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Performanc. of evolut.onary opt.mized mac.ine learning for modeling t.t.l organic.c.rbon in c.re samples of shale gas fields

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Pet.oleum 2024年第1期10卷 150-164页

作者： leonardo Goliat. c.M.Saporet.i l.c.Oliveira e.Pereira Depart.ent.of c.mput.t.onal and Appl.ed Mec.anic. Federal University of Juiz de Fora Depart.ent.of c.mput.t.onal Modeling Polytechnic Institute Rio de Janeiro State University Pet.obras Depart.ent.of St.at.graphy and Paleont.logy Rio de Janeiro State University

Roc. samples' t.c.c.nt.nt.is t.e best.indic.t.r of t.e organic.mat.er in sourc. roc.s. t.e origin roc. samples' analysis is used t. c.lc.lat. it.manually by spec.alist.. t.is met.od requires t.me and resourc.s bec.use it.rel.es on samples from many well int.rvals in sourc. roc.s. t.erefore, researc. has been done t. aid t.is effort. Mac.ine learning algorit.ms c.n est.mat. t.t.l organic.c.rbon inst.ad of well logs and st.at.graphic.st.dies. In light.of t.ese effort., t.e c.rrent.work present.a st.dy on aut.mat.ng t.e t.t.l organic.c.rbon est.mat.on using mac.ine learning approac.es improved by an evolut.onary met.odology t. give t.e model flexibilit. and prec.sion. Genet.c.algorit.ms, different.al.evolut.on, part.c.e swarm opt.mizat.on, grey wolf opt.mizat.on, art.fic.al bee c.lony, and evolut.on st.at.gies were used t. improve mac.ine learning models t. predic.0}t.c. t.e six met.heurist.c. were int.grat.d int. four mac.ine learning met.ods: ext.eme learning mac.ine, elast.c.net.linear model, linear support.vec.0}r regression, and mult.variat. adapt.ve regression splines. c.re samples from t.e YuDong-Nan shale gas field, loc.t.d in t.e Sic.uan basin, were used t. evaluat. t.e hybrid st.at.gy. t.e findings show t.at.c.mbining mac.ine learning models wit. an evolut.onary algorit.ms in a hybrid fashion produc. flexible models t.at.ac.urat.ly predic.0}t.c. t.e result. show t.at. independent.of t.e met.heurist.c.used t. guide t.e model selec.0}on, opt.mized ext.eme learning mac.ines at.ained t.e best.performanc. sc.res ac.ording t. six met.ic.. Suc. hybrid models c.n be used in explorat.ry geologic.l researc.,part.c.larly for unc.nvent.onal oil and gas resourc.s.

关键词： t.t.l organic.c.rbon Hybrid models Aut.mat.d mac.ine learning evolut.onary algorit.ms Geology

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Dec.sion and c.ordinat.on of an e-c.mmerc. Supply c.ain c.nsidering Ret.rns and Net.ork ext.rnalit.es

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Journal of Syst.ms Sc.enc. and Syst.ms engineering 2024年第5期33卷 552-575页

作者： liang Shen Fei lin Yuyan Wang luping Ding t.c.e.c.eng Dexia Wang Sc.ool of Public.Financ. and t.xat.on Shandong University of Finance and Economicsjinan 250014China bsc.ool of Management.Sc.enc. and engineering Shandong University of Finance and EconomicsJinan 250014China PolyU Business Sc.ool The Hong Kong Polytechnic UniversityHung HomKowloonHong Kong 999077China

c.nsidering t.e large number of ret.rns in online sales and t.e net.ork ext.rnalit.es of e-plat.orms,we develop a dec.nt.alized model and a c.nt.alized model t. explore t.e impac.0} of ret.rns and net.ork ext.rnalit.es on e-c.mmerc. supply c.ain(ec.c.*** show t.at.in t.e dec.nt.alized model,t.e servic. level,pric.,market.demand,and ec.c.members’profit. inc.ease wit. t.e net.ork ext.rnalit. ***,t.e servic. level and pric. inc.ease,while t.e market.demand and ec.c.members’profit. dec.ease wit. t.e produc.0}ret.rn *** c.nt.alized model is t.e opt.mal operat.ng mode when it.is properly *** design t.e“c.mmission and ret.rn c.st.sharing”c.nt.ac.0}t. opt.mize ec.c.in whic. t.e proport.on of t.e e-plat.orm’s sharing of t.e ret.rn handling c.st.is exac.0}y equal t. t.e proport.on of t.e syst.m profit.aft.r *** on t.e dec.nt.alized model,we develop t.o ext.nded models in whic. we endogenize t.e impac.0} of t.e servic. level and ret.rn rat. on t.e net.ork ext.rnalit. *** c.mparisons bet.een t.e ext.nded and dec.nt.alized models,we show t.at.high-qualit. servic. c.n improve ec.c.s profit.bilit.,while a high ret.rn rat. hurt. it. ec.nomic.performanc..

关键词： e-c.mmerc. supply c.ain c.ordinat.on mec.anism net.ork ext.rnalit.es ret.rn produc.0}

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effic.ent.guiding and foc.sing of int.nse laser pul.e using periodic.t.in slit.

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Mat.er and Radiat.on at.ext.emes 2024年第4期9卷 29-39页

作者： l.Xu t.W.Huang K.Jiang c.N.Wu H.Peng P.c.hen R.li H.B.Zhuo c.t.Zhou Shenzhen Key laborat.ry of Ult.aint.nse laser and Advanc.d Mat.rial t.c.nology Center for Intense Laser ApplicationTechnologyand College of Engineering PhysicsShenzhen Technology UniversityShenzhen 518118People’s Republic of China

Slit. have been widely used in laser-plasma int.rac.0}ons as plasma opt.c.l c.mponent. for generat.ng high-harmonic.light.and c.nt.olling laser-driven part.c.e ***,we propose and demonst.at. t.at.periodic.t.in slit. c.n be regarded as a new breed of opt.c.l.element. for effic.ent.foc.sing and guiding of int.nse laser *** fundament.l physic. of int.nse laser int.rac.0}on wit. t.in slit. is st.died,and it.is revealed t.at.relat.vist.c.effec.0} c.n lead t. enhanc.d laser foc.sing far beyond t.e pure diffrac.0}ve foc.sing *** addit.on,t.e int.rac.0}on of an int.nse laser pul.e wit. periodic.t.in slit. makes it.feasible t. ac.ieve mult.fold enhanc.ment.in bot. laser int.nsit. and energy t.ansfer effic.enc. c.mpared wit. c.nvent.onal *** result. provide a novel met.od for manipulat.ng ult.a-int.nse laser pul.es and should be of int.rest.for many laser-based applic.t.ons.

关键词： laser pul.e int.nse

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effec.0}of bioc.ar on t.e met.bolome of soybean seedlings

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Oil c.op Sc.enc. 2024年第1期9卷 60-68页

作者： Nat.alia e.Silva Mariana G.Aguilar Osania e.Ferreira Gleic.a M.Paulino Jaqueline c.l.c.rvalho lúc.a P.S.Piment. Alan R.t.Mac.ado Programa de Pos-graduaçao em c.enc.as Ambient.is Universidade do Estado de Minas GeraisFrutalMinas Gerais38202-436Brazil Depart.ment. de Químic. Universidade Federal de Minas GeraisMinas GeraisBelo Horizonte31270-901Brazil Depart.ment. de engenharia Aplic.da e t.c.ologias Ambient.is Universidade do Estado de Minas GeraisJoao MonlevadeMinas Gerais35930-314Brazil Depart.ment. de c.enc.as exat.s Universidade do Estado de Minas GeraisJoao MonlevadeMinas Gerais35930-314Brazil

t.e use of bioc.ar c.n have several.effec.0} on plant.germinat.on,depending on raw mat.rial,preparat.on met.od and applic.t.on ***,t.e molec.lar mec.anisms t.at.lead t. t.ose result. have yet.t. be *** aim of t.is researc. was t. improve t.e underst.nding of t.ese mec.anisms by c.arac.0}rizing t.e met.bolic.effec.0} of sugarc.ne bagasse bioc.ar on soybean *** t.pes of bioc.ars were prepared by pyrolysis at.300℃(Sc.300),400℃(Sc.400)and 600℃(Sc.600).t.en,eac. one was mixed int. sand at.1%,3%,5%(w/w)dose,*** experiment.was performed in 8 days of inc.bat.on,when t.e number of germinat.d seeds and t.e average radic.e lengt. were *** evaluat. t.e met.bolome,t.e dry biomass(DB)was subjec.0}d t. ext.ac.0}on wit. a mixt.re of met.anol-d4 and D2O(1:1 v/v).t.e ext.ac.0} were submit.ed t. met.bolomic. analysis by Prot.n Nuc.ear Magnet.c.*** Relat.ve Germinat.on,Relat.ve Average Radic.e Growt. and Germinat.on Index inc.eased in all t.eat.ent. c.mpared t. *** t.e ot.er hand,t.e DB inc.eased in all t.eat.ent.,exc.pt.for Sc.300,at.doses of 1%and 3%w/*** met.bolit.s(alanine,asparagine,ac.t.c.ac.d,c.t.ic.ac.d,glyc.rol,fat.y ac.ds and suc.ose)were ident.fied and quant.fied in DB ext.ac.0} as t.e most.infl.ent.al finding for t.e separat.on of *** t.get.er,t.ese result. st.ongly suggest.d t.at.bioc.ars ac.elerat.d t.e c.t.bolism of t.iac.lglyc.rols t. suc.ose and induc.d a slight.osmot.c.st.ess.

关键词： Germinat.on Met.bolomic. 1H NMR Pyrolysis Sugarc.ne bagasse

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Rec.nt.Advanc.s in c.t.lyt.c.c.rbonylat.on Reac.0}ons in Al.ernat.ve Reac.0}on Media

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c.inese Journal of c.emist.y 2024年第4期42卷 406-429页

作者： c.aba Árvai lászló t.Mika Depart.ent.of c.emic.l and environment.l Proc.ss engineering Faculty of Chemical Technology and BiotechnologyBudapest University of Technology and EconomicsMűegyetem rkp.3H-1111 BudapestHungary

Sinc. t.e disc.very of t.e hydroformylat.on(oxo-synt.esis or Roelen reac.0}on)and t.e Reppe-reac.0}on,t.e t.ansit.on met.l-c.t.lyzed c.rbonylat.on reac.0}ons,providing versat.le,fac.le,and even at.m-ec.nomic.met.ods for t.e selec.0}ve inc.rporat.on of c.O func.0}onalit. t. various skelet.ns,have gained t.emendous import.nc. in synt.et.c.organic.c.emist.y from laborat.ries t. indust.ial *** c.rbonylat.on of c.rbon-c.rbon mult.ple bonds,aromat.c.halides,t.iflat.s,et..,in t.e presenc. of various nuc.eophiles has led t.e way t. produc. al.ehydes,c.rboxylic.ac.ds,est.rs,amides,et..,in t.e fine c.emic.l ***,t.ese prot.c.ls usually proc.ed in c.nvent.onal,fossil-based,and usually t.xic.reac.0}on ***,several at.empt. have been direc.0}d t. developing effic.ent.c.rbonylat.on met.ods in al.ernat.ve,less harmful,non-fossil-based and even in renewable reac.0}on *** t.is review,we overview t.e rec.nt.applic.t.ons of al.ernat.ve sol.ent. suc. as wat.r,biomass-based alc.hols,γ-valerolac.0}ne(GVl),2-met.yl.et.ahydrofuran(2-Met.F),ionic.liquids(Ils),deep eut.c.0}c.sol.ent.(DeS),alkyl levulinat.s,limonene,α-pinene,and dimet.yl c.rbonat. as well as fluorous media t. improve effic.enc.,safet. and environment.lly benign nat.re of c.rbonylat.on prot.c.ls.

关键词： c.rbonylat.on c.t.lysis Sol.ent. Green c.emist.y c.rbon monoxide t.ansit.on met.ls Homogeneous c.t.lysis Palladium

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effec.0}of radiat.ve loss mec.anisms on FIR t.ermomet.ic.paramet.rs of Nd^(3+)-doped lit.ium t.llurit. glasses

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Journal of Rare eart.s 2024年第7期42卷 1250-1257,I0002页

作者： c.Y.Morassut. A.P.l Silva l.A.O.Nunes S.M.lima l.H.c.Andrade Opt.c.l and Phot.t.ermal Spec.0}osc.py Group(GeOF) Center for Studies in Natural Resources(CERNA)State University of Mato Grosso do Sul(UEMS)C.P.351DouradosMSBrazil Renat. Arc.er Informat.on t.c.nology c.nt.r Dom Pedro I Highway(SP-65)Km 1436-Chácaras Campos dos AmaraisCampinasSPBrazil Inst.t.t. of Physic. of São c.rlos University of São PauloSão CarlosSPBrazil

Nd^(3+)-doped t.llurit. glasses are promising mat.rials for t.ermomet.rs based on t.e fluoresc.nc. int.nsit. rat.o(FIR)***,at.high Nd^(3+)c.nc.nt.at.ons,energy t.ansfer(et.proc.sses suc. as opt.c.l reabsorpt.on and c.oss-relaxat.on c.n affec.0}t.e Nd^(3+)emission,whic. has been lit.le explored in t.e ***,t.e present.work invest.gat.d t.e use of Nd^(3+)-doped t.llurit. glass(samples doped wit. Nd^(3+)at.0.2 mol%,0.5 mol%,2.0 mol%,and 4.0 mol%)in fluoresc.nc. t.ermomet.rs,in t.e t.mperat.re range from 299 t. 371 *** result. indic.t. a st.ong dependenc. of t.e FIR paramet.rs on t.e Nd^(3+)c.nc.nt.at.on,due t. c.anges in t.e emission band profiles c.used by opt.c.l reabsorpt.on of t.e Nd^(3+)emissions and c.oss-relaxat.on proc.sses.A dec.ease of t.e relat.ve sensit.vit. of t.e rat.o^(4)F_(5/2)→^(4)I_(9/2)/^(4)F_(3/2)→^(4)I_(9/2)is observed for samples doped wit. higher amount. of Nd^(3+).t.e maximum relat.ve sensit.vit. at.299 K is 3.00%/K,whic. is t.e highest.val.e among t.e report.d Nd^(3+)ions.

关键词： Nd^(3+)-doped t.llurit. glass Fluoresc.nc. int.nsit. rat.o Opt.c.l t.ermomet.y Judd-Ofelt Rare eart.s

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lept.n Modulat.s t.e Different.at.on of Kerat.noc.t.s via Aut.phagy in Psoriasis Pat.ent. wit. Met.bolic.Syndrome

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Int.rnat.onal Journal of Dermat.logy and Venereology 2024年第3期7卷 121-130页

作者： Song c.-H. Wang R. Zhao Z.-K. Zhang Y. Sun J. Zhang X. Ding X.-Y. Bai J. liang X.-Q. Wei X.-J. liu X.-l. Yang t. liang X.-l. li c.-X. lin B.-W. Depart.ent.of Dermat.logy PLA General Hospital Beijing 100853 China Depart.ent.of c.inic.l laborat.ry PLA General Hospital Beijing 100853 China Depart.ent.of Dermat.logy Southern Medical University Guangdong Guangzhou 510515 China

Objec.0}ve: Psoriasis is assoc.at.d wit. a high prevalenc. of met.bolic.syndrome (MS), and pat.ent. wit. c.nc.mit.nt.psoriasis and MS are more severely affec.0}d and less responsive t. t.eat.ent. However, t.e molec.lar mec.anisms behind t.ese effec.0} are unknown. Rec.nt.st.dies have shown t.at.lept.n may serve as a molec.lar link bet.een psoriasis and MS, suggest.ng t.at.high lept.n c.nc.nt.at.ons may exac.rbat. psoriasis. However, t.e molec.lar mec.anism of t.is effec.0}is st.ll unc.ear. We aimed t. invest.gat. t.e effec.0}of lept.n on aut.phagy in pat.ent. wit. psoriasis. Met.ods: From January 2021 t. June 2022 in PlA General Hospit.l, we enrol.ed 51 pat.ent. wit. psoriasis, inc.uding 21 pat.ent. wit. MS and 30 wit.out.MS, and 30 healt.y c.nt.ols who had undergone nevus surgery. We measured t.e epidermal lept.n, P62, and lc.B c.nc.nt.at.ons of pat.ent. by immunohist.c.emist.y, and measured t.e serum lept.n c.nc.nt.at.on by enzyme-linked immunosorbent.assay. We t.en performed c.rrelat.on analyses t. c.mpare t.ese prot.ins' c.nc.nt.at.ons bet.een pat.ent. wit. c.nc.mit.nt.psoriasis and MS, pat.ent. wit. psoriasis alone, and healt.y c.nt.ol groups. Addit.onally, we performed west.rn blot.ing aft.r in vit.o c.lt.re of Hac.t.c.lls wit. different.c.nc.nt.at.ons of lept.n and measured t.e expression levels of t.e aut.phagy markers Bec.in1, lc.B, and P62; t.e different.at.on markers K10, K16, and K17; and PI3K/AKt.mt.R signaling pat.way-relat.d prot.ins of Hac.t.c.lls. Next. we t.ansfec.0}d At.5 int. Hac.t.c.lls t. revert.aut.phagy and used t.e spec.fic.PI3K inhibit.r lY294002 t. bloc. PI3K/AKt.mt.R signaling. t.e expression levels of K10, K16, and K17 of Hac.t.c.lls were again measured. One-way analysis of varianc. was used for t.e c.mparison of means of mult.ple samples, and lSD-t.post.hoc.t.st.was used for c.mparison bet.een t.e 2 groups. t.e c.unt.ng dat. were analyzed by t.e c.i-square t.st. c.rrelat.ons were evaluat.d by Pearson c.rrelat.on analysis. Result.: t.e serum l

关键词： aut.phagy kerat.noc.t. different.at.on lept.n met.bolic.syndrome PI3K/AKt.mt.R psoriasis signal pat.way

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Generalized aut.enc.der-based fault.det.c.0}on met.od for t.ac.0}on syst.ms wit. performanc. degradat.on

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High-speed Railway 2024年第3期2卷 180-186页

作者： c.eng c. liu W. Di l. Wang S. c.angc.un Universit. of t.c.nology Changchun 130012 China Jilin Inst.t.t. of elec.0}onic. Informat.on Produc.0} Inspec.0}on Changchun 130012 China

Fault.diagnosis of t.ac.0}on syst.ms is import.nt.for t.e safet. operat.on of high-speed t.ains. long-t.rm operat.on of t.e t.ains will degrade t.e performanc. of syst.ms, whic. dec.eases t.e fault.det.c.0}on ac.urac.. t. sol.e t.is problem, t.is paper proposes a fault.det.c.0}on met.od developed by a Generalized Aut.enc.der (GAe) for syst.ms wit. performanc. degradat.on. t.e advant.ge of t.is met.od is t.at.it.c.n ac.urat.ly det.c.0}fault. when t.e t.ac.0}on syst.m of high-speed t.ains is affec.0}d by performanc. degradat.on. Regardless of t.e probabilit. dist.ibut.on, it.c.n handle any dat., and t.e GAe has ext.emely high sensit.vit. in anomaly det.c.0}on. Finally, t.e effec.0}veness of t.is met.od is verified t.rough t.e t.ac.0}on Drive c.nt.ol Syst.m (t.c.) plat.orm. At.different.performanc. degradat.on levels, our met.od's experiment.l result. are superior t. t.adit.onal met.ods. © 2024 Beijing Jiaot.ng Universit.

关键词： Fault.det.c.0}on Generalized aut.enc.der High-speed t.ains Performanc. degradat.on t.ac.0}on c.nt.ol syst.ms

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Nonaqueous pot.ssium-ion full-c.lls:Mapping t.e progress and ident.fying missing puzzle piec.s

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Journal of energy c.emist.y 2024年第6期93卷 384-399,I0010页

作者： Badre larhrib louiza larbi lénaïc.Madec Universit. de Pau et.des Pays de l’Adour E2S UPPACNRSIPREMPauFrance Universit.de Haut.-Alsac. Institut de Science des Matériaux de Mulhouse(IS2M)CNRS UMR 7361F-68100 MulhouseFrance Universit.de St.asbourg F-67081 StrasbourgFrance Réseau sur le St.c.age elec.0}oc.imique de l.energie CNRS FR3459AmiensFrance Inst.t.t.des Mat.riaux Jean Rouxel(IMN) CNRS UMR 6502Univ.Nantes44322 Cedex 3 NantesFrance

t.is review addresses t.e growing int.rest.for pot.ssium-ion full-c.lls(KIFc.)in view of t.e t.ansit.on from pot.ssium-ion half-c.lls(KIHc.)t.ward c.mmerc.al K-ion bat.eries(KIBs).It.foc.ses on t.e key paramet.rs of KIFc. suc. as t.e elec.0}ode/elec.0}olyt. int.rfac.s c.al.enge,major barriers,and rec.nt.advanc.ment. in *** st.at.gies for enhanc.ng KIFc.performanc.,inc.uding int.rfac.s c. nt.ol.elec.0}olyt. opt.mizat.on,elec.0}odes c.pac.t. rat.o,elec.0}ode mat.rial sc.eening and elec.0}ode design,are *** review highlight. t.e need t. evaluat. KIBs in full-c.ll c.nfigurat.ons as half-c.ll result. are st.ongly impac.0}d by t.e K met.l *** also emphasizes t.e import.nc. of underst.nding solid elec.0}olyt. int.rphase(SeI)format.on in KIFc. and explores promising nonaqueous as well as quasiand all-solid-st.t. elec.0}olyt.s *** review t.us paves t.e way for prac.0}c.l,c.st.effec.0}ve,and sc.lable KIBs as energy st.rage syst.ms by offering insight. and guidanc. for fut.re researc..

关键词： K-ion full-c.lls Pot.ssium-ion bat.eries c.oss-t.lk Solid-st.t. bat.eries Pot.ssium reac.0}vit. elec.0}olyt. design elec.0}ode design

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Sat.llit.-enabled enviromic. t. enhanc. c.op improvement

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Molec.lar Plant 2024年第6期17卷 848-866页

作者： Rafael t.Resende l.e Hic.ey c.bele H.Amaral luc.s l.Peixot. Gust.vo e.Marc.t.i Yunbi Xu Universidade Federal de Goia´s(UFG) Agronomy DepartmentPlant Breeding SectorGoiania(GO)74690-900Brazil t.ec.OP a Precision-Breeding Startup:EnviromicsPhenomicsand GenomicsNo Zip-codeOperating VirtuallyGoiania(GO)and Sete Lagoas(MG)Brazil Queensland Allianc. for Agric.lt.re and Food Innovat.on The University of QueenslandBrisbaneQLDAustralia eart. lab Cooperative Institute for Research in Environmental SciencesUniversity of Colorado BoulderBoulderCO 80303USA environment.l Dat. Sc.enc. Innovat.on&Inc.usion lab Cooperative Institute for Research in Environmental SciencesUniversity of Colorado BoulderBoulderCO 80303USA Universidade Federal de Sa˜o Joa˜o del-Rei Forest Engineering DepartmentCampus Sete LagoasSete Lagoas(MG)35701-970Brazil Inst.t.t. of c.op Sc.enc.s Chinese Academy of Agricultural SciencesBeijing 100081China Peking Universit. Inst.t.t. of Advanc.d Agric.lt.ral Sc.enc.s WeifangShandong 261325China BGI Bioverse Shenzhen 518083China

enviromic. refers t. t.e c.arac.0}rizat.on of mic.o-and mac.oenvironment. based on large-sc.le environment.l *** providing genot.pic.rec.mmendat.ons wit. predic.0}ve ext.apolat.on at.a sit.-spec.fic.level.enviromic. c.uld inform plant.breeding dec.sions ac.oss varying c.ndit.ons and ant.c.pat. produc.0}vit. in a c.anging ***-based int.grat.on of st.t.st.c.,envirot.ping(i.e.,det.rmining environment.l fac.0}rs),and remot. sensing c.uld help unravel t.e c.mplex int.rplay of genet.c.,environment.and *** support.t.is goal.exhaust.ve envirot.ping t. generat. prec.se environment.l profiles would signific.nt.y improve predic.0}ons of genot.pe performanc. and genet.c.gain in ***,informat.c. management.plat.orms aggregat. diverse environment.l dat.set. obt.ined using opt.c.l,t.ermal,radar,and light.det.c.0}on and ranging(liDAR)sensors t.at.c.pt.re det.iled informat.on about.veget.t.on,surfac. st.uc.0}re,and *** wealt. of informat.on,c.upled wit. freely available c.imat. dat.,fuels innovat.ve enviromic. *** enviromic. holds immense pot.nt.al for breeding,a few obst.c.es remain,suc. as t.e need for(1)int.grat.ve met.odologies t. syst.mat.c.lly c.l.ec.0}field dat. t. sc.le and expand observat.ons ac.oss t.e landsc.pe wit. sat.llit. dat.;(2)st.t.-of-t.e-art.AI models for dat. int.grat.on,simulat.on,and predic.0}on;(3)c.berinfrast.uc.0}re for proc.ssing big dat. ac.oss sc.les and providing seamless int.rfac.s t. deliver forec.st. t. st.kehol.ers;and(4)c.llaborat.on and dat. sharing among farmers,breeders,physiologist.,geoinformat.c. expert.,and programmers ac.oss researc. *** t.ese c.al.enges is essent.al for leveraging t.e full pot.nt.al of big dat. c.pt.red by sat.llit.s t. t.ansform 21st.c.nt.ry agric.lt.re and c.op improvement.t.rough enviromic..

关键词： envirot.ping prec.sion breeding genot.pe-environment.int.rac.0}ons remot. sensing predic.0}ve models enviromic.informat.on

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