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The Hyperspectral Imager of the Coastal Ocean HICO Curt Davis 1 , Nick Tufillaro 1 Mike Corson 2 , Bo-Cai Gao 2 , Jeff Bowles 2 and Bob Lucke 2 1 College of Earth Ocean and Atmospheric Sciences Oregon State University, Corvallis, OR, USA 2 Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA

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Page 1: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

The Hyperspectral Imager of the Coastal Ocean

HICOCurt Davis1, Nick Tufillaro1

Mike Corson2, Bo-Cai Gao2, Jeff Bowles2 and Bob Lucke2 1College of Earth Ocean and Atmospheric Sciences Oregon State

University, Corvallis, OR, USA2Remote Sensing Division, Naval Research Laboratory, Washington DC

20375 USA

Page 2: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Presentation Outline

• Why use hyperspectral imaging for the coastal ocean?

• The Hyperspectral Imager for the Coastal Ocean (HICO)– How it came to be– On orbit calibration and validation

• What we can see with HICO?• Access to HICO data via. OSU HICO website• Vision for the future

Page 3: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Optical Components of a Coastal Scene

Physical and biological modeling of the scene is often required to analyze the hyperspectral image.

• Multiple light paths• Scattering due to:

– atmosphere– aerosols– water surface– suspended particles– bottom

• Absorption due to:– atmosphere– aerosols– suspended particles– dissolved matter

• Scattering and absorption are convolved

Page 4: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Introduction to Hyperspectral Imaging

Spectrum for each pixel

Grass

Dry Soil

Leaves

Camouflage

+

+

+

Hyperspectral imager

Spectral Decompositionfor an open land scene

The imager and method of exploitation must be tailored to the scene and the desired products.

• A hyperspectral imager records a spectrum of the light from each pixel in the scene

• Hyperspectral image analysis exploits this extra spectral information

Page 5: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

NRL Airborne Coastal Environmental Hyperspectral Program

RequirementsEvaluation

ProductEvaluation

ProductExtraction

DataProcessing

Ground Truth

SensorCalibration

SpiralDevelopment

SensorDevelopment

PURSUITPatternRecognition /Classification

TAFKAA Atmospheric

Removal Algorithm

ORASISSpectralIdentification

NonlinearManifoldAnalysis

0

75.0000

150.0000

225.0000

300.0000

0.4000 0.5250 0.6500 0.7750 0.9000

Ref

lect

ance

X 1

04

Wavelength (microns)

PHGroun

Sensor Performance Modeling

Georectification

FlightCampaigns

20 years end-to-end development of airborne coastal hyperspectral imaging

Page 6: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Hyperspectral Imager for the Coastal Ocean (HICO)

HICO image of Hong Kong, October

2, 2009.

HICO is integrated and flown under the direction of DoD’s

Space Test Program

!HICO is an experiment to see what we gain by imaging the coastal ocean at higher resolution from space.!The HICO sensor:

! first spaceborne imaging spectrometer for coastal oceans!samples coastal regions at <100 m (400 to 900 nm: at 5.7 nm)!high signal-to-noise ratio to resolve the complexity of the coastal ocean

!Sponsored as an Innovative Naval Prototype (INP) by the Office of Naval Research: Goal to reduce cost and a greatly shortened schedule.

!Start of Project to Sensor Delivery in 16 months!Launched to the ISS September 10, 2009

Page 7: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO Flight Sensor - Stowed position

View port

camera

spectrometer

lens

Page 8: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO meets Performance Requirements

To increase scene access frequency+45 to -30 deg Cross-track pointing

Data volume and transmission constraints1 maximumScenes per orbit

Large enough to capture the scale of coastal dynamics

Adequate for scale of selected coastal ocean features

Sensor response to be insensitive to polarization of light from scene

Provides adequate Signal to Noise Ratio after atmospheric removal

Derived from Spectral Range andSpectral Channel Width

Sufficient to resolve spectral features

All water-penetrating wavelengths plus Near Infrared for atmospheric correction

Rationale

102Number of SpectralChannels

42 x 192 kmScene Size

92 metersGround Sample Distance at Nadir

< 5% (430-1000 nm)Polarization Sensitivity

> 200 to 1for 5% albedo scene

(10 nm spectral binning)

Signal-to-Noise Ratiofor water-penetrating

wavelengths

5.7 nmSpectral Channel Width

380 to 960 nmSpectral Range

PerformanceParameter

Page 9: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO Installed on the ISS on September 24, 2009

Japanese Module Exposed Facility

HICO

Page 10: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO docked at ISS – Now What?

HICO Viewing Slit

Page 11: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO Image Locations

Locations chosen based on:1. Location – within latitude limits of ISS orbit2. Type – ocean, coast, land3. Use – CalVal, Science, Navy, etc

- Currently ~400 locations identified

Page 12: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO Calibration

• HICO fully calibrated in the laboratory (Lucke et al, 2011)– Radiometric calibration– Spectral calibration– Dark current correction– Second Order correction

• HICO does not have a second order filter or an on-board calibrator.

• Cannot ask the ISS to rotate to point at the moon.

• On-orbit calibrations using natural scenes (Gao et al, 2012)– Spectral calibration using

Fraunhofer lines and oxygen line– Radiometric calibration using land

calibration targets– Second order correction using

water scenesHICO spectra a) normal resolution and b) at full (1.7 nm) resolution used for spectral calibrations

Page 13: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Spectral Properties

X XXXX

Left: Spectra extracted from pixels along the e a s t - w e s t t r a n s e c t s h o w n i n y e l l o w . Approximate locations o f the spec t ra a re indicated by same color X s o n t h e i m a g e . Spectra are scaled calibrated at-sensor radiances.

Right : Mean and standard deviation of 1295 pixels in the red Region of Interest. T h e S N R ( µ / σ including all sensor and environmental variations) is >300:1 f o r m u c h o f t h e spectra. Spectra are scaled calibrated at-sensor radiances.

Page 14: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Difficulty of Atmospheric Removal over water

0

17.5000

35.0000

52.5000

70.0000

0.4000 0.5500 0.7000 0.8500 1.0000

Radiance calculated from measured coastal spectrum

Rad

ianc

e (W

/m^2

/sr/m

icro

n)

Wavelength (micron)

radiance above atmosphereradiance at surface •Atmosphere most of

signal

•Atmospheric gasses are well mixed, well understood

•Water is variable

•Aerosols variable in space & time

• Accurate aerosol models and radiative transfer necessary

Page 15: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Tafkaa

• Tafkaa-6-S– Based on ATREM (Gao & Davis 1997 PROC SPIE)– Uses 6-S atmospheric model– User selects aerosol model and optical depth– Handles data from all altitudes– Changes from ATREM include ability to parse image header file, improve

speed, use larger set of aerosol models • Tafkaa-Tabular

– Much of the code based on ATREM (Gao & Davis 1997, PROC SPIE)– Changes as listed above – Uses a large look-up table for the aerosol correction

• Table created using Zia Ahmed’s full vector radiative transfer model• Can use dark pixel assumption for open ocean scenes

– Includes a correction for reflections off of the sea surface– Only works for near sea-level data– Originally described in (Gao, Montes, Ahmad, & Davis, Applied Optics 2000),

modifications in several SPIE proceedings

Page 16: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Radiometric Comparison of HICO to MODIS (Aqua)

East China Sea off Shanghai

50 km

Image location

Nearly coincident HICO and MODIS images of turbid ocean off Shanghai, China demonstrates that HICO is well-calibrated

HICODate: 18 January 2010

Time: 04:40:35 UTCSolar zenith angle: 53°

Pixel size: 95 m

MODIS (Aqua)Date: 18 January 2010

Time: 05:00:00 UTCSolar zenith angle: 52°

Pixel size: 1000 m

Top-Of-Atmosphere Spectral Radiance

R.-R. Li, NRL

Page 17: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Andros Island, Bahamas, Oct 22, 2009Bathymetry AbsorptionRGB image

Page 18: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Derivative Spectroscopy with HICO

Columbia River 13 July 2010 Sediment Indicator

Spectrum at-sensor(pixel locations shown in RGB)

Derivative spectrum after processing

Page 19: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

San Francisco, San Pablo and Suisun Bays

Page 20: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO%Image%of%a%massive%Microcys(s)bloom%in%western%Lake%Erie,%September%3,%2011%as%confirmed%by%spectral%analysis.

Microcystis bloom in Lake Erie

Page 21: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO%Image%of%the%new%underwater%volcano%off%the%small%Canary%Island%of%El%Hierro,%December%22,%2011.

Birth of a New Island, Canary Islands

Page 22: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Recent HIOC Images

Strait of Juan de Fuca, 26 May 2012

Sediment plume from removal of Elwha Dam near Port Angles

Page 23: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Recent HIOC Images

Columbia River, 12 May 2012

Sediment Plume off Oregon Coast

Page 24: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

South San Francisco 11 May 2012

Page 25: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

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Page 26: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Lake Erie 15 June 2012

Sandusky Bay

Joe Ortiz, University of Ohio taking In-situ data(Radiometry and water samples HPLC)

Page 27: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Lake Erie 15 June 2012

Page 28: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

wavelength

Lake Erie 15 June 2012

Page 29: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO Data Distribution at OSU

• Developed HICO Public Website at OSU for distribution data, publications and presentations.

• Includes some example HICO data that are approved for distribution.

• OSU HICO Web site will be portal for data requests and distribution– Data requests require a short proposal and data agreement

• http://hico.coas.oregonstate.edu • Full description of the data and directions for use on the website

Page 30: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

Are we there Yet? Need beyond HICO

HICO is a demonstrator. A new Free flying Coastal and Water Resources Imager (CWR) would offer several key advantages over HICO:

•Broader bandwidth. CWR will collect data from 380 to 1650 nm. to characterize beaches and plants along the shoreline and snow and ice in alpine regions and in the Arctic.•Finer spatial resolution. CWR will collect data with 30-m GSD, to re-solve ocean bottom, coastal, glacier and arctic features.•Optimized orbit. For best lighting and to image locations in high latitudes every day and locations in mid to low latitudes every 2nd or 3rd day. •Wide field of regard. Point -30˚ to +30˚ from nadir for rapid revisit (1-3 days) to study sites.•Optimized calibration. CWR will calibrate signal brightness on-orbit by scanning the full moon once a month.•Complete data processing system. HICO data processed to level 1B, need routine full processing to geolocated products, including reprocessing as needed.

Page 31: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

The HICO Team

• Michael Corson, PI• Robert Lucke, Lead

Engineer • Bo-Cai Gao • Charles Bachmann • Ellen Bennert • Karen Patterson • Dan Korwan • Marcos Montes • Robert Fusina • Rong-Rong Li• William Snyder

• Bob Arnone • Rick Gould • Paul Martinolich • Will Hou• David Lewis• Ronnie Vaughn • Theresa Scardino • Adam Lawson• Alan Weidemann • Ruhul Amin

• Curt Davis, OSU, Project Scientist

• Jasmine Nahorniak, OSU• Nick Tufillaro, OSU• Curt Vandetta, OSU• Ricardo Letelier, OSU• Zhong-Ping Lee, U. Mass

Boston

Industry• John Fisher, Brandywine

Photonics

NRL – DC NRL – SSC Academic

Special thanks to our sponsors the Office of Naval Research, the Space Test Program, and to NASA and JAXA who made this program possible.

Page 32: HICO - University of Wisconsin–Madison · University, Corvallis, OR, USA 2Remote Sensing Division, Naval Research Laboratory, Washington DC 20375 USA . Presentation Outline •

HICO Summary (HICO Docked on the ISS)

Japanese Exposed Facility HICO

• Built and launched in 28 months

• Over 5800 scenes collected

• Slot on ISS until July 2014

• Data from OSU HICO website

http://hico.coas.oregonstate.edu