u.s. department of the interior u.s. geological survey
DESCRIPTION
Regreening the Sahel and Farmer Managed Natural Regeneration: What the Satellite Imagery Shows First Drylands Week June 10-17, 2011 Dakar, Senegal Gray Tappan, U.S. Geological Survey Earth Resources Observation and Science (EROS) Center Sioux Falls, South Dakota USA [email protected]. - PowerPoint PPT PresentationTRANSCRIPT
![Page 1: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/1.jpg)
![Page 2: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/2.jpg)
U.S. Department of the InteriorU.S. Geological Survey
Regreening the Sahel andFarmer Managed Natural Regeneration:
What the Satellite Imagery Shows
First Drylands WeekJune 10-17, 2011
Dakar, Senegal
Gray Tappan, U.S. Geological SurveyEarth Resources Observation and Science (EROS) Center
Sioux Falls, South Dakota [email protected]
![Page 3: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/3.jpg)
The U.S. Geological Survey’s Earth Resources Observation and Science (EROS) Center’s vision is to be the world’s leading source of land information for exploring our changing planet.
![Page 4: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/4.jpg)
Many thanks for funding and support:
U.S. Agency for International Development
CILSS (Permanent Interstate Committee for Drought Controlin the Sahel)
African Regreening Initiative
Centre de Suivi Ecologique, Senegal
Institut des Sciences de l’Environnement (ISE/UCAD), Senegal
![Page 5: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/5.jpg)
Challenges in Monitoring Agro-Environmental Transformations
Farmers don’t tell you when they’ve made land improvements Biophysical changes occur on a vast geographic scale Distinguishing climate versus anthropogenic factors is complicated Visual evidence of benefits often not apparent in less than 3-4 years; Significant biophysical changes may take a decade or more Time-series mapping of land cover is technically challenging
![Page 6: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/6.jpg)
Remote Sensing: A Definition Remote sensing is the science and art
of acquiring information about the Earth’s surface without being in physical contact with it.
Image Courtesy of NASA: SeaWiFs
![Page 7: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/7.jpg)
Image Courtesy of NASA: SeaWiFs
Remote Sensing Advantages• Synoptic perspective• Unique vantage point• Extra-visual information• Historical and permanent record
![Page 8: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/8.jpg)
SeaWIFS Image
• Meteosat
• SeaWIFS
• MODIS
• SPOT Vegetation
• NOAA-AVHRR
• Landsat
• Corona
• ASTER
• SPOT 5
• IKONOS
• Quickbird
• Historical Aerial Photography
• Recent Aerial Photography
• Aerial Videography
Remote sensing systems that provide coverage of West Africa
![Page 9: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/9.jpg)
Approach to Mapping, Monitoring, and Modeling LULC
Satellite level Aerial level Ground level
*All data collected through time
*Levels of Data Collection
![Page 10: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/10.jpg)
Field Data Collection: 1982 – 1984
Dicrostachysglomerata
![Page 11: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/11.jpg)
Permanent Monitoring Sites in Senegal (Established in 1982-1983)
![Page 12: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/12.jpg)
Field Data Collection:
• Determining vegetationstructure for mapping
• Species-level inventoriesto monitor biodiversity
• Biomass and carbonmeasurements
![Page 13: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/13.jpg)
![Page 14: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/14.jpg)
![Page 15: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/15.jpg)
![Page 16: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/16.jpg)
Revisited Ground Sites to Document Changes in Natural Resources
1983 1994
1996 1998
1983
1996
![Page 17: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/17.jpg)
Monitoring on-farmtrees in the Peanut Basin:28-year comparison
Jan 1983Jan 1983
Feb 2011Feb 2011
![Page 18: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/18.jpg)
Woody Species at Site 487:
1984Bombax costatumAnnona senegalensisCombretum crotonoidesCombretum geitonophyllumCombretum glutinosumCombretum micranthumCombretum nigricansCrossopterix febrifugaDanielia oliveriDetarium microcarpumGardenia erubescensHexalobus monopetalusHymenocardia acidaLannea acidaOstryoderris stuhlmanniiPiliostigma thonningiiPterocarpus erinaceusStychnos spinosaTerminalia avicennioidesTerminalia macropteraVitex madiensisXimenia americanaCordyla pinnataEntada africanaSterculia setigera
Protection of an ecosystem:(Niokolo-Koba, Senegal)
2007
1984
2007Bombax costatumAnnona senegalensisCombretum crotonoidesCombretum geitonophyllumCombretum glutinosumCombretum micranthumCombretum nigricansCrossopterix febrifugaDanielia oliveriDetarium microcarpumGardenia erubescensHexalobus monopetalusHymenocardia acidaLannea acidaOstryoderris stuhlmanniiPiliostigma thonningiiPterocarpus erinaceusStychnos spinosaTerminalia avicennioidesTerminalia macropteraVitex madiensisXimenia americanaCordyla pinnataEntada africanaSterculia setigera
![Page 19: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/19.jpg)
Aerial Surveys with the Centre de Suivi Ecologique (CSE)
![Page 20: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/20.jpg)
A powerful combination: Airplane, GPS and a camera
![Page 21: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/21.jpg)
![Page 22: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/22.jpg)
Landsat Image: Mangroves, Protected areas, and Cropland
![Page 23: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/23.jpg)
Mapping and Monitoring: The Senegal Experience
• Mapped the Land Resources of Senegal (1982 - 1985)
• Monitored land cover trends with CSE through four decades (completed in 1999)
• Built on results for quantifying carbon stocks in soils and vegetation (completed in 2003)
• Currently assessing and mapping land resources inthe Kedougou and Casamance Regions
![Page 24: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/24.jpg)
Published Vegetation Map of Senegal (1986)
![Page 25: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/25.jpg)
Soils of Senegal
![Page 26: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/26.jpg)
NOAA-AVHRR
Seasonal VegetationPatterns
NDVI (vegetation index or greenness)
![Page 27: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/27.jpg)
Satellite observed greening trend
Source: Herrmann et al., 2005
Trends in NDVI 1982 – 2006 corrected for the effects of rainfall:
![Page 28: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/28.jpg)
Tree Parkland Dominated by Faidherbia albida:Leaf-off Stage in the Rainy Season
![Page 29: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/29.jpg)
Enlargement from a Landsat Image, October 2000:Tree parklands not visible (south of Aguié, Niger)
0 5 km
![Page 30: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/30.jpg)
Niger Land Cover in 1975
![Page 31: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/31.jpg)
Niger Land Cover in 2000
![Page 32: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/32.jpg)
Southern Niger in the 1980s
![Page 33: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/33.jpg)
Southern Niger in 1997: Early Evidence of FMNR
![Page 34: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/34.jpg)
Preparing for flightat Tahoua, Niger
![Page 35: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/35.jpg)
Tahoua Region, Niger in 2005: Well established FMNR
![Page 36: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/36.jpg)
![Page 37: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/37.jpg)
![Page 38: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/38.jpg)
Parkland Renaissance: trees are young and growing
![Page 39: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/39.jpg)
Agricultural Parkland east of Matamèye
![Page 40: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/40.jpg)
Impact of trees on crop growth
![Page 41: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/41.jpg)
Impact of a single F. albida tree on crop growth(radius of high productivity: 5 m around a small tree)
![Page 42: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/42.jpg)
Quickbird Image of Medium Density Tree Parkland East of Maradi, Oct. 2005
![Page 43: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/43.jpg)
Landscape DynamicsSouthwest of Zinder
19551955
2005200519751975
![Page 44: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/44.jpg)
Landscape DynamicsSouthwest of Zinder
19551955
2005200519751975
![Page 45: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/45.jpg)
Percent Tree Cover Trend in the Study Area (Mirria-Magaria-Matameye Triangle)
![Page 46: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/46.jpg)
General Extent of Farmer-Managed Natural Regeneration
![Page 47: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/47.jpg)
Is It Increased Rainfall?
![Page 48: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/48.jpg)
Population
More People – More Trees
![Page 49: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/49.jpg)
Location of 12 Terroirs Used for ComparingTree Density Across the Niger-Nigeria Border
Niger
• Zinder• Maradi
• Tahoua
0 200 km
■■
■■
■■
■■ ■
■■
■Nigeria
Terroirs
![Page 50: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/50.jpg)
Terroir in Niger 19 km North of the Niger-Nigeria Border
Source: Google Earth, 2005Source: Google Earth, 2005
![Page 51: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/51.jpg)
Terroir in Niger 8.5 km North of the Niger-Nigeria Border
Source: Google Earth, 2005
![Page 52: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/52.jpg)
Terroir in Nigeria 1.5 km south of the Niger-Nigeria Border
Source: Google Earth, 2005
![Page 53: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/53.jpg)
Terroir in Nigeria 38 km south of the Niger-Nigeria Border
Source: Google Earth, 2005
![Page 54: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/54.jpg)
Comparative Overview of Terroirs on Opposite Sides of the Niger-Nigeria Border
Source: Google Earth, 2005
Niger
Nigeria
![Page 55: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/55.jpg)
![Page 56: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/56.jpg)
What is the overallextent and densityof FMNR in southern Niger?
Quickbird imagesouth of Zinder
![Page 57: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/57.jpg)
Extent and Density of Tree Cover Across Southern Niger
![Page 58: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/58.jpg)
Maerua crassifolia
![Page 59: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/59.jpg)
Benefits of On-Farm Trees… a Win-Win Strategy• Firewood production • Fodder for animals• Increase biodiversity• Habitat for millions of migrating birds• Fruit production• Traditional medicine• Increased soil fertility• Decreased soil erosion• Reduced wind speed• Increased crop yields• Increased water infiltration• Decrease in temperature• Increase in rainall• Inexpensive and easy to adopt• Increase in biomass and carbon• Contribute to mitigating climate change
![Page 60: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/60.jpg)
Senegal land cover in 1975
![Page 61: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/61.jpg)
Senegal land cover in 2000
![Page 62: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/62.jpg)
Mature Faidherbia albida Parkland: N. of Khombole, Peanut Basin, Senegal
![Page 63: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/63.jpg)
Mature Faidherbia albida Parkland: 32 T Carbon / haPeanut Basin, Senegal
![Page 64: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/64.jpg)
Tree Parkland Dominated by Faidherbia albida:Leaf-off Stage in the Rainy Season (N. of Khombole)
![Page 65: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/65.jpg)
Permanent Monitoring Sites in Senegal (Established in 1982-1983)
![Page 66: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/66.jpg)
1983 1994
1996 1998
1983
2003
Monitoring on-farm trees in Senegal
Peanut Basin, 20-year comparison
Site 31
![Page 67: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/67.jpg)
Monitoring on-farmtrees in the Peanut Basin:28-year comparison
Jan 1983Jan 1983
Feb 2011Feb 2011
![Page 68: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/68.jpg)
Monitoring on-farm trees in the Peanut Basin
Feb 1998Feb 1998
Jan 2011Jan 2011
![Page 69: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/69.jpg)
Monitoring on-farmtrees in the Peanut Basin:15-year comparison
Nov 1995Nov 1995
Jan 2011Jan 2011
![Page 70: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/70.jpg)
Soil Susceptibility to Wind Erosion
![Page 71: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/71.jpg)
Very low tree density in the Saloum
![Page 72: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/72.jpg)
May 1983May 1983
Mar 2010Mar 2010
Monitoring on-farm trees in Senegal: 27-year comparison
Site 581: Dépt. de Kaffrine
![Page 73: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/73.jpg)
Dec 2004Dec 2004
Jan 1994Jan 1994
Monitoring on-farm trees in the Saloum, Senegal
![Page 74: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/74.jpg)
Senegal’s Agricultural Parkland Region and Potential Directions of Expansion to other Agricultural Regions
Agriculture areasRepresented in yellow
Main parkland areaOutlined in green
![Page 75: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/75.jpg)
Faidherbia albida trees in rice fields, Basse Casamance, Senegal
![Page 76: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/76.jpg)
Final Remarks Time-series remote sensing imagery played a key role in characterizing the extent and magnitude of agro-environmental transformations
High resolution imagery provides a practical way to monitor FMNR
Time-series images helped convince people that a positive landscape changes were happening at a grand scale
Remote sensing provides a baseline from which tomonitor the spread, uptake and impacts of FMNR
![Page 77: U.S. Department of the Interior U.S. Geological Survey](https://reader035.vdocuments.us/reader035/viewer/2022070502/56814d48550346895dba6df8/html5/thumbnails/77.jpg)