Ship Detection High Res Satellite Imagery

  • Upload
    keoxx

  • View
    222

  • Download
    0

Embed Size (px)

Citation preview

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    1/27

    SHIP DETECTION USING HIGHRESOLUTION

    SATELLITE IMAGERY ANDSPACEBASED AIS

    TonjeNanetteHannevik

    NorwegianDefence ResearchEst.(FFI)

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    2/27

    Outline AIS

    AISSat

    1 Radarsatellites

    SARandAIS

    TheMalangentrial Results

    Tracking examples

    Conclusions

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    3/27

    Introduction Increased shippingandfishing along the Norwegiancoast and

    inthe BarentsSea

    Spaceborne SARsince 1998 increase overview

    Traditionally:Coarse resolution SARimagery

    Recently:

    Space

    based AIS

    >

    Higher resolution SAR

    data

    for

    selected areasof interest

    SAR:RADARSAT2,TerraSARX,CosmoSkyMed

    Optical:

    Worldview

    1

    and

    GeoEye Presentation:

    Ship detection inhigh resolution imagery

    Combined with spacebased andlandbased AIS

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    4/27

    AIS Anticollision system shipboard transponders

    Passenger ships,

    cargo

    ships over

    300

    gross

    tons,

    fishingvessels >45m

    Ships position,speed,heading,load,size andship type++

    Land

    based AIS:

    range

    40

    nautical miles Satellitebased AIS:increases rangetremendously to

    monitorNorways vastocean areasinthe HighNorth

    VHF

    VHF

    VHF

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    5/27

    Spaceborne AIS FFIlaunched AISSat1with AIStransponderJuly12th2010

    Receive AIS

    signals

    in

    space Demonstration mission:vessel detection inwatersnorth of

    ArcticCircle

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    6/27

    Radarsatellites inorbit Increasing number of SARsensors

    In

    orbit: RADARSAT1andRADARSAT2

    TerraSARX,TandemX

    COSMO

    SkyMed 1,

    2,

    3

    and

    4Military systems

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    7/27

    Planned radarsatellitesSentinel1AandSentinel1B

    RADARSATConstellationMission

    Military systems

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    8/27

    RADARSAT2 Launched December 2007

    New

    opportunities for

    spaceborne monitoring of vesseltraffic andfishing activities

    Betterresolution

    Flexible look direction

    Multiplepolarisation options

    Quadpolarisation data:4imagesof sameareaindiff.pol.

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    9/27

    SARandAIS Complimentary

    Combinationof AISandSARforsurveillance inremote

    areas

    AIS:identify vessels detected inSARimages

    SAR:detect vessels notreporting through AIS

    shipinfo.com

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    10/27

    Malangentrialanddatacollection Malangen:goodtestsite

    Possiblewithmultipleobservationsofsameship

    AISdatafromlandbasedandspacebasedAIS

    September2010

    Data:

    4RADARSAT2StandardQuadPolimages

    LandbasedAIS(aisonline.com)

    SpacebasedAIS(AISSat1)

    Time

    # Date SAR aisonline AISSat-1

    1 19/9 16:31 16:30 & 16:35 16:31 - 16:45

    2 21/9 15:33 15:35 15:35 - 15:48

    3 23/9 16:14 16:15 16:13 - 16:27

    4 29/9 16:39 16:40 16:34 - 16:48

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    11/27

    September19th SAR:16:31

    Aisonline.com:16:30&16:35

    AISSat1:16:31 16:45

    Detections September 19th

    Ship SAR aisonline

    AISSat-1

    Class,

    detected?1 Detected OK B, detected

    2 Detected OK A, detected

    3 Detected OK A, detected

    4 Detected OK B, -

    5 Detected OK A, -

    6 Detected OK A, -

    7 Detected OK A, -

    8 Detected OK A, -

    9 Land OK B, detected

    10 Land OK B, -

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    12/27

    September29th SAR:16:39

    Aisonline.com:16:40

    AISSat1:16:34 16:48

    Detections September 29th

    Ship SAR aisonline

    AISSat-1

    Class, detected?

    1 Detected OK B, detected 4

    times at 08:37

    2 Detected OK A, detected 3times between

    07:00-07:02

    3 Detected OK B, detected 2

    times at 16:45

    4 Land, detected OK B, -

    Whiteandgreen:AISSat1

    Black:

    SAR

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    13/27

    Tracking ships AISSat1:new opportunity totrack ships notwithin the 40

    nautical miles rangeof the landbased AIS

    Example 1:Muddr080detected using SARSeptember19th and

    23rd

    ShipdetectedseveraltimesfromAISSat1

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    14/27

    Muddr080 Detected 35timesbyAISSat1between 17/912:45and

    23/9

    19:38 in

    2010

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    15/27

    Quadpolarised data signatures oftracked ship high incidence angle

    VH

    HH

    VV

    HV

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    16/27

    Ships,landandsea SAR2DimageandSAR3Damplitudeimage

    Tracked ship

    Tracked ship

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    17/27

    Tracking of VladimirTikhonov24/1110to18/612

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    18/27

    Tracking of VladimirThikanov NorthEastPassage:20/811to7/911

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    19/27

    Discussion missed detections AISSat1passesfromsouth >saturation NorthSea/BalticSea

    Signalsarrivingattheantennaatthesametime(messagecoll.) Butpartofpassshouldbeunaffected

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    20/27

    Received messages19/9/2010 Achieved performance

    no messages received forthe first89minutes

    Effective passduration reduced from15min.to67min.

    0

    0.05

    0.1

    0.15

    0.2

    0.25

    0.3

    1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16

    Percentageofall

    messagesreceived

    Minutesintopass

    PercentageofallreceivedmessagesbyAISSat1asa

    functionoftimeintothepassat16:3016:46

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    21/27

    Simulated results forsimilar passgeometry Discrepancy notalone because of:

    Noships inthe areainthe beginning (lastslide9/19)

    Large#of ships inNorthSeaandBaltic

    0

    0.02

    0.04

    0.06

    0.080.1

    0.12

    0.14

    0.16

    0.18

    0.2

    0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 More

    Percentageofallreceivedmessages

    Minutesintopass

    PercentageofallreceivedmessagesbyAISSat1

    insimulationasafunctionoftimeintothepass

    at16:2216:38 6/8/2011

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    22/27

    Discussions missed detections Relationship between incr.performance anddecr.landarea

    Malangenareaclose toland

    Interference fromlandbased reuse of AISfrequencies 1and2that are alsousedon AISSat1

    Signalcollisions prob.of det.decreases

    Fjords

    around Troms

    elevation angle

    small in

    beginning of pass Nolineof sight duetohigh mountains (beg.andendof pass) further

    reducing the effective passduration

    HighmountainsmakesshadowsforAISSat1inMalangen area

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    23/27

    Discussion missed detections Vulnerableforreducedeffectivepassduration:

    ClassBshipssendAISsignalsusinglowerpowerandlessfrequent

    thanClassAships

    Shipsatporttransmitsmessagesatalowerrate >harderto

    detectfromspaceduetolowertransmitrate&limitedtimein

    satellitesfieldofview

    AISequipment notinstalled properly onboard ships

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    24/27

    Conclusions sumof challenges Detectionprobabilityinasinglepassvariesconsiderably

    Eveninalowtrafficarea(closetoland!)suchasthe

    northofNorway AISSat1performancevarieswiththesatelliteantenna

    pointingconfiguration

    AISSat

    1 still

    in

    its

    commissioning

    phase

    (during

    trial)

    Noactiveantennacontrol

    Nowantennacontrolispossible betterperformanceinfuturetrials

    Overtime:shipdetectionprobabilityincreasesgreatly

    tracking SpacebasedAIShaslargerprobabilitytodetectshipsinthe

    openoceanareasthanclosetothecoast

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    25/27

    Conclusions Ships reported byaisonline.comare detected inSARimages

    (except ships close tolandorvery small ships

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    26/27

    NORAIS,AISSat2andAISSat3 NORAIS

    Now on InternationalSpaceStation

    AISSat2

    Identical designasAISSat1

    Flightmodel isfinished

    Environmental testswill bedone

    Increased coverage andbackup

    Launch 3rdor4thquarterof 2013?

    AISSat3 Betterreceiver

    Next generation AISsatellite

    Another payload aswell on the satellite?

  • 7/24/2019 Ship Detection High Res Satellite Imagery

    27/27

    Aknowledgements AISdata courtesyofNorwegianCoastal

    Administration:aisonline.comoperatedbyChristianMichelsenResearch(CMR)

    ThankstotheNorwegianSpaceCentrefor

    sponsoringAISSat1