Landsat program explained

The Landsat program is the longest-running enterprise for acquisition of satellite imagery of Earth. It is a joint NASA / USGS program. On 23 July 1972, the Earth Resources Technology Satellite was launched. This was eventually renamed to Landsat 1 in 1975.[1] The most recent, Landsat 9, was launched on 27 September 2021.

The instruments on the Landsat satellites have acquired millions of images. The images, archived in the United States and at Landsat receiving stations around the world, are a unique resource for global change research and applications in agriculture, cartography, geology, forestry, regional planning, surveillance and education, and can be viewed through the U.S. Geological Survey (USGS) "EarthExplorer" website. Landsat 7 data has eight spectral bands with spatial resolutions ranging from ; the temporal resolution is 16 days.[2] Landsat images are usually divided into scenes for easy downloading. Each Landsat scene is about 115 miles long and 115 miles wide (or 100 nautical miles long and 100 nautical miles wide, or 185 kilometers long and 185 kilometers wide).

History

In 1965, William T. Pecora, the then director of the United States Geological Survey, proposed the idea of a remote sensing satellite program to gather facts about the natural resources of our planet. Pecora stated that the program was "conceived in 1966 largely as a direct result of the demonstrated utility of the Mercury and Gemini orbital photography to Earth resource studies." While weather satellites had been monitoring Earth's atmosphere since 1960 and were largely considered useful, there was no appreciation of terrain data from space until the mid-1960s. So, when Landsat 1 was proposed, it met with intense opposition from the Bureau of Budget and those who argued high-altitude aircraft would be the fiscally responsible choice for Earth remote sensing. Concurrently, the Department of Defense feared that a civilian program such as Landsat would compromise the secrecy of their reconnaissance missions. Additionally, there were geopolitical concerns about photographing foreign countries without permission. In 1965, NASA began methodical investigations of Earth remote sensing using instruments mounted on planes. In 1966, the USGS convinced the Secretary of the Interior, Stewart Udall, to announce that the Department of the Interior (DOI) was going to proceed with its own Earth-observing satellite program. This savvy political stunt coerced NASA to expedite the building of Landsat. But budgetary constraints and sensor disagreements between application agencies (notably the Department of Agriculture and DOI) again stymied the satellite construction process. Finally, by 1970 NASA had a green light to build a satellite. Remarkably, within only two years, Landsat 1 was launched, heralding a new age of remote sensing of land from space.[3]

The Hughes Aircraft Company from Santa Barbara Research Center initiated, designed, and fabricated the first three Multispectral Scanners (MSS) in 1969. The first MSS prototype, designed by Virginia Norwood, was completed within nine months, in the fall of 1970. It was tested by scanning Half Dome at Yosemite National Park. For this design work Norwood was called "The Mother of Landsat".[4]

Working at NASA's Goddard Space Flight Center, Valerie L. Thomas managed the development of early Landsat image processing software systems and became the resident expert on the Computer Compatible Tapes, or CCTs, that were used to store early Landsat imagery. Thomas was one of the image processing specialists who facilitated the ambitious Large Area Crop Inventory Experiment, known as LACIE — a project that showed for the first time that global crop monitoring could be done with Landsat satellite imagery.[5]

The program was initially called the Earth Resources Technology Satellites Program, which was used from 1966 to 1975. In 1975, the name was changed to Landsat. In 1979, President of the United States Jimmy Carter's Presidential Directive 54[6] [7] transferred Landsat operations from NASA to National Oceanic and Atmospheric Administration (NOAA), recommended development of a long term operational system with four additional satellites beyond Landsat 3, and recommended transition to private sector operation of Landsat. This occurred in 1985 when the Earth Observation Satellite Company (EOSAT), a partnership of Hughes Aircraft Company and RCA, was selected by NOAA to operate the Landsat system with a ten-year contract. EOSAT operated Landsat 4 and Landsat 5, had exclusive rights to market Landsat data, and was to build Landsats 6 and 7.

In 1989, this transition had not been fully completed when NOAA's funding for the Landsat program was due to run out (NOAA had not requested any funding, and U.S. Congress had appropriated only six months of funding for the fiscal year)[8] and NOAA directed that Landsat 4 and Landsat 5 be shut down.[9]

The head of the newly formed National Space Council, Vice President Dan Quayle, noted the situation and arranged emergency funding that allowed the program to continue with the data archives intact.[8] [9] [10] [11]

Again in 1990 and 1991, Congress provided only half of the year's funding to NOAA, requesting that agencies that used Landsat data provide the funding for the other six months of the upcoming year.[8]

In 1992, various efforts were made to procure funding for follow on Landsats and continued operations, but by the end of the year EOSAT ceased processing Landsat data. Landsat 6 was finally launched on 5 October 1993, but was lost in a launch failure. Processing of Landsat 4 and 5 data was resumed by EOSAT in 1994. NASA finally launched Landsat 7 on 15 April 1999.

The value of the Landsat program was recognized by Congress in October 1992 when it passed the Land Remote Sensing Policy Act (Public Law 102-555) authorizing the procurement of Landsat 7 and assuring the continued availability of Landsat digital data and images, at the lowest possible cost, to traditional and new users of the data.

Satellite chronology

Instrument Picture Launched Terminated Duration Notes
23 July 1972 6 January 1978 Originally named Earth Resources Technology Satellite 1. Landsat 1 carried two vital instruments: a camera built by the Radio Corporation of America (RCA) known as the Return Beam Vidicon (RBV); and the Multi spectral Scanner (MSS) built by the Hughes Aircraft Company.
22 January 1975 25 February 1982 Nearly identical copy of Landsat 1. Payload consisting of a Return Beam Vidicon (RBV) and a Multi spectral Scanner (MSS). The specifications of these instruments were identical to Landsat 1.
5 March 1978 31 March 1983 Nearly identical copy of Landsat 1 and Landsat 2. Payload consisting of a Return Beam Vidicon (RBV) as well as a Multi spectral Scanner (MSS). Included with the MSS was a short-lived thermal band. MSS data was considered more scientifically applicable than the RBV which was rarely used for engineering evaluation purposes.
16 July 1982 14 December 1993 Landsat 4 carried an updated Multi Spectral Scanner (MSS) used on previous Landsat missions, as well as a Thematic Mapper.
1 March 1984 5 June 2013 [12] Nearly identical copy of Landsat 4. Longest Earth-observing satellite mission in history. Designed and built at the same time as Landsat 4, this satellite carried the same payload consisting of a Multi Spectral Scanner (MSS) as well as a Thematic Mapper.
5 October 1993 5 October 1993 0 days Failed to reach orbit. Landsat 6 was an upgraded version of its predecessors. Carrying the same Multi spectral Scanner (MSS) but also carrying an Enhanced Thematic Mapper, which added a 15m resolution panchromatic band.
15 April 1999 active Operating with scan line corrector disabled since May 2003.[13] The main component on Landsat 7 was the Enhanced Thematic Mapper Plus (ETM+). Still consisting of the 15m-resolution panchromatic band, but also includes a full aperture calibration. This allows for 5% absolute radiometric calibration.[14]
11 February 2013 active Originally named Landsat Data Continuity Mission from launch until 30 May 2013, when NASA operations were turned over to United States Geological Survey (USGS).[15] Landsat 8 has two sensors with its payload, the Operational Land Imager (OLI) and the Thermal InfraRed Sensor (TIRS).[16]
27 September 2021 active Landsat 9 is a rebuild of its predecessor Landsat 8.[17] [18]
TimelineImageSize = width:450 height:auto barincrement:21PlotArea = left:70 bottom:30 top:10 right:10TimeAxis = orientation:horizontal format:yyyyColors = id:canvas value:gray(0.97) id:grid1 value:gray(0.8) id:grid2 value:gray(0.6)BackgroundColors = canvas:canvasDateFormat = mm/dd/yyyyPeriod = from:01/01/1972 till:01/01/2022AlignBars = justifyScaleMajor = increment:2 start:1973 unit:year grid:grid1ScaleMinor = increment:1 start:1974 unit:yearBarData = bar:Landsat1 text:"Landsat 1" bar:Landsat2 text:"Landsat 2" bar:Landsat3 text:"Landsat 3" bar:Landsat4 text:"Landsat 4" bar:Landsat5 text:"Landsat 5" bar:Landsat6 text:"Landsat 6" bar:Landsat7 text:"Landsat 7" bar:Landsat8 text:"Landsat 8" bar:Landsat9 text:"Landsat 9"PlotData = align:left anchor:from fontsize:M width:13 shift:(4,-6) textcolor:black bar:Landsat1 from:07/23/1972 till:01/06/1978 color:blue bar:Landsat2 from:01/22/1975 till:02/25/1982 color:blue bar:Landsat3 from:03/05/1978 till:03/31/1983 color:blue bar:Landsat4 from:07/16/1982 till:12/14/1993 color:orange bar:Landsat5 from:03/01/1984 till:06/05/2013 color:orange bar:Landsat6 from:10/05/1993 till:10/05/1993 color:black bar:Landsat7 from:04/15/1999 till:05/31/2003 color:red bar:Landsat7 from:05/31/2003 till:end color:coral bar:Landsat8 from:02/11/2013 till:end color:green bar:Landsat9 from:09/27/2021 till:end color:green

Spatial and spectral resolution

Landsat 1 through 5 carried the Landsat Multispectral Scanner (MSS). Landsat 4 and 5 carried both the MSS and Thematic Mapper (TM) instruments. Landsat 7 uses the Enhanced Thematic Mapper Plus (ETM+) scanner. Landsat 8 uses two instruments, the Operational Land Imager (OLI) for optical bands and the Thermal Infrared Sensor (TIRS) for thermal bands. The band designations, bandpasses, and pixel sizes for the Landsat instruments are:[19]

Landsat 1–5 Multispectral Scanner (MSS)!Landsat 1–3 MSS!Landsat 4–5 MSS!Wavelength (micrometers)!Resolution (meters)
Band 4 – GreenBand 1 – Green0.5 – 0.660*
Band 5 – RedBand 2 – Red0.6 – 0.760*
Band 6 – Near Infrared (NIR)Band 3 – NIR0.7 – 0.860*
Band 7 – NIRBand 4 – NIR0.8 – 1.160*
* Original MSS pixel size was 79 x 57 meters; production systems now resample the data to 60 meters.
Landsat 4–5 Thematic Mapper (TM)!Bands!Wavelength (micrometers)!Resolution (meters)
Band 1 – Blue0.45 – 0.5230
Band 2 – Green0.52 – 0.6030
Band 3 – Red0.63 – 0.6930
Band 4 – NIR0.76 – 0.9030
Band 5 – Shortwave Infrared (SWIR) 11.55 – 1.7530
Band 6 – Thermal10.40 – 12.50120* (30)
Band 7 – SWIR 22.08 – 2.3530
* TM Band 6 was acquired at 120-meter resolution, but products are resampled to 30-meter pixels.
Landsat 7 Enhanced Thematic Mapper Plus (ETM+)!Bands!Wavelength (micrometers)!Resolution (meters)
Band 1 – Blue0.45 – 0.5230
Band 2 – Green0.52 – 0.6030
Band 3 – Red0.63 – 0.6930
Band 4 – NIR0.77 – 0.9030
Band 5 – SWIR 11.55 – 1.7530
Band 6 – Thermal10.40 – 12.5060* (30)
Band 7 – SWIR 22.09 – 2.3530
Band 8 – Panchromatic0.52 – 0.9015
* ETM+ Band 6 is acquired at 60-meter resolution, but products are resampled to 30-meter pixels.
Landsat 8 Operational Land Imager (OLI) and Thermal Infrared Sensor (TIRS)[20] !Bands!Wavelength (micrometers)!Resolution (meters)
Band 1 - Ultra Blue (coastal/aerosol)0.435 – 0.45130
Band 2 - Blue0.452 – 0.51230
Band 3 - Green0.533 – 0.59030
Band 4 – Red0.636 – 0.67330
Band 5 – NIR0.851 – 0.87930
Band 6 – SWIR 1 1.566 – 1.65130
Band 7 – SWIR 22.107 – 2.29430
Band 8 – Panchromatic0.503 – 0.67615
Band 9 – Cirrus1.363 – 1.38430
Band 10 – Thermal 110.60 – 11.19100* (30)
Band 11 – Thermal 211.50 – 12.51100* (30)
* TIRS bands are acquired at 100 meter resolution, but are resampled to 30 meter in delivered data product.

An advantage of Landsat imagery, and remote sensing in general, is that it provides data at a synoptic global level that is impossible to replicate with in situ measurements. However, there are tradeoffs between the local detail of the measurements (radiometric resolution, number of spectral bands) and the spatial scale of the area being measured. Landsat imagery is coarse in spatial resolution compared to using other remote sensing methods, such as imagery from airplanes. Compared to other satellites, Landsat's spatial resolution is relatively high, yet revisit time is relatively less frequent.

MultiSpectral Scanner (MSS)

The Landsat program incorporated the Multispectral Scanner (MSS) from its first mission up to its fifth. The MSS, gave the United States an advantage in satellite imaging, facilitating the launch of Landsat ahead of the French SPOT satellite.

The MSS was unique in its design. Rather than a static camera, it employed a moving mirror, capturing Earth's images in four distinct spectral bands. This capability allowed the MSS to record variations in sunlight reflected from the Earth. Notably, Landsat 3's MSS was further advanced, with an added capability to detect heat radiation.[21]

One of the prominent features of the MSS was its consistent imaging. Each captured frame represented an area on the Earth's surface approximately 83 meters in length and 68 meters in width. Additionally, the system was designed to ensure a continuous image sweep across a swath equivalent to 185 km on the Earth's surface. The MSS's design also emphasized precision; by precisely timing the mirror's movements, it ensured that consecutive images did not overlap.[21]

However, by the 1980s, the cost dynamics shifted. Accessing Landsat's imagery became substantially more expensive, making the French SPOT satellite's images a more cost-effective alternative for many users. The rise in Landsat's prices can be attributed to U.S. policy shifts, initiated under President Carter's leadership and finalized during President Reagan's administration.[7] [22]

Uses of Landsat imagery

Landsat data provides information that allows scientists to predict the distribution of species, as well as detecting both naturally occurring and human-generated changes over a greater scale than traditional data from field work. The different spectral bands used on satellites in the Landsat program provide many applications, ranging from ecology to geopolitical matters. Land cover determination is a common use of Landsat imagery around the world.[23]

Landsat imagery provides one of the longest uninterrupted time series available from any single remote sensing program, spanning from 1972 to present.[24] Looking to the future, the successful launch of Landsat-9 in 2021 shows that this time series will be continued forward.[25]

In 2015, the Landsat Advisory Group of the National Geospatial Advisory Committee reported that the top 16 applications of Landsat imagery produced savings of approximately 350 million to over 436 million dollars each year for federal and state governments, NGO's, and the private sector. That estimate did not include further savings from other uses beyond the top sixteen categories.[26] The top 16 categories for Landsat imagery use, listed in order of estimated annual savings for users, are:

  1. U.S. Department of Agriculture risk management
  2. U.S. Government mapping
  3. Agricultural water use monitoring
  4. Global security monitoring
  5. Support for fire management
  6. Detection of forest fragmentation
  7. Detection of forest change
  8. World agriculture supply and demand estimates
  9. Vineyard management and water conservation
  10. Flood mitigation mapping
  11. Agricultural commodities mapping
  12. Waterfowl habitat mapping and monitoring
  13. Coastal change analysis
  14. Forest health monitoring
  15. National Geospatial-Intelligence Agency global shoreline mapping
  16. Wildfire risk assessment [26]

Further uses of Landsat imagery include, but are not limited to: fisheries, forestry, shrinking inland water bodies, fire damage, glacier retreat, urban development, and discovery of new species. A few specific examples are explained below.

Natural resources management

Fisheries

In 1975, one potential application for the new satellite-generated imagery was to find high yield fishery areas. Through the Landsat Menhaden and Thread Investigation, some satellite data of the eastern portion of the Mississippi sound and another area off the coast of the Louisiana coast data was run through classification algorithms to rate the areas as high and low probability fishing zones, these algorithms yielded a classification that was proven with in situ measurements – to be over 80% accurate and found that water color, as seen from space, and turbidity significantly correlate with the distribution of menhaden – while surface temperature and salinity do not appear to be significant factors. Water color – measured with the multispectral scanners four spectral bands, was used to infer Chlorophyll, turbidity, and possibly fish distribution.[27]

Forestry

An ecological study used 16 ortho-rectified Landsat images to generate a land cover map of Mozambique's mangrove forest. The main objective was to measure the mangrove cover and above ground biomass on this zone that until now could only be estimated, the cover was found with 93% accuracy to be 2909 square kilometers (27% lower than previous estimates). Additionally, the study helped confirm that geological setting has a greater influence on biomass distribution than latitude alone - the mangrove area is spread across 16° of latitude but it the biomass volume of it was affected more strongly by geographic conditions.[28]

Climate change and environmental disasters

Shrinking of the Aral Sea

The shrinking of the Aral Sea has been described as "One of the planet's worst environmental disasters". Landsat imagery has been used as a record to quantify the amount of water loss and the changes to the shoreline. Satellite visual images have a greater impact on people than just words, and this shows the importance of Landsat imagery and satellite images in general.[29]

Fires in Yellowstone National Park

The Yellowstone fires of 1988 were the worst in the recorded history of the national park. They lasted from 14 June to 11 September 1988, when rain and snow helped halt the spread of the fires. The area affected by the fire was estimated to be 3,213 square kilometers – 36% of the park. Landsat imagery was used for the area estimation, and it also helped determine the reasons why the fire spread so quickly. Historic drought and a significant number of lightning strikes were some of the factors that created conditions for the massive fire, but anthropogenic actions amplified the disaster. On images generated previous to the fire, there is an evident difference between lands that display preservation practices and the lands that display clear cut activities for timber production. These two type of lands reacted differently to the stress of fires, and it is believed that that was an important factor on the behavior of the wildfire. Landsat imagery, and satellite imagery in general, have contributed to understanding fire science; fire danger, wildfire behavior and the effects of wildfire on certain areas. It has helped understanding of how different features and vegetation fuel fires, change temperature, and affect the spreading speed.[30] [31]

Glacier retreat

The serial nature of Landsat missions and the fact that is the longest-running satellite program gives it a unique perspective to generate information of Earth. Glacier retreat in a big scale can be traced back to previous Landsat missions, and this information can be used to generate climate change knowledge. The Columbia glacier retreat for example, can be observed in false-composite images since Landsat 4 in 1986.

Urban development

Landsat imagery gives a time-lapse like series of images of development. Human development specifically, can be measured by the size a city grows over time. Further than just population estimates and energy consumption, Landsat imagery gives an insight of the type of urban development, and study aspects of social and political change through visible change. In Beijing for example, a series of ring roads started to develop in 1980s following the economic reform of 1970, and the change in development rate and construction rate was accelerated in these time periods.

Ecology

Discovery of new species

In 2005, Landsat imagery assisted in the discovery of new species. Conservation scientist Julian Bayliss wanted to find areas that could potentially become conservation forests using Landsat generated satellite images. Bayliss saw a patch in Mozambique that until then had no detailed information. On a reconnaissance trip, he found great diversity of wildlife as well as three new species of butterflies and a new snake species. Following his discovery, he continued to study this forest and was able to map and determine the forest extent.[32]

Recent and future Landsat satellites

Landsat 8 launched on 11 February 2013. It was launched on an Atlas V 401 from Vandenberg Air Force Base by the Launch Services Program. It will continue to obtain valuable data and imagery to be used in agriculture, education, business, science, and government. The new satellite was assembled in Arizona by Orbital Sciences Corporation.

Landsat 9 launched on September 27, 2021. During FY2014 financial planning "appropriators chided NASA for unrealistic expectations that a Landsat 9 would cost US$1 billion, and capped spending at US$650 million" according to a report by the Congressional Research Service. United States Senate appropriators advised NASA to plan for a launch no later than 2020.[7] In April 2015, NASA and the USGS announced that work on Landsat 9 had commenced, with funding allocated for the satellite in the president's FY2016 budget, for a planned launch in 2023.[33] Funding for the development of a low-cost thermal infrared (TIR) free-flying satellite for launch in 2019 was also proposed, to ensure data continuity by flying in formation with Landsat 8.[33]

In the future, there may also be more collaboration between Landsat satellites and other satellites with similar spatial and spectral resolution, such as the ESA's Sentinel-2 constellation.[34]

Landsat Next is planned to launch in late 2030/early 2031 and will measure 26 spectral bands; current Landsat's 8 and 9 measure 11 each.[35]

See also

External links

Notes and References

  1. Book: Short, N.M.. The LANDSAT Tutorial Workbook: Basics of Satellite Remote Sensing. 1078. 1982 . Washington DC . NASA. 2060/19830002188.
  2. http://landsat.gsfc.nasa.gov/about/L7_td.html The Landsat Program – Technical Details
  3. News: Landsat History. NASA. 2021-07-05.
  4. Pennisi . Elizabeth . Elizabeth Pennisi . Meet the Landsat pioneer who fought to revolutionize Earth observation . Science . 10 September 2021 . 373 . 6561 . 1292 . 10.1126/science.acx9080. 239215521 .
  5. https://landsat.gsfc.nasa.gov/a-face-behind-landsat-images-meet-dr-valerie-l-thomas/ NASA Landsat Science, A Face Behind Landsat Images: Meet Dr. Valerie L. Thomas
  6. Web site: Presidential Directive 54. jimmycarterlibrary.gov. Jimmy Carter Library. April 18, 2017. November 16, 1979. https://web.archive.org/web/20170130202926/https://www.jimmycarterlibrary.gov/documents/pddirectives/pd54.pdf. January 30, 2017.
  7. Web site: Folger . Peter. Landsat: Overview and Issues for Congress. fas.org. Congressional Research Service. April 18, 2017. October 27, 2014.
  8. Book: Greenberg. Joel S.. Hertzfeld. Henry. Space Economics. AIAA (American Institute of Aeronautics & Astronautics). 1992. 372. 978-1-56347-042-4.
  9. News: The government, saying it ran out of money, pulled the plug on two environmental satellites. United Press International (UPI). 1989-03-02. Vincent del Giudice. 2023-03-13.
  10. News: Quayle backs satellite program. Associated Press. Sun Journal (Lewiston). 1989-03-07 . 2010-05-19.
  11. News: U.S. Halts Plan to Turn Off the Landsat Satellites. John Noble. Wilford. The New York Times. 1989-03-17. 2010-05-19.
  12. Web site: Historic Landsat 5 Mission Ends - Landsat Science. 26 June 2013.
  13. Web site: Landsat Science.
  14. Web site: Landsat 7 - Landsat Science. https://web.archive.org/web/20161108221655/http://landsat.gsfc.nasa.gov/landsat-7-2/. 2016-11-08. landsat.gsfc.nasa.gov. 2017-03-19.
  15. Web site: Landsat 8 Data Now Available!. USGS. May 30, 2013. https://web.archive.org/web/20130605224029/http://landsat.usgs.gov/LDCM_Landsat8.php. June 5, 2013.
  16. Web site: Landsat 8 - Landsat Science. https://web.archive.org/web/20161106124438/http://landsat.gsfc.nasa.gov/landsat-8/. 2016-11-06. landsat.gsfc.nasa.gov . NASA. 2017-03-19.
  17. Web site: Virtual Briefing on Launch of NASA, USGS Landsat 9. NASA.gov. 27 August 2021. 27 September 2021.
  18. Web site: Landsat 9 . https://web.archive.org/web/20161109202110/http://landsat.gsfc.nasa.gov/landsat-9/. 9 November 2016. NASA Landsat Science. 21 December 2016.
  19. Web site: What are the band designations for the Landsat satellites? Landsat Missions. landsat.usgs.gov. 2019-01-29. https://web.archive.org/web/20170122043515/https://landsat.usgs.gov/what-are-band-designations-landsat-satellites. 2017-01-22.
  20. Barsi. Julia A.. Lee. Kenton. Kvaran. Geir. Markham. Brian L.. Pedelty. Jeffrey A.. October 2014. The Spectral Response of the Landsat-8 Operational Land Imager. Remote Sensing. 6. 10. 10232–10251. 10.3390/rs61010232. 2014RemS....610232B. free.
  21. Web site: The Multispectral Scanner . dead . https://web.archive.org/web/20070126235924/http://landsat.gsfc.nasa.gov/about/mss.html . 2007-01-26 . .
  22. Web site: Failure Of Landsat 6 Leaves Many Researchers In Limbo. The Scientist (magazine).
  23. Cohen . Warren B. . Goward . Samuel N. . Landsat's Role in Ecological Applications of Remote Sensing . BioScience . 2004 . 54 . 6 . 535–545 . 10.1641/0006-3568(2004)054[0535:LRIEAO]2.0.CO;2 . 86219373 .
  24. Hemati . MohammadAli . Hasanlou . Mahdi . Mahdianpari . Masoud . Mohammadimanesh . Fariba . A Systematic Review of Landsat Data for Change Detection Applications: 50 Years of Monitoring the Earth . Remote Sensing . MDPI AG . 13 . 15 . 22 July 2021 . 2072-4292 . 10.3390/rs13152869 . 2869. 2021RemS...13.2869H . free .
  25. Web site: Landsat 9 Reaches Orbit, Makes Ground Contact to Continue Legacy . USGS.gov . 14 October 2021.
  26. Web site: Landsat Seen as Stunning Return on Public Investment . USGS.gov . 14 October 2021.
  27. Web site: Finding Fish With Satellites. Kemmerer. Andrew. March 2017 . NOAA.
  28. Landscape-scale extent, height, biomass, and carbon estimation of Mozambique's mangrove forest with Landsat ETM+ and Shuttle Radar Topography Mission elevation data. Journal of Geophysical Research: Biogeosciences. 113. Fatoyinbo. Temilola. March 2017. n/a. 10.1029/2007JG000551. free.
  29. Landsat's Most Historically Significant Images of Earth From Space. Mason. Betsy. March 2017. Wired.
  30. Zhao . Feng . Meng . Ran . Huang . Chengquan . Zhao . Maosheng . Zhao . Feng . Gong . Peng . Yu . Le . Zhu . Zhiliang . Long-Term Post-Disturbance Forest Recovery in the Greater Yellowstone Ecosystem Analyzed Using Landsat Time Series Stack . Remote Sensing . MDPI AG . 8 . 11 . 29 October 2016 . 2072-4292 . 10.3390/rs8110898 . 898. 2016RemS....8..898Z . free . 1903/31531 . free .
  31. Web site: EarthView–Fire and Rebirth: Landsat Tells Yellowstone's Story . USGS.gov . 15 October 2021.
  32. Web site: Landsat Imagery Leads to Discovery of New Species - Landsat Science. https://web.archive.org/web/20170430083925/https://landsat.gsfc.nasa.gov/landsat-imagery-leads-to-discovery-of-new-species/. 2017-04-30. NASA.
  33. Web site: NASA, USGS Begin Work on Landsat 9. Karen . Northon. 16 April 2015.
  34. Wulder . Michael A. . Loveland . Thomas R. . Roy . David P. . Crawford . Christopher J. . Masek . Jeffrey G. . Woodcock . Curtis E. . Allen . Richard G. . Anderson . Martha C. . Martha Anderson. Belward . Alan S. . Cohen . Warren B. . Dwyer . John . Erb . Angela . Gao . Feng . Griffiths . Patrick . Helder . Dennis . Hermosilla . Txomin . Hipple . James D. . Hostert . Patrick . Hughes . M. Joseph . Huntington . Justin . Johnson . David M. . Kennedy . Robert . Kilic . Ayse . Li . Zhan . Lymburner . Leo . McCorkel . Joel . Pahlevan . Nima . Scambos . Theodore A. . Schaaf . Crystal . Schott . John R. . Sheng . Yongwei . Storey . James . Vermote . Eric . Vogelmann . James . White . Joanne C. . Wynne . Randolph H. . Zhu . Zhe . Current status of Landsat program, science, and applications . Remote Sensing of Environment . Elsevier BV . 225 . 2019 . 0034-4257 . 10.1016/j.rse.2019.02.015 . 127–147. 2019RSEnv.225..127W . 134722096 . 10919/88790 . free .
  35. Web site: Landsat NeXt Landsat Science . NASA . 11 March 2022 . 30 November 2021.