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    The Center for International Forestry Research (CIFOR and World Agroforestry (ICRAF) joined forces in 2019, leveraging a combined 65 years’ experience in research on the role of forests and trees in solving critical global challenges.

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  • About
    About

    World Agroforestry (ICRAF) is a centre of science and development excellence that harnesses the benefits of trees for people and the environment. Leveraging the world’s largest repository of agroforestry science and information, we develop knowledge practices, from farmers’ fields to the global sphere, to ensure food security and environmental sustainability.

     

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    Driven by our vision of a world where all people have viable livelihoods supported by healthy and productive landscapes, our global team of science, research, development, institutional and resource professionals seeks to better combine the science of discovery with the science of delivery. To realize this vision, we focus on four key interacting themes: By combining more productive trees with more resilient and profitable agricultural systems and a sounder understanding of the health of the soil, land and people that is part of ‘greener’, better governed landscapes, we offer valuable and timely knowledge products and services to the global community as it tackles the major challenges of the Anthropocene. These include dealing with climate change; low soil carbon; widespread forest, tree and soil loss leading to degradation; poverty; demographic upheavals and conflict; and securing equitable futures for all with a special focus on women and children.

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    A climate change atlas for Africa of tree species prioritized for forest landscape…

    Our Climate Change Atlas for African trees shows how alterations in environmental condi

    Read More
    The Resources for Tree Planting Platform

    The Resources for Tree Planting Platform explains how to go about sourcing good quality

    Read More
    Agroforestry Species Switchboard: a synthesis of information sources to support tree research and development activities. Version 3.0
    Agroforestry Species Switchboard: a synthesis of information sources to support tree…
    Suggested citation: Kindt R, John I, Dawson IK, Graudal L, Lillesø J-P B, Ordonez J, Jamnadass R. 2022. Agroforestry Species Switchboard: a synthesis of information sources to…
    Read More

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    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
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    World Agroforestry works throughout the Global South with footprints in Africa, Asia and Latin America. Our activities span over 44 countries in six regions. Each office oversees, plans, coordinates and supports initiatives within their region, and maintains liaisons and partnerships with governments, development partners, learning institutions and civil society

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    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
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    Use dirt solution for carbon pollution, says expert
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    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
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  • CIFOR-ICRAF
    Check out cifor-icraf.org!

    The Center for International Forestry Research (CIFOR and World Agroforestry (ICRAF) joined forces in 2019, leveraging a combined 65 years’ experience in research on the role of forests and trees in solving critical global challenges.

    CIFOR-ICRAF sub menu

    • Home
    • About
    • Research
    • Locations
    • Knowledge
    • News
    • Events

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
  • About
    About

    World Agroforestry (ICRAF) is a centre of science and development excellence that harnesses the benefits of trees for people and the environment. Leveraging the world’s largest repository of agroforestry science and information, we develop knowledge practices, from farmers’ fields to the global sphere, to ensure food security and environmental sustainability.

     

    About menu

    • About ICRAF
    • Our History
    • Corporate Documents
    • CIFOR-ICRAF Merger
    • What is Agroforestry?

    About Us Submenu

    • Board of Trustees
    • Management Team
    • Careers
    • Policies and Guidelines

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
  • Research
    Research

    Driven by our vision of a world where all people have viable livelihoods supported by healthy and productive landscapes, our global team of science, research, development, institutional and resource professionals seeks to better combine the science of discovery with the science of delivery. To realize this vision, we focus on four key interacting themes: By combining more productive trees with more resilient and profitable agricultural systems and a sounder understanding of the health of the soil, land and people that is part of ‘greener’, better governed landscapes, we offer valuable and timely knowledge products and services to the global community as it tackles the major challenges of the Anthropocene. These include dealing with climate change; low soil carbon; widespread forest, tree and soil loss leading to degradation; poverty; demographic upheavals and conflict; and securing equitable futures for all with a special focus on women and children.

    Research Menu

    • Research Areas
    • Publications
    • Programmes
    • Projects
    • Resource Centre
    • Discover Agroforestry
    A climate change atlas for Africa of tree species prioritized for forest landscape…

    Our Climate Change Atlas for African trees shows how alterations in environmental condi

    Read More
    The Resources for Tree Planting Platform

    The Resources for Tree Planting Platform explains how to go about sourcing good quality

    Read More
    Agroforestry Species Switchboard: a synthesis of information sources to support tree research and development activities. Version 3.0
    Agroforestry Species Switchboard: a synthesis of information sources to support tree…
    Suggested citation: Kindt R, John I, Dawson IK, Graudal L, Lillesø J-P B, Ordonez J, Jamnadass R. 2022. Agroforestry Species Switchboard: a synthesis of information sources to…
    Read More

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
  • Regions
    Regions

    World Agroforestry works throughout the Global South with footprints in Africa, Asia and Latin America. Our activities span over 44 countries in six regions. Each office oversees, plans, coordinates and supports initiatives within their region, and maintains liaisons and partnerships with governments, development partners, learning institutions and civil society

    Region menu

    • Eastern & Southern Africa
    • West & Central Africa
    • Latin America
    • East & Central Asia
    • South Asia
    • Southeast Asia
    Eswatini
    Ethiopia
    Kenya
    Lesotho
    Malawi
    Rwanda
    Somalia
    Tanzania
    Uganda
    Zambia
    China
    Kyrgyzstan
    Brazil
    Costa Rica
    Honduras
    Nicaragua
    Panama
    Peru
    Cameroon
    Côte d’Ivoire
    Democratic Republic of Congo(DRC)
    Mali
    Niger
    Nigeria
    Indonesia
    Myanmar
    Philippines
    Thailand
    Vietnam
    Afghanistan
    Bangladesh
    Bhutan
    India
    Nepal
    Pakistan
    Sri Lanka

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    • About Us
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    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
  • Newsroom
    Newsroom

    Keep up to date with our latest news stories. Learn about our innovative research, programmes and global partnerships.

    News&Events Menu

    • Press Releases
    • ICRAF in the Media
    • News
    Use dirt solution for carbon pollution, says expert
    Read More
    In Kenya, a community regrew its forest — and redefined reforestation success
    Read More
    Our Global Food Systems Are Rife with Injustice: Here’s How We Can Change This
    Read More

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
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Seasonal variation of land cover classification accuracy of Landsat 8 images in Burkina Faso
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Year
2015

Authors
Liu J-K, Heiskanen J, Aynekulu B EAynekulu B E
Aynekulu B E
Aynekulu B E
Land Health Scientist
Ermias Betemariam is a land health scientist with research interest in land...
View full profile
, Pellikka P K E
In
  • Conferences and Workshop materials
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Source
keywords
  • Random forest
  • Classification
  • Phenology
Region
West and Central Africa
In the seasonal trop ics, vegetation shows large reflectance variation because of p henology , which comp licates land cover change monitoring. Ideally , multi-temp oral images for change monitoring should be from the same season, but availability of cloud-free images is limited in wet season in comp arison to dry season. Our aim was to investigate how land cover classification accuracy depends on the season in southern Burkina Faso by analyzing 14 Landsat 8 OLI images from April 2013 to April 2014. Because all the images were acquired within one y ear, we assumed that most of the observed variation between the images was due to phenology .All the images were cloud masked and atmospherically corrected. Field data was collected from 160 field p lots located within a 10 km × 10 km study area between December 2013 and February 2014. The p lots were classified to closed forest, op en forest and crop land, and used as training and validation data. Random forest classifier was emp loy ed for classifications. According to the results, there is a tendency for higher classification accuracy towards the dry season. The highest classification accuracy was provided by an image from December, which corresponds to the dry season and minimum NDVI period. In contrast, an image from October, which corresponds to the wet season and maximum NDVI period provided the lowest accuracy . Furthermore, the multi-temp oral classification based on dry and wet season images had higher accuracy than single image classifications, but the improvement was small because seasonal changes affect similarly to the different land cover classes.

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© 2021 World Agroforestry All rights reserved.
To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
Stay informed

ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

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