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Energy management.of buildings wit. energy st.rage and solar phot.volt.ic:A diversit. in experience approach for deep reinforcement.learning agent.

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Energy and AI 2024年第1期15卷 1-14页

作者： Akht.r hussain Pet. Musilek Depart.ent.of Elect.ical and Comput.r Engineering University of AlbertaEdmontonT6G 2G2ABCanada Depart.ent.of Applied Cybernet.cs University of Hradec Králové50003Hradec KrálovéCzech Republic

Deep reinforcement.learning(DRL)is a suit.ble approach t. handle uncert.int. in managing t.e energy consumpt.on of buildings wit. energy st.rage ***,DRL agent. are t.ained by randomly select.ng samples from a dat. set.which can result.in overexposure t. some dat. cat.gories and under/no exposure t. ot.er dat. ***,t.e t.ained model may be biased t.wards some dat. groups and underperform(provide subopt.mal result.)for dat. groups t. which it.was less *** address t.is issue,diversit. in experience-based DRL agent.t.aining framework is proposed in t.is *** approach ensures t.e exposure of agent. t. all t.pes of *** proposed framework is implement.d in t.o *** t.e first.st.p,raw dat. are grouped int. different.clust.rs using t.e K-means clust.ring *** clust.red dat. is t.en arranged by st.cking t.e dat. of one clust.r on t.p of *** t.e second st.p,a select.on algorit.m is proposed t. select.dat. from each clust.r t. t.ain t.e DRL *** frequency of select.on from each clust.r is in proport.on t. t.e number of dat. point. in t.at.clust.r and t.erefore named t.e proport.onal select.on *** analyze t.e performance of t.e proposed approach and compare t.e result. wit. t.e convent.onal random select.on met.od,t.o indices are proposed in t.is st.dy:t.e flat.ess index and t.e divergence *** model is t.ained using different.dat. set.(1-year,3-year,and 5-year)and also wit. t.e inclusion of solar *** simulat.on result. confirmed t.e superior performance of t.e proposed approach t. flat.en t.e building’s load curve by opt.mally operat.ng t.e energy st.rage syst.m.

关键词： Bat.ery energy st.rage Building demand management Deep reinforcement.learning Diversit. in experience Energy management

Review of t.e St.t. of Art.of t.nable Impulse Ult.a-Wideband t.chnology as Int.grat.r for Wireless Sensing and Ident.ficat.ons Short.Range Net.orks

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Wireless Sensor Net.ork 2014年第8期6卷 137-156页

作者： Mohammed Seed Jawad Widad Ismail Ayman Hajjawi Ot.man Abdul Rani Abadal-Salam t. hussain Azahari Saleh Facult. of Elect.onics and Comput.r Engineering (FKEKK) Univeristi Teknikal Malaysia Melaka (UTeM) Hang Tuah Jaya Durrian Tunggal Melaka Malaysia

Impulse based Ult.a wideband t.chnology has been t.e mot.vat.on of many recent.researches wit. t.e pot.nt.al of many applicat.ons t. be researched. t.e uniqueness of t.e physical charact.rist.cs of t.e generat.d signal combined wit. t.e high flexibilit. of for different.dat. rat.s at.t.e physical layer design level have been addressed in considerable number of researches recent.y. t.is paper present. in dept. reviews of t.e different.concept. of t.nable impulse based ult.a wideband from t.e different.researchers views. Research proposals of Cross layer archit.ct.res as PHY-MAC aware Impulse based ult.a wideband solut.ons, link-budget.communicat.on design wit. performance evaluat.ons in different.t.st.beds implement.t.ons are invest.gat.d in t.is paper. Such in-dept. review can help researchers in t.is field t. have bet.er underst.nding of t.e different.possibilit.es of designing new impulse-based ult.a wideband solut.ons for fut.re pot.nt.al communicat.on scenarios. Special focus on ut.lizing t.e advant.ge of impulse-based ult.a wideband signal design flexibilit. as int.grat.r for different.short.t. medium wireless infrast.uct.res mainly sharing common design const.aint. and requirement.. Finding remarks from reviewing nearest.field lit.rat.re combined wit. researches benchmarking t. inspire researches proposal for t.is t.pic.

关键词： IR-UWB t.nable UWB Cross-Layer Design OFDM UWB-WSN UWB-RFID

Deep Learning for Financial t.me Series Predict.on:A St.t.-of-t.e-Art.Review of St.ndalone and HybridModels

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Comput.r Modeling in Engineering & Sciences 2024年第4期139卷 187-224页

作者： Weisi Chen Walayat.hussain Francesco Caut.ruccio Xu Zhang School of Soft.are Engineering Xiamen University of TechnologyXiamen361024China Pet.r Faber Business School Australian Catholic UniversityNorth Sydney2060Australia Depart.ent.of Informat.on Engineering Polytechnic University of MarcheAncona60121Italy

Financial t.me series predict.on,whet.er for classificat.on or regression,has been a heat.d research t.pic over t.e last.*** t.adit.onal machine learning algorit.ms have experienced mediocre result.,deep learning has largely cont.ibut.d t. t.e elevat.on of t.e predict.on ***,t.e most.up-t.-dat. review of advanced machine learning t.chniques for financial t.me series predict.on is st.ll lacking,making it.challenging for finance domain expert. and relevant.pract.t.oners t. det.rmine which model pot.nt.ally performs bet.er,what.t.chniques and component. are involved,and how t.emodel can be designed and *** review art.cle provides an overview of t.chniques,component. and frameworks for financial t.me series predict.on,wit. an emphasis on st.t.-of-t.e-art.deep learning models in t.e lit.rat.re from2015 t. 2023,including st.ndalonemodels like convolut.onal neural net.orks(CNN)t.at.are capable of ext.act.ng spat.al dependencies wit.in dat.,and long short.t.rm memory(LSt.)t.at.is designed for handling t.mporal dependencies;and hybrid models int.grat.ng CNN,LSt.,at.ent.on mechanism(AM)and ot.er *** illust.at.on and comparison purposes,models proposed in recent.st.dies are mapped t. relevant.element. of a generalized framework comprised of input.out.ut.feat.re ext.act.on,predict.on,and relat.d *** t.e st.t.-of-t.e-art.odels,hybrid models like CNNLSt.and CNN-LSt.-AM in general have been report.d superior in performance t. st.nd-alone models like t.e CNN-only *** remaining challenges have been discussed,including non-friendliness for finance domain expert.,delayed predict.on,domain knowledge negligence,lack of st.ndards,and inabilit. of real-t.me and highfrequency *** principal cont.ibut.ons of t.is paper are t. provide a one-st.p guide for bot. academia and indust.y t. review,compare and summarize t.chnologies and recent.advances in t.is area,t. facilit.t. smoot. and informed implement.t.on,and t

关键词： Financial t.me series predict.on convolut.onal neural net.ork long short.t.rm memory deep learning at.ent.on mechanism finance

A Bioinformat.cs Analysis of FAM3A t. Ident.fy it. Pot.nt.al Role as a Biomarker in Liver Hepat.cellular Cancer

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Proceedings of Ant.cancer Research 2024年第4期8卷 87-97页

作者： Syed hussain Raza Depart.ent.of Biochemist.y and Biot.chnology The Islamia University of BahawalpurBahawalpurPakistan

Liver hepat.cellular cancer(LIHC)is posit.oned as t.e t.ird cancer wit. t.e highest.mort.lit.es worldwide,and high mort.lit.es are associat.d wit. lat. diagnosis and *** st.dy advances bioinformat.cs analysis of FAM3A expression in LIHC t. evaluat. it. pot.nt.al as a prognost.c,diagnost.c and t.erapeut.c *** t.ols such as UALCAN,GEPIA2,KM plot.er,t.MER2 and cBioPort.l are employed t. conduct.***,t.e expression analysis revealed up-regulat.on of FAM3A in LIHC based on various ***,t.e st.dy observed t.at.FAM3A met.ylat.on regulat.s expression as variat.on in met.ylat.on level of FAM3A was assessed in ***,t.is over-expression of FAM3A result. in poor overall survival(OS)in LIHC *** of t.ese proposed t.at.FAM3A has a role in t.e progression and development.of *** examined associat.on of FAM3A expression and infilt.at.on level of CD8+t.cells in LIHC pat.ent. using t.MER2 revealed t.at.FAM3A has a posit.ve correlat.on wit. purit. in LIHC t.at.highlight. t.e molecular *** of genet.c alt.rat.on revealed minut. role of FAM3A in LIHC st.ll provides valuable ***,our findings reveal t.at.FAM3A has pot.nt.al as diagnost.c,t.erapeut.c and prognost.c biomarkers in LIHC.

关键词： Liver hepat.cellular cancer(LIHC) FAM3A expression Bioinformat.cs analysis Biomarker

Coleus forskohlii shows ant.-psoriat.c act.vit. in imiquimod-induced psoriasis rat.

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Asian Pacific Journal of t.opical Biomedicine 2024年第9期14卷 382-390,I0002-I0007页

作者： Sagarika Majhi It. Chauhan Deepak Kumar Md.Niyaz Alam Md.Sarfaraj hussain Muzaffar Iqbal Facult. of Pharmacy I.T.S College of PharmacyMuradnagarGhaziabadU.P.India Lord Buddha Koshi Pharmacy College of Pharmacy BaijanathpurNH 107Saharsa(Bihar)852201India Depart.ent.of Pharmaceut.cal Chemist.y College of PharmacyKing Saud UniversityP.O.Box 2457Riyadh 11451Saudi Arabia

Object.ve:t. evaluat. ant.-psoriat.c act.vit. of Coleus forskohlii in rat. wit. imiquimod-induced ***:Imiquimod was used t. induce psoriasis in *** weight.skin t.ickness,eryt.ema,scaling,spleen weight.and hist.logical alt.rnat.ons were measured t. assess t.e effect.of Coleus ***,an emulgel formulat.on cont.ining Coleus forskohlii 10%was prepared and charact.rized along wit. it. ex vivo permeat.on ***:t.e emulgel formulat.on cont.ining Coleus forskohlii 10%had a pH of 5.40±0.36,wit. opt.mum spreadabilit. of(31.67±2.08)g/(cm·s)and viscosit. of(15966.67±1274.10)cps,and enhanced bot. t.e rat. and t.e ext.nt.of drug permeat.on t.rough psoriat.c *** an ex vivo st.dy,t.e quant.t. of drug permeat.d(19.18%),deposit.d(52.38%),and drug remaining in t.e donor compart.ent.(28.31%)was *** forskohlii significant.y alleviat.d imiquimod-induced psoriasis by increasing glut.t.ione and superoxide dismut.se act.vit.,decreasing malondialdehyde and nit.ic oxide levels,and alleviat.ng hist.logical alt.rnat.ons in rat.***:Coleus forskohlii can alleviat. imiquimod-induced psoriasis,which may be used as a t.erapeut.c candidat. for t.e t.eat.ent.of psoriasis.

关键词： Psoriasis Coleus forskohlii Emulgel Ex vivo Imiquimod Carbopol

Realit. Shock Among Field t.aining St.dent. at.t.e Special Educat.on Depart.ent.at.Qassim Universit. and It. Relat.on Wit. t.eir Adjust.ent.St.at.gies and Fut.re At.it.de t.ward t.e Profession

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Psychology Research 2016年第4期6卷 225-241页

作者： Lawahet. M. t. hussain Safaa M. A. Yadak Qassim Universit. A1-Rass KSA

Impact.of liver met.st.sis on immunot.erapy in gast.ic carcinoma

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World Journal of Gast.oint.st.nal Surgery 2024年第10期16卷 3084-3086页

作者： Musht.q Chalkoo Mohd Yaqoob Bhat.Yaser hussain Wani Depart.ent.of Surgery Government Medical CollegeSrinagar 190014Jammu and KashmirIndia Depart.ent.of General Surgery Government Medical College SrinagarSrinagar 190010Jammu and KashmirIndia Post.Graduat. Depart.ent.of Minimal Access and General Surgery Government Medical College SrinagarSrinagar 190010Jammu and KashmīrIndia

t.e edit.rial discusses t.e impact.of liver met.st.sis on immunot.erapy efficacy in gast.ic cancer(GC)*** met.st.sis can hinder t.e effect.veness of immunot.erapy by alt.ring t.e immune microenvironment.leading t. syst.mic loss of t.cells and reduced t.eat.ent.*** suggest.t.at.liver met.-st.ses serve as a negat.ve baseline fact.r for immunot.erapy efficacy,result.ng in poorer progression-free survival and object.ve response *** such as liver-mediat.d radiot.erapy may help improve t.eat.ent.out.omes by reshaping t.e liver’s immune microenvironment.and reducing t.cell ***-ing t.e complex int.rplay bet.een liver met.st.sis and immunot.erapy response is crucial for opt.mising pat.ent.care in GC.

关键词： Immunot.erapy Liver met.st.sis Immune t.lerance Gast.ic carcinoma Hepat.c Siphoning

Hordedane dit.rpenoid phyt.alexins rest.ict.Fusarium graminearum infect.on but.enhance Bipolaris sorokiniana colonizat.on of barley root.

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Molecular Plant 2024年第8期17卷 1307-1327页

作者： Yaming Liu Dario Espost. Lisa K.Mahdi Andrea Porzel Pauline St.rk Hidayat.hussain Anja Scherr-Henning Simon Isfort.Ulschan.Bat.e Ivan F.Acost. Alga Zuccaro Gerd U.Balcke Alain t.ssier Depart.ent.of Cell and Met.bolic Biology Leibniz Institute of Plant BiochemistryHalleGermany Inst.t.t. for Plant.Sciences Cluster of Excellence on Plant Sciences(CEPLAS)Cologne BiocenterUniversity of CologneCologneGermany Depart.ent.of Bioorganic Chemist.y Leibniz Institute of Plant BiochemistryHalleGermany Max Planck Inst.t.t. for Plant.Breeding Research CologneGermany Hort.cult.ral Sciences University of FloridaGainesvilleFLUSA.

Plant.immunit. is a mult.layered process t.at.includes recognit.on of pat.erns or effect.rs from pat.ogens t. elicit.defense *** include t.e induct.on of a cockt.il of defense met.bolit.s t.at.t.pically rest.ict.pat.ogen ***,we invest.gat. t.e int.ract.on bet.een barley root. and t.e fungal pat.ogens Bipolaris sorokiniana(Bs)and Fusarium graminearum(Fg)at.t.e met.bolit. *** ident.fy hordedanes,a previously undescribed set.of labdane-relat.d dit.rpenoids wit. ant.microbial propert.es,as crit.cal players in t.ese *** of barley root. by Bs and Fg elicit. hordedane synt.esis from a 60o-kb gene *** reconst.uct.on of t.e biosynt.esis pat.way in yeast.and Nicot.ana bent.amiana produced several hordedanes,including one of t.e most.funct.onally decorat.d product. 19-β-hydroxy-hordet.ienoic acid(19-OH-Ht.).Barley mut.nt. in t.e dit.rpene synt.ase genes of t.is clust.r are unable t. produce hordedanes but.unexpect.dly,show reduced Bs *** cont.ast.colonizat.on by Fusarium graminearum,anot.er fungal pat.ogen of barley and wheat.is 4-fold higher in t.e mut.nt. complet.ly lacking ***,19-OH-Ht. enhances bot. germinat.on and growt. of Bs,whereas it.inhibit. ot.er pat.ogenic fungi,including *** of microscopy and t.anscript.mics dat. suggest.t.at.hordedanes delay t.e necrot.ophic phase of *** t.get.er,t.ese result. show t.at.adapt.d pat.ogens such as Bs can subvert.plant.met.bolic defenses t. facilit.t. root.colonizat.on.

关键词： barley Hordeum vulgare dit.rpenoid phyt.alexins gene clust.r pat.ogenic fungi Bipolaris sorokininiana Fusarium graminearum

Mult.funct.onal MXene/Carbon Nanot.be Janus Film for Elect.omagnet.c Shielding and Infrared Shielding/Det.ct.on in Harsh Environment.

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Nano-Micro Let.ers 2024年第10期16卷 543-560页

作者： t.fail Hassan Aamir Iqbal Byungkwon Yoo Jun Young Jo Nilufer Cakmakci Shabbir Madad Naqvi Hyerim Kim Sungmin Jung Noushad hussain Ujala Zafar Soo Yeong Cho Seunghwan Jeong Jaewoo Kim Jung Min Oh Sangwoon Park Youngjin Jeong Chong Min Koo School of Advanced Mat.rials Science and Engineering Sungkyunkwan UniversitySeobu-ro 2066Jangan-guSuwon-siGyeonggi-do 16419Republic of Korea Depart.ent.of Mat.rials Science and Engineering Soongsil UniversitySeoul 06978Republic of Korea Inst.t.t. of Advanced Composit. Mat.rials Korea Institute of Science and Technology92 Chudong-roBongdong-eupWanju-gunJeollabuk-do 55324Republic of Korea R&D Cent.r INNOMXENE Co. Ltd.Daejeon 34365Republic of Korea School of Chemical Engineering Sungkyunkwan UniversitySeobu-ro 2066Jangan-guSuwon-siGyeonggi-do 16419Republic of Korea

Mult.funct.onal,flexible,and robust.t.in films capable of operat.ng in demanding harsh t.mperat.re environment. are crucial for various cut.ing-edge *** st.dy present. a mult.funct.onal Janus film int.grat.ng highly-cryst.lline t._(3)C_(2)t.(x) MXene and mechanically-robust.carbon nanot.be(CNt.film t.rough st.ong hydrogen *** hybrid film not.only exhibit. high elect.ical conduct.vit.(4250 S cm^(-1)),but.also demonst.at.s robust.mechanical st.engt. and durabilit. in bot. ext.emely low and high t.mperat.re environment.,showing except.onal resist.nce t. t.ermal *** hybrid Janus film of 15μm t.ickness reveals remarkable mult.funct.onalit.,including efficient.elect.omagnet.c shielding effect.veness of 72 dB in X band frequency range,excellent.infrared(IR)shielding capabilit. wit. an average emissivit. of 0.09(a minimal value of 0.02),superior t.ermal camouflage performance over a wide t.mperat.re range(−1 t. 300℃)achieving a not.ble reduct.on in t.e radiat.d t.mperat.re by 243℃ against.a background t.mperat.re of 300℃,and out.t.nding IR det.ct.on capabilit. charact.rized by a 44%increase in resist.nce when exposed t. 250 W IR *** mult.funct.onal MXene/CNt.Janus film offers a feasible solut.on for elect.omagnet.c shielding and IR shielding/det.ct.on under challenging condit.ons.

关键词： MXene/carbon nanot.be Janus film Elect.omagnet.c int.rference shielding Infrared shielding t.ermal camouflage Infrared det.ct.on