SlideShare a Scribd company logo
Methodology for generation of
the Deforestation Baseline in
     mainland Ecuador


Manuel Peralvo             Jeaneth Delgado

                 Ecuador
Objective


• Develop and validate a methodological
  protocol to monitor in a spatially explicit
  way the historical deforestation of forests
  nationwide.
Specific objectives


• To build a methodological proposal to characterize
  the deforestation nationwide in the years 1990,
  2000 and 2008 in a systematic and coherent way.
• To establish procedures for documentation,
  verification and validation to assess the quality of
  the information generated.
• To implement and validate the methodology on a
  set of pilot sites representing the diversity of
  environmental conditions associated with forest
  ecosystems in Ecuador.
Process diagram
Initial considerations


• Spatial resolution and study years




• National coverage
• Pixel size 30 m
• MMU 1 ha
Initial considerations


• Selection and gathering of satellite
  images




1990 Landsat   2000 Landsat   2008 Aster   2008 Landsat
Initial considerations

• Definition of sub – regions:
Clasification of satellite images
                               Unsupervised
                               (ISODATA – 255 Classes)




                      HYBRID




                               Supervised (39 classes)
       SEGMENTATION


                                                         Visual edition




                                      ISODATA
Accuracy Assessment



                              Robustness criteria                               Image data
 Methodology
                                                                                                           Where

                   Independent     Independent Higher quality
                                                                    1990          2000        2008
                    data source   interpretation reference data

     Visual
 Inspection with
the same image
                       No             Yes             No             Yes           Yes         Yes       Everywhere
    Visual
 Inspection of
high resolution
   imagery                                                          When         When         When         Where
                       Yes            Yes             Yes         available**   available    available   available**
 Field Survey                                                                                              Where
                       Yes            Yes             Yes             No           No          Yes*       feasible
Report trajectories of change in forest cover
• Transition 2000-2008: Baeza-Papallacta
Initial                             Forest                                                Other      No          Initial
                                              Cropland   Grassland Wetlands Settlements
                           Final    Land                                                  lands information       area

          Forest Land              1537.56      0.36       239.4     2.16                                        1779.48
          Cropland                                         19.17                                                  19.17
          Grassland                 322.74     86.58      4452.93    28.71                                       4890.96
          Wetlands                   3.69                  40.68    175.77                                        220.14
          Settlements                                                                                              0.00
          Other lands                                                                                              0.00
          No information                                                                                          0.00
          Final area               1863.990    86.940    4752.180   206.640     0.00       0.00       0.00        6910
          Net change                 84.51      67.77     -138.78    -13.50     0.00       0.00       0.00

                                                                                             Annual rate of Deforestation

                                                                                          Period      Fragment           Rate %

                                                                                          2001-2005          A             1.19
                                                                                          2001-2007          B             1.47
                                                                                          2001-2005          C             -2.31
                                                                                          2002-2005          D             -0.59
Recommendations
Implementation of the methodology
• Develop and implement training protocol / control.

• Continue access and systematization process of high resolution
  information (eg SIG-Tierras).

• Total or partial automation of processes in the methodology.

• Communication / socialization of the protocols.

• Implement continuous improvement and review program of
  methods.
Recommendations

   Research and development topics should include:

• Complementary processes of pre-processing and classification

• Explore direct classification of changes

• Integration with detection change methods

• Use of active sensors (RADAR) in areas with permanent cloud cover /
  seasonal phenological variation

• Integration of sensors with low spatial resolution   and high temporal
  resolution (MODIS)
Un compromiso de Ecuador con el clima, los
         bosques y las personas
            www.ambiente.gov.ec

       manuel.peralvo@condesan.org
         mdelgado@ambiente.gov.ec

More Related Content

What's hot

Advances in dryland agriculture
Advances in dryland agricultureAdvances in dryland agriculture
Advances in dryland agricultureGurunathReddy20
 
Carbon sequestration potential of forestry plantation.
Carbon sequestration potential of forestry plantation.Carbon sequestration potential of forestry plantation.
Carbon sequestration potential of forestry plantation.Sandeep Kumar
 
Forest Certification: Biological Benefits or Just Landowner Costs?
Forest Certification: Biological Benefits or Just Landowner Costs?Forest Certification: Biological Benefits or Just Landowner Costs?
Forest Certification: Biological Benefits or Just Landowner Costs?D. Stuart Hale, CF
 
CAUSES AND CONSEQUENCES OF SOIL DEGRADATION
CAUSES AND CONSEQUENCES OF SOIL DEGRADATIONCAUSES AND CONSEQUENCES OF SOIL DEGRADATION
CAUSES AND CONSEQUENCES OF SOIL DEGRADATIONsahidul hossaion
 
6. agricultural development n food security
6. agricultural development n food security6. agricultural development n food security
6. agricultural development n food securityVivek Tiwari
 
Agricultural Revolutions in India
Agricultural Revolutions in IndiaAgricultural Revolutions in India
Agricultural Revolutions in IndiaFarmmachineryWallah
 
basic presentation on agricultural biodiversity
basic presentation on agricultural biodiversitybasic presentation on agricultural biodiversity
basic presentation on agricultural biodiversitymickymouseemail
 
Deforestation in-india-redone
Deforestation in-india-redoneDeforestation in-india-redone
Deforestation in-india-redoneApoorva Bedekar
 
Forestry Measurements
Forestry MeasurementsForestry Measurements
Forestry Measurementstklinkner
 
Role of Agriculture and Rural Development in Poverty Alleviation
Role of Agriculture and Rural Development in Poverty AlleviationRole of Agriculture and Rural Development in Poverty Alleviation
Role of Agriculture and Rural Development in Poverty AlleviationTri Widodo W. UTOMO
 
Doubling Farmers' Income By 2022
Doubling Farmers' Income By 2022Doubling Farmers' Income By 2022
Doubling Farmers' Income By 2022Anwesha Dey
 
Ppt on desertification
Ppt on desertificationPpt on desertification
Ppt on desertificationAnirudh11200
 
Afforestation Programs In Pakistan
Afforestation Programs In PakistanAfforestation Programs In Pakistan
Afforestation Programs In Pakistanwajeeh hassan
 

What's hot (20)

Advances in dryland agriculture
Advances in dryland agricultureAdvances in dryland agriculture
Advances in dryland agriculture
 
Carbon sequestration potential of forestry plantation.
Carbon sequestration potential of forestry plantation.Carbon sequestration potential of forestry plantation.
Carbon sequestration potential of forestry plantation.
 
Forest Certification: Biological Benefits or Just Landowner Costs?
Forest Certification: Biological Benefits or Just Landowner Costs?Forest Certification: Biological Benefits or Just Landowner Costs?
Forest Certification: Biological Benefits or Just Landowner Costs?
 
Erosion of soils
Erosion of soilsErosion of soils
Erosion of soils
 
CAUSES AND CONSEQUENCES OF SOIL DEGRADATION
CAUSES AND CONSEQUENCES OF SOIL DEGRADATIONCAUSES AND CONSEQUENCES OF SOIL DEGRADATION
CAUSES AND CONSEQUENCES OF SOIL DEGRADATION
 
6. agricultural development n food security
6. agricultural development n food security6. agricultural development n food security
6. agricultural development n food security
 
Improving Soil Fertility and Nutrient Management in Developing Countries
Improving Soil Fertility and Nutrient Management in Developing CountriesImproving Soil Fertility and Nutrient Management in Developing Countries
Improving Soil Fertility and Nutrient Management in Developing Countries
 
Forest classification
Forest classificationForest classification
Forest classification
 
Agricultural Revolutions in India
Agricultural Revolutions in IndiaAgricultural Revolutions in India
Agricultural Revolutions in India
 
Afforestation techniques for degraded lands
Afforestation techniques for degraded landsAfforestation techniques for degraded lands
Afforestation techniques for degraded lands
 
basic presentation on agricultural biodiversity
basic presentation on agricultural biodiversitybasic presentation on agricultural biodiversity
basic presentation on agricultural biodiversity
 
Deforestation in-india-redone
Deforestation in-india-redoneDeforestation in-india-redone
Deforestation in-india-redone
 
Zero tillage
Zero tillageZero tillage
Zero tillage
 
Forestry Measurements
Forestry MeasurementsForestry Measurements
Forestry Measurements
 
Role of Agriculture and Rural Development in Poverty Alleviation
Role of Agriculture and Rural Development in Poverty AlleviationRole of Agriculture and Rural Development in Poverty Alleviation
Role of Agriculture and Rural Development in Poverty Alleviation
 
Doubling Farmers' Income By 2022
Doubling Farmers' Income By 2022Doubling Farmers' Income By 2022
Doubling Farmers' Income By 2022
 
How to calculate Volume of logs
How to calculate Volume of logsHow to calculate Volume of logs
How to calculate Volume of logs
 
Ppt on desertification
Ppt on desertificationPpt on desertification
Ppt on desertification
 
Afforestation Programs In Pakistan
Afforestation Programs In PakistanAfforestation Programs In Pakistan
Afforestation Programs In Pakistan
 
Skechers 01
Skechers 01Skechers 01
Skechers 01
 

Viewers also liked

Deforestation: Causes, Effects and Solutions
Deforestation: Causes, Effects and SolutionsDeforestation: Causes, Effects and Solutions
Deforestation: Causes, Effects and SolutionsKenneth Ho
 
Deforestation Powerpoint[1]
Deforestation Powerpoint[1]Deforestation Powerpoint[1]
Deforestation Powerpoint[1]tutmon930
 
Deforestation
DeforestationDeforestation
DeforestationDithimol
 
Kihoro Climate change - the hidden adaptation opportunities for young people ...
Kihoro Climate change - the hidden adaptation opportunities for young people ...Kihoro Climate change - the hidden adaptation opportunities for young people ...
Kihoro Climate change - the hidden adaptation opportunities for young people ...futureagricultures
 
Deforestation andré
Deforestation andréDeforestation andré
Deforestation andréepg
 
Environmental Ethics Views on Deforestation
Environmental Ethics Views on DeforestationEnvironmental Ethics Views on Deforestation
Environmental Ethics Views on DeforestationPriyesh Kara
 
Government Policy and Budget Allocation to Tackle Deforestation and Forest Fire
Government Policy and Budget Allocation to Tackle Deforestation and Forest FireGovernment Policy and Budget Allocation to Tackle Deforestation and Forest Fire
Government Policy and Budget Allocation to Tackle Deforestation and Forest FireCIFOR-ICRAF
 
People and forests trajectory
People and forests trajectoryPeople and forests trajectory
People and forests trajectoryCIFOR-ICRAF
 
NAMAs for Sustainable Refrigeration, Air-conditioning and Foam Production
NAMAs for Sustainable Refrigeration, Air-conditioning and Foam ProductionNAMAs for Sustainable Refrigeration, Air-conditioning and Foam Production
NAMAs for Sustainable Refrigeration, Air-conditioning and Foam ProductionCIFOR-ICRAF
 
The new agrarian change?
The new agrarian change?The new agrarian change?
The new agrarian change?CIFOR-ICRAF
 
Layered Impact Funds as Investment Vehicles – Florian Meister, Finance In Motion
Layered Impact Funds as Investment Vehicles – Florian Meister, Finance In MotionLayered Impact Funds as Investment Vehicles – Florian Meister, Finance In Motion
Layered Impact Funds as Investment Vehicles – Florian Meister, Finance In MotionCIFOR-ICRAF
 
Role of agroforestry and trees outside forests in integrated land use
Role of agroforestry and trees outside forests in integrated land use Role of agroforestry and trees outside forests in integrated land use
Role of agroforestry and trees outside forests in integrated land use CIFOR-ICRAF
 
Evidence-Based Forestry: Approaches and Results in the Asia-Pacific Region
Evidence-Based Forestry: Approaches and Results in the Asia-Pacific RegionEvidence-Based Forestry: Approaches and Results in the Asia-Pacific Region
Evidence-Based Forestry: Approaches and Results in the Asia-Pacific RegionCIFOR-ICRAF
 
Supporting the preparation of Intended Nationally Determined Contributions th...
Supporting the preparation of Intended Nationally Determined Contributions th...Supporting the preparation of Intended Nationally Determined Contributions th...
Supporting the preparation of Intended Nationally Determined Contributions th...CIFOR-ICRAF
 
From the Amazon to the World: A Story of Brazil nuts
From the Amazon to the World: A Story of Brazil nutsFrom the Amazon to the World: A Story of Brazil nuts
From the Amazon to the World: A Story of Brazil nutsCIFOR-ICRAF
 
Big Facts for Big Decisions
Big Facts for Big DecisionsBig Facts for Big Decisions
Big Facts for Big DecisionsCIFOR-ICRAF
 
Towards the Improvement of National Forest Monitoring Approaches
Towards the Improvement of National Forest Monitoring ApproachesTowards the Improvement of National Forest Monitoring Approaches
Towards the Improvement of National Forest Monitoring ApproachesCIFOR-ICRAF
 
Multi-functionality in a conservation landscape: the case of Bac Kan Province...
Multi-functionality in a conservation landscape: the case of Bac Kan Province...Multi-functionality in a conservation landscape: the case of Bac Kan Province...
Multi-functionality in a conservation landscape: the case of Bac Kan Province...CIFOR-ICRAF
 
Tropical important plant areas: directing botanical research and conservation...
Tropical important plant areas: directing botanical research and conservation...Tropical important plant areas: directing botanical research and conservation...
Tropical important plant areas: directing botanical research and conservation...CIFOR-ICRAF
 
Innovative approaches to financing for inclusive green returns: Indonesia's case
Innovative approaches to financing for inclusive green returns: Indonesia's caseInnovative approaches to financing for inclusive green returns: Indonesia's case
Innovative approaches to financing for inclusive green returns: Indonesia's caseCIFOR-ICRAF
 

Viewers also liked (20)

Deforestation: Causes, Effects and Solutions
Deforestation: Causes, Effects and SolutionsDeforestation: Causes, Effects and Solutions
Deforestation: Causes, Effects and Solutions
 
Deforestation Powerpoint[1]
Deforestation Powerpoint[1]Deforestation Powerpoint[1]
Deforestation Powerpoint[1]
 
Deforestation
DeforestationDeforestation
Deforestation
 
Kihoro Climate change - the hidden adaptation opportunities for young people ...
Kihoro Climate change - the hidden adaptation opportunities for young people ...Kihoro Climate change - the hidden adaptation opportunities for young people ...
Kihoro Climate change - the hidden adaptation opportunities for young people ...
 
Deforestation andré
Deforestation andréDeforestation andré
Deforestation andré
 
Environmental Ethics Views on Deforestation
Environmental Ethics Views on DeforestationEnvironmental Ethics Views on Deforestation
Environmental Ethics Views on Deforestation
 
Government Policy and Budget Allocation to Tackle Deforestation and Forest Fire
Government Policy and Budget Allocation to Tackle Deforestation and Forest FireGovernment Policy and Budget Allocation to Tackle Deforestation and Forest Fire
Government Policy and Budget Allocation to Tackle Deforestation and Forest Fire
 
People and forests trajectory
People and forests trajectoryPeople and forests trajectory
People and forests trajectory
 
NAMAs for Sustainable Refrigeration, Air-conditioning and Foam Production
NAMAs for Sustainable Refrigeration, Air-conditioning and Foam ProductionNAMAs for Sustainable Refrigeration, Air-conditioning and Foam Production
NAMAs for Sustainable Refrigeration, Air-conditioning and Foam Production
 
The new agrarian change?
The new agrarian change?The new agrarian change?
The new agrarian change?
 
Layered Impact Funds as Investment Vehicles – Florian Meister, Finance In Motion
Layered Impact Funds as Investment Vehicles – Florian Meister, Finance In MotionLayered Impact Funds as Investment Vehicles – Florian Meister, Finance In Motion
Layered Impact Funds as Investment Vehicles – Florian Meister, Finance In Motion
 
Role of agroforestry and trees outside forests in integrated land use
Role of agroforestry and trees outside forests in integrated land use Role of agroforestry and trees outside forests in integrated land use
Role of agroforestry and trees outside forests in integrated land use
 
Evidence-Based Forestry: Approaches and Results in the Asia-Pacific Region
Evidence-Based Forestry: Approaches and Results in the Asia-Pacific RegionEvidence-Based Forestry: Approaches and Results in the Asia-Pacific Region
Evidence-Based Forestry: Approaches and Results in the Asia-Pacific Region
 
Supporting the preparation of Intended Nationally Determined Contributions th...
Supporting the preparation of Intended Nationally Determined Contributions th...Supporting the preparation of Intended Nationally Determined Contributions th...
Supporting the preparation of Intended Nationally Determined Contributions th...
 
From the Amazon to the World: A Story of Brazil nuts
From the Amazon to the World: A Story of Brazil nutsFrom the Amazon to the World: A Story of Brazil nuts
From the Amazon to the World: A Story of Brazil nuts
 
Big Facts for Big Decisions
Big Facts for Big DecisionsBig Facts for Big Decisions
Big Facts for Big Decisions
 
Towards the Improvement of National Forest Monitoring Approaches
Towards the Improvement of National Forest Monitoring ApproachesTowards the Improvement of National Forest Monitoring Approaches
Towards the Improvement of National Forest Monitoring Approaches
 
Multi-functionality in a conservation landscape: the case of Bac Kan Province...
Multi-functionality in a conservation landscape: the case of Bac Kan Province...Multi-functionality in a conservation landscape: the case of Bac Kan Province...
Multi-functionality in a conservation landscape: the case of Bac Kan Province...
 
Tropical important plant areas: directing botanical research and conservation...
Tropical important plant areas: directing botanical research and conservation...Tropical important plant areas: directing botanical research and conservation...
Tropical important plant areas: directing botanical research and conservation...
 
Innovative approaches to financing for inclusive green returns: Indonesia's case
Innovative approaches to financing for inclusive green returns: Indonesia's caseInnovative approaches to financing for inclusive green returns: Indonesia's case
Innovative approaches to financing for inclusive green returns: Indonesia's case
 

More from CIFOR-ICRAF

Mejorando la estimación de emisiones GEI conversión bosque degradado a planta...
Mejorando la estimación de emisiones GEI conversión bosque degradado a planta...Mejorando la estimación de emisiones GEI conversión bosque degradado a planta...
Mejorando la estimación de emisiones GEI conversión bosque degradado a planta...CIFOR-ICRAF
 
Lecciones para el monitoreo transparente Experiencias de la Amazonía peruana
Lecciones para el monitoreo transparente Experiencias de la Amazonía peruanaLecciones para el monitoreo transparente Experiencias de la Amazonía peruana
Lecciones para el monitoreo transparente Experiencias de la Amazonía peruanaCIFOR-ICRAF
 
Inclusión y transparencia como clave del éxito para el mecanismo de transfere...
Inclusión y transparencia como clave del éxito para el mecanismo de transfere...Inclusión y transparencia como clave del éxito para el mecanismo de transfere...
Inclusión y transparencia como clave del éxito para el mecanismo de transfere...CIFOR-ICRAF
 
Contexto de TransMoni
Contexto de TransMoniContexto de TransMoni
Contexto de TransMoniCIFOR-ICRAF
 
Avances de Perú con relación al marco de transparencia del Acuerdo de París
Avances de Perú con relación al marco de transparencia del Acuerdo de ParísAvances de Perú con relación al marco de transparencia del Acuerdo de París
Avances de Perú con relación al marco de transparencia del Acuerdo de ParísCIFOR-ICRAF
 
Alert-driven Community-based Forest monitoring: A case of the Peruvian Amazon
Alert-driven Community-based Forest monitoring: A case of the Peruvian AmazonAlert-driven Community-based Forest monitoring: A case of the Peruvian Amazon
Alert-driven Community-based Forest monitoring: A case of the Peruvian AmazonCIFOR-ICRAF
 
Land tenure and forest landscape restoration in Cameroon and Madagascar
Land tenure and forest landscape  restoration in Cameroon and  MadagascarLand tenure and forest landscape  restoration in Cameroon and  Madagascar
Land tenure and forest landscape restoration in Cameroon and MadagascarCIFOR-ICRAF
 
ReSI-NoC - Strategie de mise en oeuvre.pdf
ReSI-NoC - Strategie de mise en oeuvre.pdfReSI-NoC - Strategie de mise en oeuvre.pdf
ReSI-NoC - Strategie de mise en oeuvre.pdfCIFOR-ICRAF
 
ReSI-NoC: Introduction au contexte du projet
ReSI-NoC: Introduction au contexte du projetReSI-NoC: Introduction au contexte du projet
ReSI-NoC: Introduction au contexte du projetCIFOR-ICRAF
 
Renforcer les Systèmes d’Innovations agrosylvopastorales économiquement renta...
Renforcer les Systèmes d’Innovations agrosylvopastorales économiquement renta...Renforcer les Systèmes d’Innovations agrosylvopastorales économiquement renta...
Renforcer les Systèmes d’Innovations agrosylvopastorales économiquement renta...CIFOR-ICRAF
 
Introductions aux termes clés du projet ReSi-NoC - Approche Innovations
Introductions aux termes clés du projet ReSi-NoC - Approche InnovationsIntroductions aux termes clés du projet ReSi-NoC - Approche Innovations
Introductions aux termes clés du projet ReSi-NoC - Approche InnovationsCIFOR-ICRAF
 
Introducing Blue Carbon Deck seeking for actionable partnerships
Introducing Blue Carbon Deck seeking for actionable partnershipsIntroducing Blue Carbon Deck seeking for actionable partnerships
Introducing Blue Carbon Deck seeking for actionable partnershipsCIFOR-ICRAF
 
A Wide Range of Eco System Services with Mangroves
A Wide Range of Eco System Services with MangrovesA Wide Range of Eco System Services with Mangroves
A Wide Range of Eco System Services with MangrovesCIFOR-ICRAF
 
Data analysis and findings
Data analysis and findingsData analysis and findings
Data analysis and findingsCIFOR-ICRAF
 
Peat land Restoration Project in HLG Londerang
Peat land Restoration Project in HLG LonderangPeat land Restoration Project in HLG Londerang
Peat land Restoration Project in HLG LonderangCIFOR-ICRAF
 
Sungsang Mangrove Restoration and Ecotourism (SMART): A participatory action ...
Sungsang Mangrove Restoration and Ecotourism (SMART): A participatory action ...Sungsang Mangrove Restoration and Ecotourism (SMART): A participatory action ...
Sungsang Mangrove Restoration and Ecotourism (SMART): A participatory action ...CIFOR-ICRAF
 
Coastal and mangrove vulnerability assessment In the Northern Coast of Java, ...
Coastal and mangrove vulnerability assessment In the Northern Coast of Java, ...Coastal and mangrove vulnerability assessment In the Northern Coast of Java, ...
Coastal and mangrove vulnerability assessment In the Northern Coast of Java, ...CIFOR-ICRAF
 
Carbon Stock Assessment in Banten Province and Demak, Central Java, Indonesia
Carbon Stock Assessment in Banten Province and Demak, Central Java, IndonesiaCarbon Stock Assessment in Banten Province and Demak, Central Java, Indonesia
Carbon Stock Assessment in Banten Province and Demak, Central Java, IndonesiaCIFOR-ICRAF
 
Cooperative Mangrove Project: Introduction, Scope, and Perspectives
Cooperative Mangrove Project: Introduction, Scope, and PerspectivesCooperative Mangrove Project: Introduction, Scope, and Perspectives
Cooperative Mangrove Project: Introduction, Scope, and PerspectivesCIFOR-ICRAF
 
Delivering nature-based solution outcomes by addressing policy, institutiona...
Delivering nature-based solution outcomes by addressing  policy, institutiona...Delivering nature-based solution outcomes by addressing  policy, institutiona...
Delivering nature-based solution outcomes by addressing policy, institutiona...CIFOR-ICRAF
 

More from CIFOR-ICRAF (20)

Mejorando la estimación de emisiones GEI conversión bosque degradado a planta...
Mejorando la estimación de emisiones GEI conversión bosque degradado a planta...Mejorando la estimación de emisiones GEI conversión bosque degradado a planta...
Mejorando la estimación de emisiones GEI conversión bosque degradado a planta...
 
Lecciones para el monitoreo transparente Experiencias de la Amazonía peruana
Lecciones para el monitoreo transparente Experiencias de la Amazonía peruanaLecciones para el monitoreo transparente Experiencias de la Amazonía peruana
Lecciones para el monitoreo transparente Experiencias de la Amazonía peruana
 
Inclusión y transparencia como clave del éxito para el mecanismo de transfere...
Inclusión y transparencia como clave del éxito para el mecanismo de transfere...Inclusión y transparencia como clave del éxito para el mecanismo de transfere...
Inclusión y transparencia como clave del éxito para el mecanismo de transfere...
 
Contexto de TransMoni
Contexto de TransMoniContexto de TransMoni
Contexto de TransMoni
 
Avances de Perú con relación al marco de transparencia del Acuerdo de París
Avances de Perú con relación al marco de transparencia del Acuerdo de ParísAvances de Perú con relación al marco de transparencia del Acuerdo de París
Avances de Perú con relación al marco de transparencia del Acuerdo de París
 
Alert-driven Community-based Forest monitoring: A case of the Peruvian Amazon
Alert-driven Community-based Forest monitoring: A case of the Peruvian AmazonAlert-driven Community-based Forest monitoring: A case of the Peruvian Amazon
Alert-driven Community-based Forest monitoring: A case of the Peruvian Amazon
 
Land tenure and forest landscape restoration in Cameroon and Madagascar
Land tenure and forest landscape  restoration in Cameroon and  MadagascarLand tenure and forest landscape  restoration in Cameroon and  Madagascar
Land tenure and forest landscape restoration in Cameroon and Madagascar
 
ReSI-NoC - Strategie de mise en oeuvre.pdf
ReSI-NoC - Strategie de mise en oeuvre.pdfReSI-NoC - Strategie de mise en oeuvre.pdf
ReSI-NoC - Strategie de mise en oeuvre.pdf
 
ReSI-NoC: Introduction au contexte du projet
ReSI-NoC: Introduction au contexte du projetReSI-NoC: Introduction au contexte du projet
ReSI-NoC: Introduction au contexte du projet
 
Renforcer les Systèmes d’Innovations agrosylvopastorales économiquement renta...
Renforcer les Systèmes d’Innovations agrosylvopastorales économiquement renta...Renforcer les Systèmes d’Innovations agrosylvopastorales économiquement renta...
Renforcer les Systèmes d’Innovations agrosylvopastorales économiquement renta...
 
Introductions aux termes clés du projet ReSi-NoC - Approche Innovations
Introductions aux termes clés du projet ReSi-NoC - Approche InnovationsIntroductions aux termes clés du projet ReSi-NoC - Approche Innovations
Introductions aux termes clés du projet ReSi-NoC - Approche Innovations
 
Introducing Blue Carbon Deck seeking for actionable partnerships
Introducing Blue Carbon Deck seeking for actionable partnershipsIntroducing Blue Carbon Deck seeking for actionable partnerships
Introducing Blue Carbon Deck seeking for actionable partnerships
 
A Wide Range of Eco System Services with Mangroves
A Wide Range of Eco System Services with MangrovesA Wide Range of Eco System Services with Mangroves
A Wide Range of Eco System Services with Mangroves
 
Data analysis and findings
Data analysis and findingsData analysis and findings
Data analysis and findings
 
Peat land Restoration Project in HLG Londerang
Peat land Restoration Project in HLG LonderangPeat land Restoration Project in HLG Londerang
Peat land Restoration Project in HLG Londerang
 
Sungsang Mangrove Restoration and Ecotourism (SMART): A participatory action ...
Sungsang Mangrove Restoration and Ecotourism (SMART): A participatory action ...Sungsang Mangrove Restoration and Ecotourism (SMART): A participatory action ...
Sungsang Mangrove Restoration and Ecotourism (SMART): A participatory action ...
 
Coastal and mangrove vulnerability assessment In the Northern Coast of Java, ...
Coastal and mangrove vulnerability assessment In the Northern Coast of Java, ...Coastal and mangrove vulnerability assessment In the Northern Coast of Java, ...
Coastal and mangrove vulnerability assessment In the Northern Coast of Java, ...
 
Carbon Stock Assessment in Banten Province and Demak, Central Java, Indonesia
Carbon Stock Assessment in Banten Province and Demak, Central Java, IndonesiaCarbon Stock Assessment in Banten Province and Demak, Central Java, Indonesia
Carbon Stock Assessment in Banten Province and Demak, Central Java, Indonesia
 
Cooperative Mangrove Project: Introduction, Scope, and Perspectives
Cooperative Mangrove Project: Introduction, Scope, and PerspectivesCooperative Mangrove Project: Introduction, Scope, and Perspectives
Cooperative Mangrove Project: Introduction, Scope, and Perspectives
 
Delivering nature-based solution outcomes by addressing policy, institutiona...
Delivering nature-based solution outcomes by addressing  policy, institutiona...Delivering nature-based solution outcomes by addressing  policy, institutiona...
Delivering nature-based solution outcomes by addressing policy, institutiona...
 

Recently uploaded

MARUTI SUZUKI- A Successful Joint Venture in India.pptx
MARUTI SUZUKI- A Successful Joint Venture in India.pptxMARUTI SUZUKI- A Successful Joint Venture in India.pptx
MARUTI SUZUKI- A Successful Joint Venture in India.pptxbennyroshan06
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxJheel Barad
 
Benefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational ResourcesBenefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational Resourcesdimpy50
 
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXXPhrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXXMIRIAMSALINAS13
 
Synthetic Fiber Construction in lab .pptx
Synthetic Fiber Construction in lab .pptxSynthetic Fiber Construction in lab .pptx
Synthetic Fiber Construction in lab .pptxPavel ( NSTU)
 
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdf
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdfDanh sách HSG Bộ môn cấp trường - Cấp THPT.pdf
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdfQucHHunhnh
 
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...Nguyen Thanh Tu Collection
 
Accounting and finance exit exam 2016 E.C.pdf
Accounting and finance exit exam 2016 E.C.pdfAccounting and finance exit exam 2016 E.C.pdf
Accounting and finance exit exam 2016 E.C.pdfYibeltalNibretu
 
Basic_QTL_Marker-assisted_Selection_Sourabh.ppt
Basic_QTL_Marker-assisted_Selection_Sourabh.pptBasic_QTL_Marker-assisted_Selection_Sourabh.ppt
Basic_QTL_Marker-assisted_Selection_Sourabh.pptSourabh Kumar
 
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptxStudents, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptxEduSkills OECD
 
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaasiemaillard
 
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdfAdversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdfPo-Chuan Chen
 
Additional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfAdditional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfjoachimlavalley1
 
Palestine last event orientationfvgnh .pptx
Palestine last event orientationfvgnh .pptxPalestine last event orientationfvgnh .pptx
Palestine last event orientationfvgnh .pptxRaedMohamed3
 
How to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERPHow to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERPCeline George
 
Matatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptxMatatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptxJenilouCasareno
 
Basic Civil Engineering Notes of Chapter-6, Topic- Ecosystem, Biodiversity G...
Basic Civil Engineering Notes of Chapter-6,  Topic- Ecosystem, Biodiversity G...Basic Civil Engineering Notes of Chapter-6,  Topic- Ecosystem, Biodiversity G...
Basic Civil Engineering Notes of Chapter-6, Topic- Ecosystem, Biodiversity G...Denish Jangid
 

Recently uploaded (20)

MARUTI SUZUKI- A Successful Joint Venture in India.pptx
MARUTI SUZUKI- A Successful Joint Venture in India.pptxMARUTI SUZUKI- A Successful Joint Venture in India.pptx
MARUTI SUZUKI- A Successful Joint Venture in India.pptx
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
 
Benefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational ResourcesBenefits and Challenges of Using Open Educational Resources
Benefits and Challenges of Using Open Educational Resources
 
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXXPhrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
 
Introduction to Quality Improvement Essentials
Introduction to Quality Improvement EssentialsIntroduction to Quality Improvement Essentials
Introduction to Quality Improvement Essentials
 
Synthetic Fiber Construction in lab .pptx
Synthetic Fiber Construction in lab .pptxSynthetic Fiber Construction in lab .pptx
Synthetic Fiber Construction in lab .pptx
 
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdf
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdfDanh sách HSG Bộ môn cấp trường - Cấp THPT.pdf
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdf
 
Ethnobotany and Ethnopharmacology ......
Ethnobotany and Ethnopharmacology ......Ethnobotany and Ethnopharmacology ......
Ethnobotany and Ethnopharmacology ......
 
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
 
Accounting and finance exit exam 2016 E.C.pdf
Accounting and finance exit exam 2016 E.C.pdfAccounting and finance exit exam 2016 E.C.pdf
Accounting and finance exit exam 2016 E.C.pdf
 
Basic_QTL_Marker-assisted_Selection_Sourabh.ppt
Basic_QTL_Marker-assisted_Selection_Sourabh.pptBasic_QTL_Marker-assisted_Selection_Sourabh.ppt
Basic_QTL_Marker-assisted_Selection_Sourabh.ppt
 
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptxStudents, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
 
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
 
Operations Management - Book1.p - Dr. Abdulfatah A. Salem
Operations Management - Book1.p  - Dr. Abdulfatah A. SalemOperations Management - Book1.p  - Dr. Abdulfatah A. Salem
Operations Management - Book1.p - Dr. Abdulfatah A. Salem
 
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdfAdversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
 
Additional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfAdditional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdf
 
Palestine last event orientationfvgnh .pptx
Palestine last event orientationfvgnh .pptxPalestine last event orientationfvgnh .pptx
Palestine last event orientationfvgnh .pptx
 
How to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERPHow to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERP
 
Matatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptxMatatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptx
 
Basic Civil Engineering Notes of Chapter-6, Topic- Ecosystem, Biodiversity G...
Basic Civil Engineering Notes of Chapter-6,  Topic- Ecosystem, Biodiversity G...Basic Civil Engineering Notes of Chapter-6,  Topic- Ecosystem, Biodiversity G...
Basic Civil Engineering Notes of Chapter-6, Topic- Ecosystem, Biodiversity G...
 

Methodology for generation of the Deforestation Baseline in mainland Ecuador

  • 1. Methodology for generation of the Deforestation Baseline in mainland Ecuador Manuel Peralvo Jeaneth Delgado Ecuador
  • 2. Objective • Develop and validate a methodological protocol to monitor in a spatially explicit way the historical deforestation of forests nationwide.
  • 3. Specific objectives • To build a methodological proposal to characterize the deforestation nationwide in the years 1990, 2000 and 2008 in a systematic and coherent way. • To establish procedures for documentation, verification and validation to assess the quality of the information generated. • To implement and validate the methodology on a set of pilot sites representing the diversity of environmental conditions associated with forest ecosystems in Ecuador.
  • 5. Initial considerations • Spatial resolution and study years • National coverage • Pixel size 30 m • MMU 1 ha
  • 6. Initial considerations • Selection and gathering of satellite images 1990 Landsat 2000 Landsat 2008 Aster 2008 Landsat
  • 8. Clasification of satellite images Unsupervised (ISODATA – 255 Classes) HYBRID Supervised (39 classes) SEGMENTATION Visual edition ISODATA
  • 9. Accuracy Assessment Robustness criteria Image data Methodology Where Independent Independent Higher quality 1990 2000 2008 data source interpretation reference data Visual Inspection with the same image No Yes No Yes Yes Yes Everywhere Visual Inspection of high resolution imagery When When When Where Yes Yes Yes available** available available available** Field Survey Where Yes Yes Yes No No Yes* feasible
  • 10. Report trajectories of change in forest cover • Transition 2000-2008: Baeza-Papallacta Initial Forest Other No Initial Cropland Grassland Wetlands Settlements Final Land lands information area Forest Land 1537.56 0.36 239.4 2.16 1779.48 Cropland 19.17 19.17 Grassland 322.74 86.58 4452.93 28.71 4890.96 Wetlands 3.69 40.68 175.77 220.14 Settlements 0.00 Other lands 0.00 No information 0.00 Final area 1863.990 86.940 4752.180 206.640 0.00 0.00 0.00 6910 Net change 84.51 67.77 -138.78 -13.50 0.00 0.00 0.00 Annual rate of Deforestation Period Fragment Rate % 2001-2005 A 1.19 2001-2007 B 1.47 2001-2005 C -2.31 2002-2005 D -0.59
  • 11. Recommendations Implementation of the methodology • Develop and implement training protocol / control. • Continue access and systematization process of high resolution information (eg SIG-Tierras). • Total or partial automation of processes in the methodology. • Communication / socialization of the protocols. • Implement continuous improvement and review program of methods.
  • 12. Recommendations Research and development topics should include: • Complementary processes of pre-processing and classification • Explore direct classification of changes • Integration with detection change methods • Use of active sensors (RADAR) in areas with permanent cloud cover / seasonal phenological variation • Integration of sensors with low spatial resolution and high temporal resolution (MODIS)
  • 13. Un compromiso de Ecuador con el clima, los bosques y las personas www.ambiente.gov.ec manuel.peralvo@condesan.org mdelgado@ambiente.gov.ec