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HyTES (Hyperspectral Thermal Emission Spectrometer)

Jun 18, 2012

Airborne Sensors

HyTES (Hyperspectral Thermal Emission Spectrometer)

HyTES Instrument     Flight Campaigns    References

HyTES is an airborne pushbroom imaging spectrometer developed at NASA/JPL (Jet Propulsion Laboratory) and funded by the NASA Instrument Incubator Program (IIP). The HyTES instrument will be used in support of the HyspIRI (Hyperspectral Infrared Imager) mission which was recommended by the NRC (National Research Council) in their Decadal Survey in 2007. 1)

The LWIR (Long Wave Infrared) is typically expressed as the wavelength range between 7 and 14 µm. The airborne instrument under development will operate from 7.5 µm to 12 µm. Spectral information from this wavelength range is extremely valuable for Earth Science research. The LWIR component of the HyspIRI mission will address science questions in five main science themes:

Volcanos: What are the changes in the behavior of active volcanoes? Can we quantify the trace gases (CO2) released into the atmosphere by volcanoes and estimate its impact on Earth's climate? How can we help predict and mitigate volcanic hazards?

Wildfires: What is the impact of global biomass burning on the terrestrial biosphere and atmosphere, and how is this impact changing over time? A LWIR sensor will allow us to measure temperature, emissivity, radiative flux, burn products, hot spots, etc.

Water use and availability: As global freshwater supplies become increasingly limited, how can we better characterize trends in local and regional water use and moisture availability to help conserve this critical resource?

Urbanization: How does urbanization affect the local, regional and global environment? Can we characterize this effect to help mitigate its impact on human health and welfare?

Land surface composition and change: What is the composition and temperature of the exposed surface of the Earth? How do these factors change over time and affect land use and habitability?

Thermal spectroscopy acquires both the emission from the target source object as well as reflected and/or transmitted emission from surrounding and/or foreground objects.

Figure 1: Artist's rendition of the application spectrum to be covered by HyTES imagery (image credit: CalTech)
Figure 1: Artist's rendition of the application spectrum to be covered by HyTES imagery (image credit: CalTech)

 

Objectives 2)

• Develop a calibrated, airborne imaging spectrometer operating between 7.5 and 12 µm with 256 spectral channels

• Develop an initial overall system design

- Optical design

- Thermal/mechanical design

- Data acquisition and recording system

• Evaluate key design elements using the existing JPL QWEST (Quantum Well Earth Science Testbed), in particular 7.5-12 µm QWIP FPA (Focal Plane Array)

• Design and fabricate: Overall system, optics, detectors, grating, mechanical, thermal, data recording and storage

• Assemble, test and calibrate in the laboratory

• Complete aircraft-integration

• Deploy from an airborne platform over test sites in the western USA

• Provide data to the HyspIRI Study Group.

QWEST, the precursor instrumentation of HyTES, is an end-to-end laboratory demonstration of both the thermal Dyson spectrometer as well as of the quantum well infrared focal plane technology. The QWEST testbed is providing enabling technology for the development of a fully operational airborne platform suitable for Earth science studies. It will have sufficient spatial and spectral resolution to allow scientists to acquire the necessary data to aid in the planning of future spaceborne missions. 3) 4) 5) 6)



 

HyTES Instrument

The HyTES airborne instrument is a hyperspectral grating spectrometer in combination with a QWIP (Quantum Well Infrared Photodetector) and grating based spectrometer. The basic specifications of QWEST and HyTES are provided in Table 1 and an illustration is shown in Figure 2. Both systems will use large format detectors and have large spatial swath widths. The current optical design and grating works for the entire 7.5 - 12 µm spectral range but the existing QWIP FPA which is being used for preliminary testing in QWEST is only sensitive from 7.5-9.5 µm.

Instrument parameter

QWEST

HyTES

No of pixels in cross-track

320

512 (spatial elements in cross-track)

No of spectral bands (sampling)

256

256 (17.6 nm)

Spectral range

8-12 µm

7.5-12 µm

Integration time (1 scanline)

30 ms

30 ms

TFOV (Total Field of View)

40º

50º

IFOV (Instantaneous Field of View)

1.44 mrad

1.44 mrad

Calibration (preflight)

Full aperture blackbody

Full aperture blackbody

QWIP array size

640 x 512

1024 x 512

QWIP pitch

25 µm

19.5 µm

QWIP FPA temperature

≤ 40 K

≤ 40 K

Spectrometer (Dyson) temperature

40 K

40 K

Slit width

50 µm

39 µm

Pixel size at 2000 m flight altitude

4.5 m

3.64 m

Pixel size at 20,000 m flight altitude

45 m

36.4 m

Table 1: Overview of instrument performance parameters

The system uses a mechanically cooled system consisting of a vacuum chamber, cryocoolers, thermal radiation shields, telescope/relay, and a spectrometer.

The HyTES instrument assembly is scheduled for completion in 2011.

Figure 2: Schematic view of the HyTES instrument assembly and its elements (image credit: NASA/JPL)
Figure 2: Schematic view of the HyTES instrument assembly and its elements (image credit: NASA/JPL)
Figure 3: Mechanical layout of the HyTES instrument (image credit: NASA/JPL)
Figure 3: Mechanical layout of the HyTES instrument (image credit: NASA/JPL)
Figure 4: Illustration of the HyTES instrument scanhead (image credit: NASA/JPL)
Figure 4: Illustration of the HyTES instrument scanhead (image credit: NASA/JPL)
Figure 5: Block diagram of the HyTES instrument assembly (image credit: NASA/JPL)
Figure 5: Block diagram of the HyTES instrument assembly (image credit: NASA/JPL)

Optical Design

HyTES is a pushbroom imaging spectrometer based on the Dyson optical configuration. The Dyson design allows for a very compact and optically fast system (f/1.6).

A single monolithic block is used in double pass where light from the slit enters at a narrow optical passageway and is transmitted through the rear power surface, diffracts off the grating and re-enters the block to totally internally reflect off the back surface which guides the spectrally dispersed radiation to focus at the QWIP location. This design minimizes the travel and form factor of the system. The actual block fabricated is shown in Figure 6. Broadband area coatings are used on all applicable light transmitting surfaces. The coatings allow 99.5% or better EOTIR (Earth Observing Thermal Infrared) light to transmit.

The block was fabricated from ZnSe, a robust material with a transparent wavelength region from 0.4 ~ 23 µm and an absorption coefficient between 10-3 and 10-4 cm-1. The ZnSe slab is produced by chemical vapor deposition.

Figure 6: HyTES conceptual layout of the Dyson spectrometer and the objective lens elements (image credit: NASA/JPL)
Figure 6: HyTES conceptual layout of the Dyson spectrometer and the objective lens elements (image credit: NASA/JPL)

The telescope is an all-aluminum, diamond-turned, athermal. “snap-together” design featuring several accessories like: aperture baffle, 2 internal baffles, real slot baffle, and a precision made large shim.

Figure 7: The HyTES telescope (right), left is a cutaway view (image credit: NASA/JPL)
Figure 7: The HyTES telescope (right), left is a cutaway view (image credit: NASA/JPL)
Figure 8: Telescope design provides a direct connection to the relay housing (image credit: NASA/JPL)
Figure 8: Telescope design provides a direct connection to the relay housing (image credit: NASA/JPL)

As shown in Figure 9, a single monolithic block is used in double pass where light from the slit enters at a narrow optical passageway and is transmitted through the rear power surface, diffracts off the grating and re-enters the block to totally internally reflect off the back surface which guides the spectrally dispersed radiation to focus at the QWIP location. This design minimizes the travel and form factor of the system.

Figure 9: Conceptual layout of the Dyson spectrometer and objective lens elements (image credit: NASA/JPL)
Figure 9: Conceptual layout of the Dyson spectrometer and objective lens elements (image credit: NASA/JPL)
Figure 10: Photo og the HyTES spectrometer block (right) with the optical prescription (left), image credit: NASA/JPL
Figure 10: Photo og the HyTES spectrometer block (right) with the optical prescription (left), image credit: NASA/JPL

The slit was made using RIE (Reactive Ion Etching) of silicon nitride (Si3N4) films formed by LPCVD (Low Pressure Chemical Vapor Deposition).

 

QWIP Array

The QWIP technology utilizes the photoexcitation of electrons between the ground state and the first excited state in the conduction band QW (Quantum Well). QWIPs have been successfully integrated into commercial handheld field units for more than a decade. This is the first integration of the QWIP with a spectrometer system for earth science studies requiring accurately calibrated data.

The detector pixel pitch of the FPA is 25 µm and the actual pixel area is 23 x 23 µm. Indium bumps were evaporated on top of the detectors for hybridization with a silicon ROIC (Readout Integrated Circuit). These QWIP FPAs were hybridized (via indium bump-bonding process) to a 640 x 512 pixel CMOS (Complementary Metal-Oxide Semiconductor) ROIC and biased at VB = –1.25 V. At temperatures below 72 K, the SNR (Signal-to-Noise Ratio) of the system is limited by array nonuniformity, readout multiplexer (i.e., ROIC) noise, and photocurrent (photon flux) noise. At temperatures above 72 K, the temporal noise due to the dark current becomes the limitation.

The project is currently running the system at 40 K to obtain a SNR advantage. The QWIP is known for its high spatial uniformity (<0.51%). This is a clear advantage over other detector technologies such as HgCdTe and InSb. A custom made LCC (Leadless Chip Carrier ) and titanium FPA clamp was designed to accommodate the close proximity of the FPA with the ZnSe block.

FPA (Focal Plane Array) fabrication:

• A cross section of the two-band QWIP (Quantum Well Infrared Photodetector) is used as the detector material is shown in Figure 11.

• Roughly half of the array will respond in the 7.5-10 µm range, and the other half will cover the 10-12 µm range.

Figure 11: HyTES pixel design - cross-sectional zoom at the transition point showing two bands with ¼ λ gratings on each (image credit: NASA/JPL)
Figure 11: HyTES pixel design - cross-sectional zoom at the transition point showing two bands with ¼ λ gratings on each (image credit: NASA/JPL)
Figure 12: QWIP and custom made clamp assembly to hold QWIP and LCC (image credit: NASA/JPL)
Figure 12: QWIP and custom made clamp assembly to hold QWIP and LCC (image credit: NASA/JPL)

Diffraction Grating

The diffraction grating design and fabrication is a key enabling technology for these spectrometers. JPL has developed electron-beam lithography techniques that allow fabrication of precisely blazed gratings on curved substrates having several millimeters of height variation. Gratings fabricated in this manner provide high efficiency combined with low scatter. The blazed grating for this LWIR Dyson spectrometer was fabricated in a thin layer of PMMA (Polymethyl Methacrylate) electron-beam resist coated on a diamond-turned concave ZnSe substrate. After exposure and development to the desired blaze angle, the resist was overcoated with gold for maximum infrared reflectance. A photograph of the grating and the simulated efficiency of the fabricated grating are shown in Figure 13, respectively. The design was optimized for maximum efficiency in the -1 order, and the other orders remain relatively weak across the band.

Figure 13: QWEST spectrometer grating (image credit: NASA/JPL)
Figure 13: QWEST spectrometer grating (image credit: NASA/JPL)

Legend to Figure 13: On the left side is the photograph of the fabricated grating (annular E-beam focus zones are visible due to slight variation in scattering; unexposed rectangular areas near edge are due to the E-beam mount), the right side shows the simulated efficiency (calculated using PCGrate 6.1 software).

The HyTES predicted NEDT (Noise Equivalent Delta Temperature) is shown in Figure 14. A spectral calibration was performed using narrowband interference filters. This is an easy way to determine the position of the spectral bands and verify the full width at half maximum. For radiometric performance, a NIST (National Institute of Standards and Technology) traceable transfer calibration is performed on our electro-optic blackbody to verify its performance between the two end bracket temperatures of 4ºC and 40ºC. JPL has multiple NIST traceable blackbodies with a stability at 25ºC of ± 0.0007ºC and a thermistor standard probe with an accuracy of0.0015ºC over 0-60ºC and stability/yr of 0.005.

The data of Figure 14 shows that QWEST has very good linearity with many temperature measurements showing absolute errors below 0.1ºC. The NEDT for spectral channels at blackbody temperatures between 5ºC and 30ºC is measured as predicted. This implies that for a given temperature between this range QWEST has a mean NEDT of 124.7 mK.

Figure 14: Predicted NEDT for single pixel and 2 x 2 binned effective pixel. The performance meets expectation (image credit: NASA/JPL)
Figure 14: Predicted NEDT for single pixel and 2 x 2 binned effective pixel. The performance meets expectation (image credit: NASA/JPL)

Mass (scanhead, does not include 1 rack of electronics to operate instruments)

12 kg

Power

400 W

Instrument volume

1 m x 0.5 m (cylinder)

Number of pixels in cross-track

512

Number of spectral bands

256

Spectral range

7.5-12 µm

Frame speed

35 or 22 fps

Integration time (1 scanline)

28 or 45 ms

TFOV (Total Field of View)

50º

Calibration (preflight)

Full aperture blackbody

Detector temperature

40 K

Spectrometer temperature

100 K

Slit length and width

20 mm x 39 µm

IFOV

1.7066

Pixel size/swath at 2000 m flight altitude (includes ~27 calibration pixels)

3.41 m / 1868.33 m

Pixel size/swath at 20,000 m flight altitude (includes ~27 calibration pixels)

34.13 m / 18683.31 m

Table 2: HyTES instrument parameters (Ref. 6)
Figure 15: HyTES system electronics, data and control (image credit: NASA/JPL)
Figure 15: HyTES system electronics, data and control (image credit: NASA/JPL)

Data Products

• Raw data from FPA with interleaved GPS and engineering data (L0)

• Geo-located radiance at sensor (L1)

• Future derived products:

- Surface radiance

- Surface emissivity

- Surface temperature.



 

Flight Campaigns

• July 22, 2019: A bright red twin-engined aircraft, equipped with ultra-high-resolution thermal imaging technology has been scouring the agricultural heartlands of Europe this summer. It was no search and rescue exercise, but an initial step towards building a proposed new satellite system capable of recording the temperature of Earth’s skin in intricate detail. 7)

- The objective is to work towards increasing the resilience of agriculture to future water scarcity and variability, but it will also deepen our understanding of Earth’s climate system.

- The instrument on board, called HyTES, is an advanced thermal imager built by NASA’s Jet Propulsion Laboratory. It has been surveying agricultural and urban areas in the UK and Italy as part of a joint airborne campaign between ESA and NASA.

- The results will help provide test data to support the development of the proposed LSTM (Land Surface Temperature Monitoring) mission, which is one of six new missions being considered for Europe’s Copernicus program. As with the Copernicus Sentinel missions, these new missions are being developed by ESA.

- The campaign also supports the development of ESA’s Earth Explorer FLEX mission, which will improve our understanding of the way carbon moves between plants and the atmosphere and how photosynthesis affects the carbon and water cycles.

Figure 16: Hytes instrument integration. In preparation for the campaign, the photo shows the instrument being fitted a BAS aircraft in Duxford, UK (image credit: ESA, D. Schuettemeyer)
Figure 16: Hytes instrument integration. In preparation for the campaign, the photo shows the instrument being fitted a BAS aircraft in Duxford, UK (image credit: ESA, D. Schuettemeyer)

- The test flights are helping to specify the best spectral band positions to be adopted by the mission,” said Dr Darren Ghent, of the University of Leicester and a member of the LSTM Mission Advisory Group. He noted the test data will help his team develop the algorithms for producing accurate thermal maps of the land surface.

- From a low-Earth, polar orbit, the proposed Copernicus LSTM mission would map both land-surface temperature and rates of evapotranspiration, comprising the water vapor emitted by plants as they grow, in unprecedented field-scale detail. It would deliver information at 50 m resolution – 400 times finer than is currently acquired operationally from spaceborne thermal instruments such as the sea and land surface temperature radiometer on Copernicus Sentinel-3.

- Dr Ghent continued, “In an urban context, this will help to understand and model thermal activity and ventilation in and around individual cities and inform planning and ‘climate-adaptive’ building design to deal with heatwaves such as those experience in western Europe during June.

- “The data, however, will be equally, if not more relevant, in a rural setting, with major benefits relating to food production and sustainable water use. At the expected resolution it will be possible to monitor the temperature of individual fields, enabling growers to tailor irrigation regimes to specific crops and locations.”

- Under water stress, plants reduce or cease the rate of water loss from their leaves reducing the productivity of the crop. This is closely related to the land-surface temperature, which can be detected from space before visible symptoms appear in crops.

Figure 17: An aircraft, equipped with ultra-high-resolution thermal imaging technology has been scouring the agricultural heartlands of Europe this summer as an initial step towards building a proposed new satellite system capable of recording the temperature of Earth’s skin in intricate detail. The onboard HyTES instrument is an advanced thermal imager built by NASA’s Jet Propulsion Laboratory. It has been surveying agricultural and urban areas in the UK and Italy as part of a joint airborne campaign between ESA and NASA. The results will help provide test data to support the development of the proposed Land Surface Temperature Monitoring mission, which is one of six new missions being considered for Europe’s Copernicus program. As with the Copernicus Sentinel missions, these new missions are being developed by ESA. This photo was taken from the aircraft as it flew over test sites in Italy (image credit: ESA, D. Schuettemeyer)
Figure 17: An aircraft, equipped with ultra-high-resolution thermal imaging technology has been scouring the agricultural heartlands of Europe this summer as an initial step towards building a proposed new satellite system capable of recording the temperature of Earth’s skin in intricate detail. The onboard HyTES instrument is an advanced thermal imager built by NASA’s Jet Propulsion Laboratory. It has been surveying agricultural and urban areas in the UK and Italy as part of a joint airborne campaign between ESA and NASA. The results will help provide test data to support the development of the proposed Land Surface Temperature Monitoring mission, which is one of six new missions being considered for Europe’s Copernicus program. As with the Copernicus Sentinel missions, these new missions are being developed by ESA. This photo was taken from the aircraft as it flew over test sites in Italy (image credit: ESA, D. Schuettemeyer)

- The population of Earth is expected to surpass nine billion by 2050, a 30% increase from today, and will place pressure on finite water resources in the future.

- Dr Ghent added, “Agriculture already accounts for the use of 70% of global freshwater. Increased water withdrawals to keep up with future food demands combined with water scarcity and variability issues due to the effects of climate change will be challenging.

- “The field-level temperature information from LSTM will increase the efficiency of individual farms in a changed environment.”

- Land-surface temperature is also an essential climate variable so data from the mission will form a key component in future climate data records, giving researchers the ability to resolve more local scale climate effects.

- Accurate knowledge of Earth’s skin temperature using satellite-derived information helps to explain the physics at the land-surface, and how energy and moisture are exchanged between Earth’s surface and the air above. This exchange is important for monitoring drought, changes in vegetation and the stability and extent of permafrost.

Figure 18: The heat is on. With some places expecting to be hit with air temperatures of over 40ºC in the next days, much of Europe is in the grip of a heatwave – and one that is setting record highs for June. According to meteorologists this current bout of sweltering weather is down to hot air being drawn from north Africa. This map shows the temperature of the land on 26 June 2019. It has been generated using information from the Copernicus Sentinel-3’s Sea and Land Surface Temperature Radiometer, which measures energy radiating from Earth’s surface in nine spectral bands – the map therefore represents temperature of the land surface, not air temperature which is normally used in forecasts. The white areas in the image are where cloud obscured readings of land temperature and the light blue patches are either low temperatures at the top of cloud or snow-covered areas (image credit: ESA, the image contains modified Copernicus Sentinel data (2019), processed by ESA, CC BY-SA 3.0 IGO)
Figure 18: The heat is on. With some places expecting to be hit with air temperatures of over 40ºC in the next days, much of Europe is in the grip of a heatwave – and one that is setting record highs for June. According to meteorologists this current bout of sweltering weather is down to hot air being drawn from north Africa. This map shows the temperature of the land on 26 June 2019. It has been generated using information from the Copernicus Sentinel-3’s Sea and Land Surface Temperature Radiometer, which measures energy radiating from Earth’s surface in nine spectral bands – the map therefore represents temperature of the land surface, not air temperature which is normally used in forecasts. The white areas in the image are where cloud obscured readings of land temperature and the light blue patches are either low temperatures at the top of cloud or snow-covered areas (image credit: ESA, the image contains modified Copernicus Sentinel data (2019), processed by ESA, CC BY-SA 3.0 IGO)

- As part of ESA’s Climate Change Initiative, a research team, led by the University of Leicester, is already working to develop and extend the existing data records of land-surface temperature by merging datasets from a variety of satellites, including ones no longer in operation.

- The current data record stretches from 1992 to 2017, but will be extended to 2020 by merging data from the radiometer instrument on Copernicus Sentinel-3 with supplementary data from polar and geostationary satellites to characterize diurnal variation.

- Increasing the length and accuracy of climate data records is vital for climate researchers, allowing them to detect small changes in climate with greater confidence.

- By running campaigns from a plane, ESA and the European Commission are starting their journey to develop an Earth observation mission that support efforts to increase resilience to future climate change at a resolution that will not only help to understand the role played by the temperature of the Earth’s skin, but also to act to mitigate the increasing water scarcity caused by climate change.

• First flight of HyTES instrument in July 2012 (Ref. 6). HyTES successfully completed its first test flights on board a Twin Otter aircraft flown between Grand Junction, Colorado and Burbank, California in the week of July 16, 2012. Initial engineering data were acquired near Grand Junction. Based on an evaluation of those datasets, science datasets were acquired between Grand Junction and Burbank. They include acquisitions over different surface types and gas emissions (sulfur dioxide, methane, ammonia) to determine whether HyTES can be used for gas studies. 8)

Figure 19: Twin Otter 300 series with nadir view port (image credit: NASA/JPL)
Figure 19: Twin Otter 300 series with nadir view port (image credit: NASA/JPL)

Platform: Twin Otter (Ref. 6)

- Flight altitude range: 2000 - 4000 m

- Frame rate: variable 15 to 30 fps

- Swath width: 1.8 km - 3.6 km

- Pixel size: 2.9 - 5.8 m

Operator has console to monitor instrument status, change frame rate, start and stop acquisition. Data are stored on removable hard drives.



References

1) William R. Johnson, Simon J. Hook, Pantazis Mouroulis, Daniel W. Wilson, Sarath D. Gunapala, Vincent Realmuto, Andy Lamborn, Chris Paine, Jason M. Mumolo, Bjorn T. Eng, “HyTES: Thermal Imaging Spectrometer Development,” 2011 IEEE Aerospace Conference, Big Sky, MT, USA, March 5-12, 2011, URL: http://trs-new.jpl.nasa.gov/dspace/bitstream/2014/42293/1/11-0765.pdf

2) Simon J. Hook, Bjorn T. Eng, Sarath D. Gunapala, Cory J. Hill, William R. Johnson, Andrew U. Lamborn, Pantazis Mouroulis, Jason M. Mumolo, Christopher G. Paine, Vincent J. Realmuto, Daniel W. Wilson, “QWEST and HyTES: Two New Hyperspectral Thermal Infrared Imaging Spectrometers for Earth Science,” ESTF (Earth Science Technology Forum) 2010, Arlington, Va, USA, June 22-24, 2010, URL of presentation: http://esto.nasa.gov/conferences/estf2010/presentations/Eng_Hook_ESTF2010_B4P2.pdf, URL of paper: http://esto.nasa.gov/conferences/estf2010/papers/Eng_for_Hook_Simon_ESTF2010.pdf

3) William R. Johnson, Simon J. Hook, Pantazis Mouroulis, Daniel W. Wilson, Sarath D. Gunapala, Cory J. Hill, Jason M. Mumolo, Bjorn T. Eng, “Quantum well earth science testbed,” Infrared Physics & Technology, Volume 52, Issue 6, Nov. 2009, pp. 430-433

4) William R. Johnson, Simon J. Hook, Pantazis Mouroulis, Daniel W. Wilson, Sarath D. Gunapala, Cory J. Hill, Jason M. Mumolo, Vincent Realmuto, Bjorn T. Eng, “Towards HyTES: an airborne thermal imaging spectroscopy instrument,” Proceedings of SPIE, 'Imaging Spectrometry XIV,' Sylvia S. Shen; Paul E. Lewis, Editors, Vol. 7457, August 2009

5) Simon Hook, William R. Johnson, Bjorn T. Eng, Sarath D. Gunapala, Andrew U. Lamborn, Pantazis Z. Mouroulis, Christopher G. Paine, Alexander Soibel, Daniel W. Wilson, “The Hyperspectral Thermal Emission Spectrometer (HyTES): preliminary results,” 2011, URL: http://esto.nasa.gov/conferences/estf2011/papers/hook_hytes_estf2011.pdf

6) Simon Hook & The HyspIRI/HyTES/PHyTIR Team, “First flight of the Hyperspectral Thermal Emission Spectrometer (HyTES) airborne instrument,” 2012 HyspIRI Science Workshop, NASA Decadal Survey Mission, Washington, DC, USA, Oct. 16-18, 2012, URL: http://hyspiri.jpl.nasa.gov/downloads/2012_Workshop/day3/15_Hook-2012-10-17-HyTES.pdf

7) ”Monitoring Earth’s skin heat for crops and climate,” ESA, 22 July 2019, URL: http://m.esa.int/Our_Activities/Observing_the_Earth
/Monitoring_Earth_s_skin_heat_for_crops_and_climate

8) Andrea Martin, “HyTES Successfully Completes First Test Flights,” NASA ESTO, July 2012, URL:  https://web.archive.org/web/20170513074901/https://esto.nasa.gov/news/news_Hytes_7_2012.html


The information compiled and edited in this article was provided by Herbert J. Kramer from his documentation of: ”Observation of the Earth and Its Environment: Survey of Missions and Sensors” (Springer Verlag) as well as many other sources after the publication of the 4th edition in 2002. - Comments and corrections to this article are always welcome for further updates (eoportal@symbios.space).

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