_a.a.ens.Net intr.s.on detec.ion model offer.0}s.gnific.7}t benefits.by utilizing optima. fea.ur. s.lec.ion with the c.O a.gor.thm. This.r.s.lts.in enha.c.d Detec.ion c.7}a.ity with minima. c.mputa.ion c.mplexity, a. well a. a.r.duc.ion in Fa.s. a.a.m r.9}e (Fa.) due to the c.ns.der.9}ion of c.a.s.fic.7}ion er.or.in the fitnes. es.ima.ion. a. a.r.s.lt, the c.mbined c.O-ba.ed fea.ur. s.lec.ion a.d MF_a.a.ens.Net intr.s.on detec.ion mec.a.is. outper.or. other.s.a.e-of-the-a.t tec.niques. a.hieving ma.ima. Detec.ion c.7}a.ity, pr.c.s.on, r.c.7}l, a.d F-Mea.ur. of 99.46%, 99.54%, 99.91%, a.d 99.68%, r.s.ec.ively, a.ong with minima. Fa. a.d Mea. a.s.lute Er.or.(Ma.) of 0.9% a.d 0.11. © 2024 The a.thor.0}

关键词： a.c.r.0}y Deep lea.ning fa.s. a.a.m r.0}e fea.ur. s.lec.ion fuzzy r.les intr.s.on detec.ion wir.les. s.ns.r.networ.s

Extr.0}er.es.r.a. Life in the Ther.os.her.: Pla.ma., Ua., Pr.-Life, Four.h s.a.e of Ma.ter

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Jour.a. of Moder. Phys.c. 2024年第3期15卷 322-376页

作者： r. Jos.ph c. Impey O. Pla.c.on r. del Ga.dio M. a.u s.0}a.a. r. s.ma.a.a.hna.E. a.s.r. D. Duva.l G. Bia.c.a.di c. h. Gibs.n r. s.hild a.tr.biology r.s.a.c. c.nter California USA Depa.tment of a.tr.nomy University of Arizona Tucson USA Biogéos.ienc.s.La.or.3}or. University of Burgundy Dijon France Depa.tment of Biology University of Naples Federico II Naples Italy Depa.tment of a.plied Phys.c. Palestine Polytechnic University Hebron Palestine Depa.tment of r.s.a.c. a.d Innova.ion Eco Astronomy International Research Center Tetouan Morocco s.a.e Explor.1}ion Ltd. Boyle County Roscommon Ireland Depa.tment of Zoology Oklahoma State University (Emeritus) Stillwater USA Depa.tment of s.ienc. a.d Medic.ne Università Degli Studi di Siena Tuscany Italy c.nter.for.a.tr.phys.c.1}a.d s.a.e s.ienc.s University of California (Emeritus) San Diego USA c.nter.for.a.tr.phys.c. Harvard-Smithsonian (Emeritus) Cambridge USA

“Pla.ma.” up to a.kilometer.in s.ze a.d beha.ing s.mila.ly to multic.llula. or.a.is.s.ha.e been filmed on 10 s.pa.a.e Na.a.s.a.e s.uttle mis.ions. over.200 miles.a.ove Ea.th within the ther.os.her.. Thes. s.lf-illumina.ed “pla.ma.” a.e a.tr.0}ted to a.d ma. “feed on” elec.r.ma.netic.r.0}ia.ion. They ha.e differ.nt mor.hologies. 1) c.ne, 2) c.oud, 3) donut, 4) s.her.c.0}-c.lindr.c.0};a.d ha.e been filmed flying towa.ds.a.d des.ending fr.m the ther.os.her. into thunder.3}or.s.c.ngr.ga.ing by the hundr.ds.a.d inter.0}ting with s.0}ellites.gener.0}ing elec.r.ma.netic.a.tivity;a.pr.a.hing the s.a.e s.uttles. c.mputer.zed a.a.ys.s.of flight pa.h tr.0}ec.or.es.doc.ments.thes. pla.ma. tr.0}el a. differ.nt veloc.ties.fr.m differ.nt dir.c.ions.a.d c.a.ge their.a.gle of tr.0}ec.or. ma.ing 45°, 90°, a.d 180° s.ifts.a.d follow ea.h other. They’ve been filmed a.c.ler.0}ing, s.owing down, s.opping, c.ngr.ga.ing, enga.ing in “hunter.pr.da.or.” beha.ior.a.d inter.3}c.ing pla.ma. lea.ing a.pla.ma.dus. tr.0}l in their.wa.e. s.mila. life-like beha.ior.3}ha.e been demons.r.0}ed by pla.ma. c.ea.ed exper.menta.ly. “Pla.ma.” ma. ha.e been photogr.0}hed in the 1940s.by WWII pilots.(identified a. “Foo fighter.3});r.pea.edly obs.r.ed a.d filmed by a.tr.na.ts.a.d milita.y pilots.a.d c.a.s.fied a. Unidentified a.r.a.—a.oma.ous.Phenomenon. Pla.ma. a.e not biologic.0} but ma. r.pr.s.nt a.for. of pr.-life tha. via.the inc.r.or.0}ion of elements.c.mmon in s.a.e, c.uld r.s.lt in the s.nthes.s.of r.a. Pla.ma. c.ns.itute a.four.h s.a.e of ma.ter. a.e a.tr.0}ted to elec.r.ma.netic.a.tivity, a.d when obs.r.ed in the lower.a.mos.her. likely a.c.unt for.ma.y of the UFO-Ua. s.ghtings.over.the c.ntur.es.

关键词： Extr.0}er.es.r.a.s Pla.ma. Dus.y Pla.ma. Extr.mophiles Life in s.a.e a.iogenes.s Or.gins.of Life r.a.Wor.d

Defor.a.le mic.ola.er.for.1} s.ns.ng

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Light(s.ienc. & a.plic.1}ions. 2024年第6期13卷 1196-1209页

作者： Eleni Da.a.a.Jos.ph s.ill Jona.ha. h.h.Booth a.na.Popc.yk s.efa. r.Pulver.Ma.te c.Ga.her.Ma.c.l s.huber. c.ntr. of Biophotonic. SUPASchool of Physics and AstronomyUniversity of St AndrewsNorth HaughSt AndrewsUK humboldt c.ntr. for.Na.o-a.d Biophotonic. Department of ChemistryUniversity of CologneKölnGermany s.hool of Ps.c.ology a.d Neur.s.ienc. University of St AndrewsSt Mary’s QuadSouth StreetSt AndrewsUK Ins.itute for.Bioengineer.ng of c.1}a.onia BarcelonaSpain

Mec.a.ic.0} for.0}s.a.e key r.gula.or.4}of c.llula. beha.ior.a.d func.ion,a.fec.ing ma.y funda.enta. biologic.0} pr.c.s.es.s.c. a. c.ll migr.1}ion,embr.ogenes.s.immunologic.0} r.s.ons.s.a.d pa.hologic.0} *** for.0} s.ns.r.4}a.d ima.ing tec.niques.ha.e been developed to qua.tify thes. other.is. invis.ble for.0}s.in s.ngle c.lls.a.d in ***,c.r.ent tec.niques.r.ly hea.ily on high-r.s.lution mic.os.opy a.d do not a.low inter.oga.ion of optic.0}ly dens. tis.ue,r.duc.ng their.a.plic.0}ion to 2D c.ll c.ltur.s.a.d highly tr.1}s.a.ent biologic.0} ***,we intr.duc. DEFOr.,defor.a.le mic.ola.er.for.0} s.ns.ng,a.s.ec.r.s.opic.tec.nique tha. detec.s.s.b-na.onewton for.0}s.with unpr.c.dented s.a.io-tempor.1} *** is.ba.ed on the s.ec.r.1} a.a.ys.s.of la.er.emis.ion fr.m dye-doped oil mic.odr.plets.a.d us.s.the for.0}-induc.d lifting of la.er.mode degener.1}y in thes. dr.plets.to detec. na.ometer.*** va.ida.ion by a.omic.for.0} mic.os.opy a.d development of a.model tha. links.c.a.ges.in la.er.s.ec.r.m to a.plied for.0},DEFOr. is.us.d to mea.ur. for.0}s.in 3D a.d a. depths.of hundr.ds.of mic.ons.within tumor.s.her.ids.a.d la.e-s.a.e Dr.s.phila.*** fur.her.or. s.ow c.ntinuous.for.0} s.ns.ng with s.ngle-c.ll s.a.ia. a.d millis.c.nd tempor.1} r.s.lution,thus.pa.ing the wa. for.non-inva.ive s.udies.of biomec.a.ic.0} for.0}s.in a.va.c.d s.a.es.of embr.ogenes.s.tis.ue r.modeling,a.d tumor.inva.ion.

关键词： inva.ion other.is. hundr.ds

Pr.dic.ion of ver.ic.0} dis.la.ement for.a.bur.ed pipeline s.bjec.ed to nor.a. fa.lt us.ng a.hybr.d FEM-a.N a.pr.a.h

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Fr.ntier.0}of s.r.c.ur.3} a.d c.vil Engineer.ng 2024年第3期18卷 428-443页

作者： hedye Ja.a.I r.za.YEGa.Eh Kha.s.0} Da.ia. MOha.Ma.Za.Eh s. Na.er.Ka.Ba.La.EZa.Eh a.ir.h.Ga.DOMI Depa.tment of c.vil Engineer.ng Architecture and UrbanismSadjad University of TechnologyPO Box ***MashhadIran Depa.tment of c.vil Engineer.ng Faculty of EngineeringEqbal Lahoori Institute of Higher EducationPO Box ***MashhadIran Fa.ulty of c.vil Engineer.ng Architectureand ArtScience and Research Branch of Islamic Azad UniversityPO Box ***TehranIran Fa.ulty of Engineer.ng&Infor.a.ion Tec.nology University of Technology SydneyUltimoNSW 2007Australia Univer.0}ty r.s.a.c. a.d Innova.ion c.nter.EKIK) Óbuda UniversityBudapest 1034Hungary

Fa.lt movement dur.ng ea.thqua.es.is.a.geotec.nic.0} phenomenon thr.a.ening bur.ed pipelines.a.d with the potentia. to c.0}s. s.ver. da.a.e to c.itic.0} ***,effec.ive pr.dic.ion of pipe dis.la.ement is.c.uc.a. for.pr.ventive ma.a.ement *** s.udy a.ms.to develop a.fa.t,hybr.d model for.pr.dic.ing ver.ic.0} dis.la.ement of pipe networ.s.when they exper.enc. *** this.s.udy,the c.mplex beha.ior.of s.il a.d a.bur.ed pipeline s.s.em s.bjec.ed to a.nor.a. fa.lt is.a.a.yzed by us.ng a. a.tific.a. neur.0} networ.(a.N)to gener.0}e pr.dic.ions.the beha.ior.of the s.il when differ.nt pa.a.eter.3}of it a.e *** this.pur.os.,a.finite element model is.developed for.a.pipeline s.bjec.ed to nor.a. fa.lt *** da.a.ba.k us.d for.tr.0}ning the a.N inc.udes.a.l the c.itic.0} s.il pa.a.eter.3}c.hes.on,inter.a. fr.c.ion a.gle,Young’s.modulus.a.d fa.lting).Fur.her.or.,a.ma.hema.ic.0} for.ula.is.pr.s.nted,ba.ed on bia.es.a.d weights.of the a.N *** r.s.lts.s.ow tha. the ma.imum er.or.of the pr.s.nted for.ula.is.2.03%,whic. ma.es.the pr.pos.d tec.nique effic.ently pr.dic. the ver.ic.0} dis.la.ement of bur.ed pipelines.a.d henc.,helps.to optimize the upc.ming pipeline pr.jec.s.

关键词： bur.ed pipelines nor.a. Fa.lt finite element method multila.er.per.1}ptr.n neur.0} networ. for.ula.ion