Concentration_of_anthocyanins_by_the_membrane_filtration.1膜分离
上传者:傅彩霞|上传时间:2015-05-05|密次下载
Concentration_of_anthocyanins_by_the_membrane_filtration.1膜分离
内容需要下载文档才能查看 内容需要下载文档才能查看
SeparationandPuri cationTechnology57(2007)
内容需要下载文档才能查看418–424
Concentrationofanthocyaninsbythemembrane ltration
BarbaraGilewicz- ukasik,Stanis awKoter ,JacekKurzawa1
FacultyofChemistry,N.CopernicusUniversity,7GagarinSt.,87-100Toru´n,Poland
Abstract
Nowadaystheuseofsyntheticdyesinthefoodindustryispopular.Asthesecompoundscancausethedevelopmentofvariousdiseases,including
thecancerorheartdisease,itisapressureonthetechnologiesofrecoveryofnaturaldiesfromthenaturalresources(fruits,vegetables,etc.).Oneofthevaluablenaturaldyesareanthocyanins,whicharepresentinthearoniafruitsavailableinabundantamountsinPoland.Inthisworktheinvestigationsontheconcentrationofanthocyaninsbynano ltrationhavebeenpresented.ThearoniasolutionscontainingNa2SO3–oneofthemostef cientextractantsofanthocyanins–havebeenused.Inordertodetermineitsin uenceontheretentionofanthocyanins,the ltrationofaroniasolutionwithandwithoutNa2SO4hasbeenalsoperformed.Theretentionsofanthocyanins,sodiumionsandionicspecieshavebeeninvestigated.Ithasbeenfoundthatinthepresenceofsodiumsulfate(IV)anthocyaninsarealmostcompletelyrejected(>99%).Inthecaseofpuresolutionorcontainingsulfate(VI)theretentionislower(91–95%).Thus,sodiumsulfate(IV)isnotonlyagoodextractantandpreservebutalsoitspresencehighlyincreasestheef ciencyofthe ltrationprocess.©2006ElsevierB.V.Allrightsreserved.
Keywords:Anthocyanins;Nano ltration;Membrane;Aronia
1.Introduction
IntheEuropeanCommunitytheinvestigationsonthesafetyoffoodregardingthetoxicologyoffunctionalingredientswerestartedin2002.Thefoodadditivesunderinvestigationincludealsothegroupofsyntheticdies.Theresultsofstudiesshowthatthesecompoundscancausethedevelopmentofvariousdiseases,includingthecancerorheartdisease.Thus,thereisapressureonthetechnologiesofrecoveryofnaturaldiesfromthenaturalresources(fruits,vegetables,etc.).
Aronia(blackchokeberry)isaviolet-blackfruit-berrynativetoNorthAmerica.Itcancontainupto800mgantho-cyanins/100gfreshweight[1]andhasalowtendencytobrown-ing[2].TheanthocyaninsofaroniaconsistsmainlyofCy3-galactoside(64.5%)andCy3-arabinoside(28.9%)[3];theothersareCy3-glucosideandCy3-xyloside.Thebasicantho-cyanidinstructure– avyniumcation–isshowninFig.1[4].Inneutralandbasicconditionstheanthocyaninsareunsta-ble.Theyundergostructuralconversionschangingthecolor.TheschemeofstructuralchangeofanthocyaninswithpHispresentedinFig.2[4].Inacidsolutions(pH<2),antho-cyaninsexistprimarilyintheformoftheredoryellow awyliumcation
1
(AH+).AthigherpHitlossesprotonandthebluequantoidalform(A)arises.The avyliumcationcanalsoeasilyundergoahydrationreactiongivingthecolorlesschromenol(B),beinginequilibriumwiththecolorlesschalconeform(C).
Manystudiesshowthepositiveeffectofanthocyaninsonhumanhealthbecauseofantioxidant,anti-in ammatoryandanticancerproperties(e.g.[5–7]andreferencestherein).Thesepropertiesbesidestheaestheticfunctionmaketheanthocyaninsaveryvaluablecomponentoffood.
Inthisworktheinvestigationsontherecoveryofantho-cyaninsfromthearoniafruits,availableinabundantamountsinPoland,arepresented.Theworkisfocusedonconcentrat-ingofanthocyaninsbynano ltration.Astheanthocyaninscanbeextractedusingdifferentchemicals,oneofthecomponentofaroniasolutionswassodiumsulfate(IV)Na2SO3,oneofthemostef cientextractants[8].Forcomparisontheconcentrationofaroniasolutionscontainingsodiumsulphate(VI)Na2SO4andpurearoniasolutionshavebeenalsoperformed.2.Experimental
2.1.Sourceofanthocyanins
Thearoniafruitshavebeenmixedusingajuicier,thedistilledwaterhasbeenadded3kgper1kgoffrozenfruits.Thenthesolidparticleshavebeenremovedbydecantationand ltration
Correspondingauthor.Tel.:+48566114318;fax:+48566542477.E-mailaddress:skoter@chem.uni.torun.pl(S.Koter).Presentaddress:“Agrohansa-Toru´n”Sp.zoo,Toru´n,Poland.
1383-5866/$–seefrontmatter©2006ElsevierB.V.Allrightsreserved.doi:10.1016/j.seppur.2006.03.026
B.Gilewicz- ukasiketal./SeparationandPuri cationTechnology57(2007)418–424
内容需要下载文档才能查看419
Fig.3.SchemeofUFprocess.
themembranearea—100cm2.Thepermeateofthatprocesshasbeenusedasafeedforthenano ltration.2.3.Nano ltration
IntheNFexperimentthedead-endcell(SEPASTOsmonics)hasbeenused(Fig.4).Themembraneareawas12cm2,thevol-umeofthefeedinthecellwas310cm3,theappliedpressure—upto20bar.ThemembraneBQ01fromOsmonicsInc.hasbeenused.Themembranecellwasthermostattedat25±1 C.Therotationspeedofmagneticstirrerwas700rpm.
Theretentioncoef cientofelectrolytesinthe ltrationofthepuresolutions(withoutaronia)wascalculatedfromtheformula:Robs=1
cpf
(1)
Fig.1.Flavyniumcation[4].
throughporousmaterial.Thechemicalcomponentsofaroniafruitsarenumerous(sugars,organicacids,VitaminC,B2,B6,E,PP,P,catechins,quercetin,tannins,pectins,etc.).Toincreasetheef ciencyofnano ltration,someofthem(ofhighmolecularweight)havebeenremovedbyultra ltration.2.2.Ultra ltration
TheUFexperimenthasbeenperformedusingthecross- owset-up(theBIO-2000TM,Bio-FloLtd.TM)(Fig.3).The atmembranecellhasbeenmadeinourworkshop.Thepoly-sulfonemembranehasbeenobtainedbythephase-inversionmethod(10wt.%solutionofpolysulfoneUdel1700inDMF,precipitatingagent–water).Theoperatingpressurewas1
内容需要下载文档才能查看bar,
wherecpandcfaretheconcentrationsofpermeateandfeed,respectively,determinedconductometricallyusingthecalibra-tioncurve.Theconductancewasmeasuredwiththeconduc-tometerELMETRONCX-731(Elmetron,Poland).
The ltrationofaroniasolutionswasperformedintwoways.Inthe ltrationBthefeedisapermeatefromtheUFprocess.Itwasperformedseveraltimes.InFigs.6–9eachrunofthe ltra-tionBisdenotedbyRomannumeral.Theprocesswas
内容需要下载文档才能查看conducted
Fig.2.Schemeofstructuralchangeofanthocyaninsinaqueoussolutions[4].
420B.Gilewicz- ukasiketal./SeparationandPuri cationTechnology57(2007)
内容需要下载文档才能查看418–424
whereApandAfaretheabsorbancesatλmax(=ca.510nm)ofpermeateandfeed,respectively,afterthecorrectionforthedilutionofsamples.
Todeterminetheretentionofsodiumcationstheirconcen-trationwasdeterminedbytheAASmethod.
Theconductanceofsolutions,containingaronia,havealsobeenmeasured.Fromthesemeasurementsthecoef cientRobs,Gindicatingtheretentionofionicsubstanceswasdetermined:Robs,G=1
Gpf
(3)
whereGpandGfaretheconductancesofpermeateandfeed,respectively.
2.4.ThemeasurementofapparenttransportnumberofNa+TheapparenttransportnumberofNa+,¯tNa+,app,hasbeendeterminedbytheemfmethod.Themembranepotential,Em,hasbeenmeasuredinthesystem:
Hg|Hg2Cl2(s)|KClsat.||Na2SO40.014m|membrane
Fig.4.SchemeofNFprocess.(1)N2cylinder,(2)magneticstirrer,(3)mem-branecell,(4)permeatevessel,(5)balance,(6)computer,and(7)thermostat.
|Na2SO40.027m||KClsat.|Hg2Cl2(s)|Hg
¯tNa+,apphasbeencalculatedaccordingtotheformula[9]:
2Em1
¯+t+,app=(4)
3i2
m /(γ m )),γdenotesthemeanwhereEi= (RT/F)ln(γ±±±
activitycoef cient,takenfrom[10].
untilca.64%ofpermeatewasobtained(ca.210gfrom310goffeedatthebeginningofprocess).Theretentateofthis ltra-tionwasgatheredandthen lteredagain( ltrationdenotedasC)—untilca.60–70goffeedwasleftinthecell.
Theretentioncoef cientofanthocyaninswasdeter-minedspectrophotometricallyusingthespectrophotometerSHI-MADZUUV-2101PC.Beforemeasurementsthesamplewasappropriatelydilutedandthenacidi edtopH1using1MHCl.Theretentioncoef cientofanthocyanins,Robs,A,wascalculatedfromtheformula:Robs,A
Ap
=1
f
(2)
3.Resultsanddiscussion
3.1.CharacteristicsofmembraneBQ01inpureelectrolytesolutions
At rstwaterandthepuresolutionsofNa2SO4andNa2SO3solutionshavebeen ltered.ThechangesofJv/ pandofRobsinthe ltrationareshowninFig.5
内容需要下载文档才能查看.
Fig.5.Dependenceof:(a)Jv/ pand(b)RobsonthefeedconcentrationforNa2SO3(hollowsymbols)andNa2SO4solutions( lledsymbols); p=10bar( )and20bar( );dottedlinesintheleft guredenoteLp=Jv,0/ pforthepurewaterdetermined:(1)before ltrationofelectrolytesand(2)2weekslater.
B.Gilewicz- ukasiketal./SeparationandPuri cationTechnology57(2007)418–424
内容需要下载文档才能查看421
Fig.6.TimechangesofJv/ pduringthe ltrationofaroniasolutionscontaining:(a)Na2SO3and(b)Na2SO4; ltrationofpurearoniasolutionisdenotedbysolidline,romannumeraldenotetherunof ltration“B”.
Inthe rst2weeksofexperimentsthehydrodynamicper-meabilityofthemembraneBQ01decreasedsubstantially.Thepermeabilitycoef cientofpurewaterLp=Jv,0/ p(markedinFig.5awithdottedline)decreasedfromca.4.3×10 11to2.6×10 11m3s 1N 1after2weeks.ThesameisobservedfortheNa2SO4solutions.Atthatinitialperiodthemembranewasmoreleaky,asitisindicatedbytheobservedretentioncoef- cientRobsofNa2SO4lowerthanthatofNa2SO3(Fig.5b),determined2weekslater.Therepeatedexperiments,performed“day-after-day”,showedthattheretentionofbothelectrolytesissimilar.
TheconcentrationandpressuredependenceofJv/ p(Fig.5a)canbeexplainedintermsoftheKedem–Katchalskyequations,accordingtowhichJv/ pisequal,whereLpishydro-dynamicpermeabilitycoef cient,σthere ectioncoef cient,and πistheosmoticpressuredifferenceofsolutionsseparatedbythemembrane.Thus,thedecreaseofJv/ pwithconcen-trationcanbeexplainedbytheincreased πwhichhampersthevolume ow.TheincreaseofJv/ pwith pmeansthat π(itisnotconstantbecausetheconcentrationsatthesur-faceofmembranechangeswith p)slowerincreasesthan p.Itisinaccordancewiththelowerretentionofelectrolytesathigher p(Fig.5b).Thisbehaviouroftheobservedreten-tioncoef cient,Robs,isincontradictiontothatexpectedfortherealretentioncoef cient,R.Accordingtotheexpression[11]:R=σ
1 F1 σF
(5)
wherekisthemasstransfercoef cient.Forsimplicityletusconsiderthecaseσ=1:
1
(6a)limRobs=exp(J1+Psσ→1vvFromthatformulaonecanconcludethatRobsdecreaseswith
Jv(or p),iftheconditionJv/k>1issatis ed.ThedecreaseofRobswiththefeedconcentrationisacommonfeatureandcanbeexplainedbytheincreasedsorptionofelectrolyteintothemembrane.
3.2.Nano ltrationofmixedaronia-electrolytesolutionsThe ltrationofsolutionscontainingaroniaandelectrolyte(Na2SO3orNa2SO4)wereperformedapplyingalwaysthesamesampleofmembraneunderthepressure p=20bar.Theelec-trolyteconcentrationwaschosentobe0.027mol/dm3—similarconcentrationsofNa2SO3areusedintheextractionofantho-cyanins.Theexperimentswereperformedintheorder:(1)aronia+Na2SO3solution,(2)aroniasolution,and(3)aro-nia+Na2SO4solution.
InFig.6thedependenceofJv/ pontimeofthe ltrationispresented.(thesymbolsof ltration“B”and“C”areexplainedintheexperimentalpart).Theexpectedfeatureofthat ltrationisthedecreaseofJv/ pwithtime,notmetwhenthepureelec-trolytesolutionswere ltered.ThisindicatesthatthefoulingofmembraneproceedscausedbytheparticlesofdyeorotherspeciesnotremovedintheUFpuri cationofaroniasolution.Aftereach ltrationBthesurfaceofmembranewasmechan-icallycleaned,thusthevaluesofJv/ paresimilar.ItistobenoticedthatinthepresenceofNa2SO3Jv/ pishigherthaninthepresenceofNa2SO4.Apartfromtheageingeffectofmembraneanotherreasoncanbealowerosmoticpressuredifferenceact-ingagainstthehydrodynamicpressure.Thedecreasedosmoticpressureresultsfromtwofacts:
(1)Na2SO3isasaltofweakacidH2SO3(pKa,1=1.9,
pKa,2=7.2[13])andasthepHofaroniasolution+0.027M
whereF=exp( jv(1 σ)/Ps),Psisthepermeabilitycoef cientofelectrolyte,RalwaysincreaseswithJvand,consequently,with p.OntheotherhandRobs,disturbedbythepolarizationlayeratthemembrane[12]isRobs=σ
1 F
(1 σ)exp(Jv(6)
422B.Gilewicz- ukasiketal./SeparationandPuri cationTechnology57(2007)
内容需要下载文档才能查看418–424
Fig.7.TimechangesofRobs,GandRobs,Na+duringthe ltrationofaroniasolutionscontaining:(a)Na2SO3and(b)Na2SO4; ltrationofpurearoniasolutionisdenotedbysolidline.
Na2SO3islow(ca.3.7),practicallyonlyHSO3 ionsexist;
(2)somefractionofHSO3 areboundwiththe avyliumcation
AH+[8].Boththeseeffectsreducethenumberofionsandthustheosmoticpressuredifferencebetweenthefeedandpermeate.Inthe ltrationofpreconcentratedsolution( ltrationC)Jv/ pispracticallynotin uencedbythepresenceofelectrolyte.OneshouldnoticethatinthecaseofNa2SO3thedecreaseofJv/ pcomparingtoBissubstantial(ca.50%).
3.2.1.Retentioncoef cients
Theretentionofanthocyanins(Robs,A),sodiumions(Robs,Na+)andofionicspecies(Robs,G)wasinvestigated.At rstletusdiscusstheionicretention.Itisimportanttoknowtowhatextenttheconcentratedsolutionofanthocyaninswillbepuri edofionicspecies.
Thearoniasolution(withoutelectrolyte)containssomeionicspecies—itsconductance(1.4mS)isonlyca.5timessmallerthanthatwithNa2SO4(7mS).Theconductanceofaroniasolu-tioncontainingNa2SO4isca.45%higherthanthatwithNa2SO3(4.8mS),whereastheconductanceofpureNa2SO4solution(5.8mS)isonly16%higherthanthatofNa2SO3(5.0mS).Thisdifferencecanbeexplainedby:
(1)theconcentrationofverymobileH+inthearonia+Na2SO3
solutiondecreases(pHchangesfrom2.9to3.7)becauseasitwasmentionedearlieratpH3.7onlyHSO3 ionsexist,(2)theHSO3 ionsformwith avyliumcationsanuncharged
species.Thus,itcanbealsoexplainedwhyRobs,G(Na2SO3)(ca.0.5–0.6,Fig.7a)islowerthanRobs,G(Na2SO4)(ca.0.8,Fig.7b):(1)theunivalentionsHSO3 easierpenetratethemembrane
thanthedivalentSO42 ,
(2)havinginmindthattheretentionofionicspeciesofpure
aroniasolutionislow(ca.0.4),thebindingofHSO3 withAH+increasesthenthecontentofmorepenetrableions,thusleadingtothedecreaseofRobs,G.Inthe ltrationBtheretentionofNa+(Na2SO4)ishigherthanthatinthecaseofNa2SO3.Itcon rmsthatSO42 aremorerejectedthanHSO3 .InviewofmodelcalculationsbyTsuruetal.[14],basedontheextendedNernst–PlanckequationandontheassumptionofDonnanequilibrium,thisobserva-tionsuggeststhatthemembraneischargednegatively.ItisinagreementwiththedeterminedvaluesoftheapparenttransportnumberofNa+(discussedfurtherinthetext).Inthe ltrationC(moreconcentratedfeed)Robs,Na+andRobs,GarepracticallythesamewhichmeansthatNa+andSO42 arerejectedtothesameextent—inthefeedofCthemolarratioofionscomingfromthearoniaisdecreasedbecauseinthe ltrationBtheywerelessrejectedthanSO42 .ThedecreaseofRobs,Ginthe ltrationCcomparingtoBiscausedbythehigherconcentrationofSO42 inthefeedbuttheretentionofNa+ispracticallythesame.Toshowhowthestateofthemembraneafterthe ltrationofsolutionscontainingaroniawaschanged,againthe ltra-tionofpureelectrolytesolutions(0.027MNa2SO3and0.027MNa2SO4)wasperformedonthesamesampleofmembrane,atthesamepressure20bar.Itwasfoundthat:
Jv/ pisca.7timessmallerthanthatbeforethearonia ltra-tion(Fig.5
内容需要下载文档才能查看a),
Fig.8.Reactionof avyliumcationwithHSO3 .
下载文档
热门试卷
- 2016年四川省内江市中考化学试卷
- 广西钦州市高新区2017届高三11月月考政治试卷
- 浙江省湖州市2016-2017学年高一上学期期中考试政治试卷
- 浙江省湖州市2016-2017学年高二上学期期中考试政治试卷
- 辽宁省铁岭市协作体2017届高三上学期第三次联考政治试卷
- 广西钦州市钦州港区2016-2017学年高二11月月考政治试卷
- 广西钦州市钦州港区2017届高三11月月考政治试卷
- 广西钦州市钦州港区2016-2017学年高一11月月考政治试卷
- 广西钦州市高新区2016-2017学年高二11月月考政治试卷
- 广西钦州市高新区2016-2017学年高一11月月考政治试卷
- 山东省滨州市三校2017届第一学期阶段测试初三英语试题
- 四川省成都七中2017届高三一诊模拟考试文科综合试卷
- 2017届普通高等学校招生全国统一考试模拟试题(附答案)
- 重庆市永川中学高2017级上期12月月考语文试题
- 江西宜春三中2017届高三第一学期第二次月考文科综合试题
- 内蒙古赤峰二中2017届高三上学期第三次月考英语试题
- 2017年六年级(上)数学期末考试卷
- 2017人教版小学英语三年级上期末笔试题
- 江苏省常州西藏民族中学2016-2017学年九年级思想品德第一学期第二次阶段测试试卷
- 重庆市九龙坡区七校2016-2017学年上期八年级素质测查(二)语文学科试题卷
- 江苏省无锡市钱桥中学2016年12月八年级语文阶段性测试卷
- 江苏省无锡市钱桥中学2016-2017学年七年级英语12月阶段检测试卷
- 山东省邹城市第八中学2016-2017学年八年级12月物理第4章试题(无答案)
- 【人教版】河北省2015-2016学年度九年级上期末语文试题卷(附答案)
- 四川省简阳市阳安中学2016年12月高二月考英语试卷
- 四川省成都龙泉中学高三上学期2016年12月月考试题文科综合能力测试
- 安徽省滁州中学2016—2017学年度第一学期12月月考高三英语试卷
- 山东省武城县第二中学2016.12高一年级上学期第二次月考历史试题(必修一第四、五单元)
- 福建省四地六校联考2016-2017学年上学期第三次月考高三化学试卷
- 甘肃省武威第二十三中学2016—2017学年度八年级第一学期12月月考生物试卷
网友关注
- 劳动法和社会保障法教案
- 论劳动法在我国法律体系中的地位
- 中国劳动法规定的工时制度-20121207
- 论劳动法在我国法律体系中的地位
- 我国劳动法的调整范围
- 论提高劳动法学科地位的必要性和基本思路
- 新劳动法对劳动报酬的最新规定
- 中国劳动法规定的工时制度-20121206
- 2014年中级会计师考试 经济法 章节考点总结 小抄版
- 新劳动法对劳动者的影响--宋先宇
- 2012年经济法基础
- 劳动法的能与不能--一种语境论进路的解析和思考
- 社会保障法与劳动法的界定(3)法学理论论文
- 2008年最新劳动法全文
- 县劳动局关于实施《劳动法》十周年工作总结
- (简约)劳动法和劳动风险管理
- !劳动法问答题
- 电大劳动法学本科网络形成性03、04任务复习学习小抄(整
- 劳动法案例
- 第一至第三章劳动法讲稿
- 新劳动法的影响与应对-20070711
- 2009年7月劳动法试题答案66307637
- 依劳动法辞退员工之十种情形
- 评说劳动法的十大功劳和十大缺陷
- 劳动法案例
- 劳动法65876231
- 论我国《劳动法》的立法目的
- 劳动法14908
- 论我国劳动法对劳动者权利保护
- 论文:对于劳动法的相关见解
网友关注视频
- 【部编】人教版语文七年级下册《老山界》优质课教学视频+PPT课件+教案,安徽省
- 【部编】人教版语文七年级下册《泊秦淮》优质课教学视频+PPT课件+教案,湖北省
- 30.3 由不共线三点的坐标确定二次函数_第一课时(市一等奖)(冀教版九年级下册)_T144342
- 二次函数求实际问题中的最值_第一课时(特等奖)(冀教版九年级下册)_T144339
- 河南省名校课堂七年级下册英语第一课(2020年2月10日)
- 沪教版牛津小学英语(深圳用) 五年级下册 Unit 12
- 人教版二年级下册数学
- 【部编】人教版语文七年级下册《泊秦淮》优质课教学视频+PPT课件+教案,辽宁省
- 【部编】人教版语文七年级下册《逢入京使》优质课教学视频+PPT课件+教案,辽宁省
- 化学九年级下册全册同步 人教版 第22集 酸和碱的中和反应(一)
- 【部编】人教版语文七年级下册《泊秦淮》优质课教学视频+PPT课件+教案,广东省
- 冀教版英语四年级下册第二课
- 沪教版牛津小学英语(深圳用) 五年级下册 Unit 10
- 苏教版二年级下册数学《认识东、南、西、北》
- 沪教版牛津小学英语(深圳用) 四年级下册 Unit 3
- 青岛版教材五年级下册第四单元(走进军营——方向与位置)用数对确定位置(一等奖)
- 冀教版小学数学二年级下册第二单元《余数和除数的关系》
- 每天日常投篮练习第一天森哥打卡上脚 Nike PG 2 如何调整运球跳投手感?
- 化学九年级下册全册同步 人教版 第18集 常见的酸和碱(二)
- 冀教版小学英语五年级下册lesson2教学视频(2)
- 8 随形想象_第一课时(二等奖)(沪教版二年级上册)_T3786594
- 沪教版八年级下册数学练习册21.3(2)分式方程P15
- 19 爱护鸟类_第一课时(二等奖)(桂美版二年级下册)_T3763925
- 外研版英语三起6年级下册(14版)Module3 Unit2
- 苏科版数学 八年级下册 第八章第二节 可能性的大小
- 七年级下册外研版英语M8U2reading
- 外研版八年级英语下学期 Module3
- 冀教版小学数学二年级下册第二单元《有余数除法的竖式计算》
- 8.对剪花样_第一课时(二等奖)(冀美版二年级上册)_T515402
- 【部编】人教版语文七年级下册《老山界》优质课教学视频+PPT课件+教案,安徽省
精品推荐
- 2016-2017学年高一语文人教版必修一+模块学业水平检测试题(含答案)
- 广西钦州市高新区2017届高三11月月考政治试卷
- 浙江省湖州市2016-2017学年高一上学期期中考试政治试卷
- 浙江省湖州市2016-2017学年高二上学期期中考试政治试卷
- 辽宁省铁岭市协作体2017届高三上学期第三次联考政治试卷
- 广西钦州市钦州港区2016-2017学年高二11月月考政治试卷
- 广西钦州市钦州港区2017届高三11月月考政治试卷
- 广西钦州市钦州港区2016-2017学年高一11月月考政治试卷
- 广西钦州市高新区2016-2017学年高二11月月考政治试卷
- 广西钦州市高新区2016-2017学年高一11月月考政治试卷
分类导航
- 互联网
- 电脑基础知识
- 计算机软件及应用
- 计算机硬件及网络
- 计算机应用/办公自动化
- .NET
- 数据结构与算法
- Java
- SEO
- C/C++资料
- linux/Unix相关
- 手机开发
- UML理论/建模
- 并行计算/云计算
- 嵌入式开发
- windows相关
- 软件工程
- 管理信息系统
- 开发文档
- 图形图像
- 网络与通信
- 网络信息安全
- 电子支付
- Labview
- matlab
- 网络资源
- Python
- Delphi/Perl
- 评测
- Flash/Flex
- CSS/Script
- 计算机原理
- PHP资料
- 数据挖掘与模式识别
- Web服务
- 数据库
- Visual Basic
- 电子商务
- 服务器
- 搜索引擎优化
- 存储
- 架构
- 行业软件
- 人工智能
- 计算机辅助设计
- 多媒体
- 软件测试
- 计算机硬件与维护
- 网站策划/UE
- 网页设计/UI
- 网吧管理