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基于多源數(shù)據(jù)的淮河流域洪澇災(zāi)害遙感監(jiān)測研究摘要
淮河流域是我國北方重要的經(jīng)濟(jì)區(qū)和農(nóng)業(yè)區(qū),同時也是水災(zāi)頻發(fā)地區(qū)。為了提高淮河流域洪澇災(zāi)害的監(jiān)測能力,本研究利用多源衛(wèi)星遙感數(shù)據(jù)和水文數(shù)據(jù),構(gòu)建了淮河流域洪澇災(zāi)害遙感監(jiān)測模型。首先,利用MODIS、Landsat等衛(wèi)星影像,計算出淮河流域不同時間段內(nèi)的NDVI、EVI等植被指數(shù),進(jìn)一步計算NDWI、LST等指標(biāo),從而獲得淮河流域的植被覆蓋與地表溫度等信息。其次,結(jié)合淮河流域的DEM和中小河流的排澇能力等水文信息,建立淮河流域的洪澇災(zāi)害風(fēng)險評價模型。最后,利用淮河流域歷史洪澇災(zāi)害數(shù)據(jù)和上述模型得出的洪澇災(zāi)害風(fēng)險評價結(jié)果,進(jìn)行淮河流域洪澇災(zāi)害預(yù)警。實驗結(jié)果表明,構(gòu)建的淮河流域洪澇災(zāi)害遙感監(jiān)測模型能夠?qū)崿F(xiàn)對淮河流域洪澇災(zāi)害的快速監(jiān)測和預(yù)警。
關(guān)鍵詞:遙感監(jiān)測;洪澇災(zāi)害;淮河流域;多源數(shù)據(jù);風(fēng)險評價;預(yù)警
Abstract
TheHuaiheRiverBasinisanimportanteconomicandagriculturalareainnorthernChina,butalsoanareapronetowaterdisasters.InordertoimprovethemonitoringabilityoffloodandwaterloggingdisastersintheHuaiheRiverBasin,thisstudyusedmulti-sourcesatelliteremotesensingdataandhydrologicaldatatoconstructaremotesensingmonitoringmodelforfloodandwaterloggingdisastersintheHuaiheRiverBasin.Firstly,byusingMODIS,Landsatandothersatelliteimages,NDVI,EVIandothervegetationindiceswerecalculatedfordifferenttimeperiodsintheHuaiheRiverBasin.Then,NDWIandLSTindicatorswerefurthercalculatedtoobtaininformationonvegetationcoverageandsurfacetemperatureintheHuaiheRiverBasin.Secondly,combinedwiththeDEMoftheHuaiheRiverBasinandthedrainagecapacityofsmallandmedium-sizedrivers,thefloodandwaterloggingdisasterriskevaluationmodelfortheHuaiheRiverBasinwasestablished.Finally,usinghistoricalfloodandwaterloggingdisasterdataintheHuaiheRiverBasinandthefloodandwaterloggingdisasterriskevaluationresultsobtainedfromtheabovemodel,floodandwaterloggingdisasterwarningswereissued.TheexperimentalresultsshowthattheconstructedfloodandwaterloggingdisasterremotesensingmonitoringmodelfortheHuaiheRiverBasincanachievefastmonitoringandwarningoffloodandwaterloggingdisastersintheHuaiheRiverBasin.
Keywords:remotesensingmonitoring;floodandwaterloggingdisasters;HuaiheRiverBasin;multi-sourcedata;riskevaluation;warninFloodsandwaterloggingdisastersaremajornaturalhazardsthatcancauseextensivedamagetopropertyandlossoflife.TheHuaiheRiverBasinisoneoftheregionsinChinathatispronetosuchdisasters.Inordertomitigatetheimpactofthesedisasters,itisimportanttodevelopeffectivemonitoringandwarningsystemsthatcanprovidetimelyinformationtodecision-makersandthepublic.
Remotesensingtechnologyhasbeenwidelyusedtomonitornaturaldisasters,includingfloodsandwaterlogging.Inthisstudy,aremotesensingmonitoringmodelwasconstructedfortheHuaiheRiverBasinusingmulti-sourcedata,includingsatelliteimages,meteorologicaldata,andhydrologicaldata.Themodelwasdesignedtoevaluatetheriskoffloodandwaterloggingdisastersinthebasinandissuewarningswhennecessary.
Themodelwastestedusingdatafromthe2016floodseasonintheHuaiheRiverBasin.Theriskevaluationresultsshowedthatthemodelwasabletoaccuratelyidentifyareasathighriskoffloodsandwaterlogging.Basedontheseresults,warningswereissuedtotherelevantauthoritiesandthepublic.
TheexperimentalresultsdemonstratedthattheremotesensingmonitoringmodelwaseffectiveinachievingfastmonitoringandwarningoffloodandwaterloggingdisastersintheHuaiheRiverBasin.Themodelcanbefurtherimprovedbyincorporatingmoredatasourcesanddevelopingmoresophisticatedalgorithms.Overall,thefindingsofthisstudyhaveimportantimplicationsfordisastermanagementintheHuaiheRiverBasinandotherregionspronetonaturaldisastersFurthermore,thestudyhighlightstheimportanceofutilizingadvancedtechnologiessuchasremotesensingandGISindisastermanagement.Thesetoolscangreatlyenhancetheefficiencyandeffectivenessofdisasterresponsebyprovidingreal-timemonitoringandsituationalawareness.Additionally,thestudyemphasizestheneedforcollaborationandcoordinationamongrelevantstakeholdersincludinggovernmentagencies,NGOs,andthegeneralpublic.Itisimportanttoinvolvethecommunityindisasterpreparednessandresponseefforts,astheyareoftenthefirstonesimpactedbydisastersandcanplayapivotalroleinmitigatingtheirimpacts.
Moreover,thestudyhighlightsthesignificanceofproactivemeasuressuchaslandusemanagement,constructionofprotectiveinfrastructure,andriskassessmentandmapping.Thesemeasurescanhelpinpreventingorreducingtheseverityofdisastersbyminimizingexposureandvulnerabilitytohazards.Inordertoachievemoreresilientcommunitiesandreducethedamagescausedbydisasters,itiscrucialtoprioritizesuchpreventivemeasuresindisastermanagementstrategies.
Inconclusion,thestudyhasdemonstratedthepotentialofremotesensingtechnologyinprovidingtimelyandaccurateinformationforfloodandwaterloggingdisastermanagementintheHuaiheRiverBasin.Thestudyhasalsohighlightedtheimportanceofproactivemeasures,communityinvolvement,andcollaborationamongstakeholdersindisastermanagement.Asthefrequencyandintensityofnaturaldisasterscontinuetoincrease,itisimperativetoadoptsuchmeasuresandstrategiestoensurethesafetyandwell-beingofcommunitiesindisaster-proneareasInadditiontothestrategiesandmeasuresmentionedintheprevioussection,thereareseveralotherimportantfactorstoconsiderindisastermanagementintheHuaiheRiverBasin.
Firstly,effectivecommunicationiscrucialduringadisaster.Thisincludesthedisseminationofaccurateinformationtoaffectedcommunitiesaswellascoordinatingtheeffortsofvariousstakeholdersinvolvedindisastermanagement.Theuseoftechnology,suchassocialmedia,mobileapps,andothercommunicationtools,canenhancetheefficiencyandeffectivenessofcommunicationindisastermanagement.
Secondly,preparednessandmitigationmeasuresshouldbeprioritized.Thisincludesidentifyingandaddressingpotentialrisksandvulnerabilitiesbeforeadisasterstrikes.Forinstance,proactivemeasuressuchasimprovingdrainagesystemsandbuildingflood-resistantinfrastructurecanreducetheimpactoffloodingandwaterlogging.
Thirdly,communityparticipationandinvolvementareessentialindisastermanagement.Localcommunitiespossessvaluableknowledgeandexperiencethatcancontributetodisasterpreparednessandresponseefforts.Engagingwithcommunitiescanalsoincreasetheirawarenessandunderstandingofdisasterrisksandavailableresources.
Lastly,collaborationamongdifferentlevelsofgovernmentandstakeholdersiscrucialindisastermanagement.Effectivedisastermanagementrequirescooperationandcoordinationamongvariousagenciesandorganizationsatthenational,provincial,andlocallevels.Theinvolvementofnon-governmentalorganizations,privatesectorentities,andcommunity-basedorganizationsisalsoimportantindisastermanagement.
Inconclusion,theHuaiheRiverBasinfacessignificantchallengesinmanagingfloodsandwaterloggingdisasters.However,withtheuseofinnovativetechnologies,proactivemeasures,communityinvolvement,andcollaborationamongstakeholders,disastermanagementcanbeenhanced,andthesafetyandwell-beingofaffectedcommunitiescanbesafeguarded.Itisessentialtoadoptacomprehensiveapproachtodisaste
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