+ All Categories
Home > Documents > Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to...

Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to...

Date post: 14-Aug-2020
Category:
Upload: others
View: 0 times
Download: 0 times
Share this document with a friend
54
Breaking Up is Hard to Do: The Use of Imagery from Weather Satellites to An=cipate and Observe Breakup Flooding in Alaska Eric Stevens 1 and Jessica Cherry 2 1 Geographic Informa;on Network of Alaska (GINA), University of Alaska Fairbanks (UAF) 2 Alaska Pacific River Forecast Center (APRFC), Na;onal Weather Service (NWS) March 15, 2017 1
Transcript
Page 1: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

BreakingUpisHardtoDo:TheUseofImageryfromWeatherSatellites

toAn=cipateandObserveBreakupFloodinginAlaskaEricStevens1andJessicaCherry2

1GeographicInforma;onNetworkofAlaska(GINA),UniversityofAlaskaFairbanks(UAF)2AlaskaPacificRiverForecastCenter(APRFC),Na;onalWeatherService(NWS)

March15,2017 1

Page 2: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

Today’sJourney

1.  TheChallenge2.  Alaska’sadvantage:polar-orbi=ngweathersatellites3.  Howweathersatelliteshelpan=cipatebreakupflooding4.  Howweathersatelliteshelpmonitorbreakupflooding5.  Referencesandcontactinforma=on

March15,2017 2

Page 3: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

TheChallenge:Galena,May,2013

March15,2017 3

Page 4: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

RecipeforaBreakupFlood1.  Amoderateorheavysnowpackaccumulatesoverthelandscapeby

theendofwinter.2.  TemperaturesinAprilarecoolerthannormal,thusdelayingthe

mel=ngofthesnowpackandmaintainingthesolidityoftheiceontherivers.

3.  TemperaturesinMayrisesuddenly,thusmel=ngthesnowpackquickly.

4.  Theresul=ngmeltwaterrushesintotherivers,liVstheriverice,andtherivericebeginstoflowdownstream.

5.  Chunksoficemayjamata=ghtspotinariver,suchasBishopRockontheYukonRivernearGalena.Withtheriverthusblocked,waterlevelsupstreamofthejamwillriseandcauseflooding.

March15,2017 4

Page 5: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

HowDoWeatherSatellitesHelp?•  Satellitescanshowtheloca=onofthesnowpack•  Inhorizontalspace…maybeoneregionofAlaskahaslesssnow,butanotherregionhaslotsofsnow.Also,thesnowtendstomeltintheInteriorfirst,andthenmeltlaterinwesternAlaskaandontheNorthSlope•  Inver=calspace…duringbreakupthesnowmeltsatthelowereleva=onsfirst,andthenthemel=ngprogressesuphillastemperaturescon=nuetowarm•  Somesatellitedataevenindicatestheamountofwaterheldwithinthesnowpack

• Oncefloodinghasbegun,satelliteimagerycandepictthehorizontalextentoftheflooding,asthewaterleavestheriverbedandspreadsacrossthelandscapeandintovillages

March15,2017 5

Page 6: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

Alaska’sAdvantage:Polar-Orbi=ngWeatherSatellites

March15,2017 6

Page 7: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

TheProsandConsofPolarOrbiterDataAvailabletoMeteorologistsPros

•  Satelliteiscompara=velyclosetotheearth…thusfinerspa=alresolu=onofimagerythangeosta=onary•  SatellitefliesdirectlyoverAlaska:no(oratleastless)problemwithparallax•  Largenumberofpassesperday,thankstoAlaska’shighla=tude•  Asmallconstella=onofsatellitesincreasestheamountofcoverage

Cons• Gapsin=mebetweenimages• Coverageislimitedto“stripes,”andsome=mestheareaofinterestliesjustoutsideofastripe•  Eachsatellitehasitsown“personality”

March15,2017 7

Page 8: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

RemoteSensingofAlaskaFloodFactors:

• Snow• Groundwater• Breakupphysicsinresponsetospringweatherandicethickness

March15,2017 8

Page 9: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

FloodFactor#1:GriddedEs=matesofSnowWaterLoads

ProductsusedinCONUS/CanadanotavailableforAlaska

•  NOHRSCSNODASAnalysisSWE

•  EnvtCanadaSSMISSWE

ProductsthatexistforAKbutaren’tusedatAPRFC

•  AMSR2SWE,depth•  MIRSSWE(SNPP/ATMS,DMSP/SSMIS,MetOp/AMSU)

ProductsinAPRFCWorksta=ons

• LSMsSWE,depth• Snow-17model

March15,2017 9

Page 10: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

FloodFactor#1:ExampleofMicrowaveProductChallenges

•  AMSR-2isthesuccessortoJAXA’sAMSR-E(AdvancedMicrowaveScanningRadiometer)onGCOM-W1

•  Microwavebasedes=matesofSWEandSnowDepth,signalaoenuatesquicklyindeepsnow

•  ShowntohavesomeskillinveryshallowsnowpackinopenareaslikeGreatPlains

•  DepthhoarisanotherproblemthatwouldbiasmeasurementsinaplacelikeNorthSlope,AK

March15,2017 10

Page 11: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

NIPRFundedWork:BorealAMSR-2SWEAlgorithmImprovement

March15,2017 11

Page 12: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

NIPRFundedWork:BorealAMSR-2SWEAlgorithmImprovement

March15,2017 12

Page 13: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

NIPRFundedWork:BorealAMSR-2SWEAlgorithmImprovement

March15,2017 13

Page 14: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

14

EvenSnowCoverProductshaveBiases:MODISvs.AirborneImagery

BenneoandCherry,forthcomingMarch15,2017

Page 15: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

NOHRSCSnowAnalysis

March15,2017 15

Page 16: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

NOHRSC’sAirborneGammaSurveys

hop://www.nohrsc.noaa.gov/snowsurvey/March15,2017 16

Page 17: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

NOHRSCAlaska2016

March15,2017 17

Page 18: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

NOHRSCAKInterior2016

March15,2017 18

Page 19: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

MunsonRidgeNOHRSCLine,April6,2016

CherryMarch15,2017 19

Page 20: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

MunsonRidgeNOHRSCLine,April21,2016

CherryMarch15,2017 20

Page 21: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

MunsonRidgeNOHRSCLine,May8,2016

CherryMarch15,2017 21

Page 22: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

FloodFactor#2:GroundwaterSagRiverFloodingDaltonHighway

hop://www.ktva.com/March15,2017 22

Page 23: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

JPSS/GMUFloodProduct

March15,2017 23

Page 24: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

JPSS/GMUFloodProduct

March15,2017 24

Page 25: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

SenGnelSARdifferencing:EarlyMarch-LateFebruary

ASFMarch15,2017 25

Page 26: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

FloodFactor#3:icephysics

YukonRiveratCircle,May7,2015

Cherry,2015March15,2017 26

Page 27: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

May3,2015

May5,2015

YukonatDawson

FloodFactor#3:icephysicsCherry,2015

March15,2017 27

Page 28: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

Valida=onofJPSS/CCNYProducts

May3,YukonnearEagle

March15,2017 28

Page 29: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

JPSS/GMUAlgorithmImprovement:Dr.SanmeiLivisitstheYukonRiver

Cherry,2016March15,2017 29

Page 30: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

IceJamatCalicoBluffs(YukonRivernearEagle,AK)

Cherry,2016March15,2017 30

Page 31: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

Bassich,2016March15,2017 31

Page 32: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 32

May27,2012

Page 33: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 33

May28,2013

Page 34: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 34

Page 35: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 35

Page 36: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

New(ish)RiverIceandFloodingProduct

• Goalistoclearlyhighlightoverlandfloodingviaa“derived”product• Usesthiscombina=onofwavelengths:•  0.64µm,theclassicvisiblechannelthat’sbeenused…forever•  0.86µm,the“veggieband”•  1.61µm,the“snow/iceband”•  11.5µm,theclassiclongwaveinfraredchannelthat’sbeenused…forever

March15,2017 36

Page 37: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

ThereareAlwaysSomeGotchas…

• Withrelianceonshorterwavelengths,thesunmustbeup•  …happily,duringspringbreakupandsummerthereisamplesunshine

• Cannotseethroughclouds•  …happily,breakupfloodingoVenoccursunderclearskies

• At375mspa=alresolu=on,productnotsuitedforcomplexterrain•  …happily,well-suitedforflaoerterrain

• BasedonVIIRSdata,thusjustahandfulofpassesperday

March15,2017 37

Page 38: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 38

Page 39: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 39

Page 40: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 40

Page 41: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 41

Page 42: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 42

Page 43: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 43

Page 44: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 44

Page 45: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 45

Page 46: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 46

Page 47: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 47

Page 48: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 48

Page 49: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 49

Page 50: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 50

Page 51: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

March15,2017 51

Page 52: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

FindThisProducton“RealEarth”

March15,2017 52

Page 53: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

ContactInfo

•  JessicaCherry•  Hydrologist,NWSAnchorage•  [email protected]

•  EricStevens•  ScienceLiaison,UAF-GINA•  [email protected]

March15,2017 53

Page 54: Breaking Up is Hard to Do...2017/03/15  · parallax • Large number of passes per day, thanks to Alaska’s high latude • A small constellaon of satellites increases the amount

References

• Alaska-PacificRiverForecastCenterhop://www.weather.gov/aprfc/•  Trainingmodule,“JPSSRiverIceandFloodProducts”hops://www.meted.ucar.edu/satmet/river_ice_flooding/• RiverFloodProduct:hop://realearth.ssec.wisc.edu/• NewsstoriesfromGalenafloodof2013•  hops://www.adn.com/rural-alaska/slideshow/photos-city-galena-underwater-yukon-river-floods/2013/06/01/•  hop://news.sky.com/story/alaska-town-floods-as-ice-jam-clogs-river-10444442

March15,2017 54


Recommended