Near real-time vegetation loss detection in Southwestern Ethiopia: calibration, validation, and implementation of the Terra-i system
Anthropogenic led deforestation is a serious problem in Ethiopia resulting in severe degradation of natural resources and related ecosystem services. Monitoring of forest coverage and health is essential to take appropriate measures in protecting the last remaining natural forests in the country, and for ensuring the success of reforestation activities. Tools that can provide vegetation loss alerts in near real-time are needed to take timely corrective measures. The Terra-i forest monitoring system developed by a team of experts at the Alliance of Bioversity and CIAT enables performing this task and has been piloted in Latin America and Asia with great success. Considering the successful use of the tool in other regions and the fact that deforestation is a serious challenge in Africa, the team applied Terra-I in Southwestern Ethiopia, the project area covered is 12,544,751 hectares. The Southwestern part of Ethiopia was selected to pilot the tool as the region hosts dense forest cover and is among the global biodiversity hotspots yet facing large pressure from anthropogenic disturbances. The region is also the origin of coffeea arabica, a major export crop for the country bringing tremendous income. The main objective was to calibrate the existing Terra-i tool for Ethiopian vegetation conditions, and pilot it at selected sites to validate its performance in mapping the events of deforestation. The project was founded by the David and Lucile Packard Foundation and implemented by the Aliance of Bioversity International and CIAT in partnership with the iCog Labs Ethiopia team, with support of local partners.
Near-real time data on vegetation loss
National context
The Terra-i system uses vegetation index and precipitation data to detect alerts of vegetation change in the pantropical areas. The alerts have a spatial resolution of 250m and a temporal resolution of 16 days. One Terra-i alert has a size of 250m x 250m, around 6.25 hectares.
According to the result obtained in the calibration of the Terra-i alerts, in Ethiopia, during the 17 years analyzed, a total vegetation loss of 106,364 alerts (664,775 ha) was detected, equivalent to an average deforestation rate of 6,257 alerts/year, approximately 39,100 ha/year. In 2004, an annual 186 alerts/year (around 1,160 ha) rate of vegetation loss was detected in the country, while in 2019, an annual rate of 885 alerts/year (around 5,530 ha) was detected (Figure 1). This is equivalent to an increase in vegetation loss of 49% between 2004 and 2019.
Figure 1. Annual rate of vegetation cover loss alerts in Ethiopia using the Terra-I forest monitoring tool
The results indicate that at a national level, the natural vegetation covers are shrinking at an increasingly alarming rate, particularly in the Oromia and SNNPR regions (Figure 2). In addition, the two most impacted ecosystems are Ethiopian montane forests and Ethiopian montane grasslands and woodlands, with a total habitat loss of 39270 (around 245,400 ha) and 37389 alerts (around 233,600 ha) respectively.
Figure 2. Annual rate of vegetation cover loss alerts by top 3 regions using the Terra-I forest monitoring tool in Ethiopia
South west project area
The zones in the study regions with the most accumulated alerts are Jimma and Kefa with 13,183 alerts (approximately 82,390 ha) and 12,081 alerts (approximately 75,500 ha) of habitat loss, respectively (figure 3). Finally, the Woreda Gurafereda and Gog have recorded the highest loss alert of 3642 (around 22,760 ha) and 2589 (around 16,180 ha) respectively.
Figure 3. Zonal distribution of vegetation loss alerts in South Western Ethiopia using the Terra-I forest monitoring tool
The data are available from January 2004 to August 2020 to download and explore on Terra-i website (figure 4).
Figure 4. On the Terra-i website, the year detection of alert of vegetation loss is represented by scale colors between yellow to purple, where old alerts from 2004 are yellow and the recent alerts from 2020 are purple.
Major drivers of vegetation loss
Terra-i alerts recently detected from 2018 and 2019 were validated using high-resolution imagery and field survey. The major drivers behind the loss of vegetation detection are found to be agriculture (mainly coffee plantations), grazing, infrastructure, and logging.
Figure 5. Drivers of vegetation loss observed at validation sites: agricultural conversion.
Launch event of the Terra-i tool in Ethiopia
The results of the analysis were presented during a stakeholder meeting in Addis Ababa, Ethiopia. Partners from the study sites, the Ethiopian Environment, Forest and Climate Change Commission, some of the Packard supported project members and national and international researchers attended the workshop (Figure 5). The tool was also introduced to forestry experts from the Oromia region, during a forest and biodiversity monitoring training organized by the Alliance and Oromia agriculture research institute. Participants recognized the relevance of the work and appreciated the approaches used and results obtained. The participants indicated the need for capacity building, and suggested the application of the tool for monitoring changes in the other parts of the country. Suggestions are also given to adopt the tool to enable the assessment of restoration efforts in the country.
Figure 6: Terra-i sensitization workshop participants (left) and training session (right)
We would like to thank all of those involved in the implementation of Terra-I system and in the execution of fieldwork. The project was co-implemented by the Alliance of Bioversity International and CIAT and the iCog Labs team. Financial support was made by the David and Lucile Packard Foundation.
More information about the project:
Ethiopia - LT.Desta@cgiar.org
Terra-i - l.reymondin@cgiar.org / p.a.paz@cgiar.org
The Terra-i team together with CRS El Salvador under the Raices project carried out a virtual workshop through the teams platform to technicians from the Ministry of Environment and Natural Resources, CARITAS, Universidad El Salvador, CENTA, about the Mapping of land cover using remote sensors and open source tools such as GEE, SEPAL and QGIS- Plugin Semi Automatic Classification.
The Alliance of Bioversity International and the International Center for Tropical Agriculture (CIAT) (the Alliance) conducted a training for local stakeholders on the use of Terra-i as part of the collaboration with the Netherlands Development Organisation – SNV in the Coffee Agroforestry and Forest Enhancement for REDD+ (CAFÉ-REDD) Project.
IDENTIFICACIÓN DE CAUSAS DE PÉRDIDA DE COBERTURA VEGETAL EN LAS ÁREAS DE INTERVENCIÓN DE LA ACTIVIDAD GOBERNANZA EN ECOSISTEMAS, MEDIOS DE VIDA Y AGUA (USAID/GEMA) EN EL OCCIDENTE DE HONDURAS
MAPEO DE COBERTURAS DE LA TIERRA PARA EL 2017, EN EL OCCIDENTE HONDUREÑO SOBRE ÁREAS DE INTERVENCIÓN DE LA ACTIVIDAD GOBERNANZA EN ECOSISTEMAS, MEDIOS DE VIDA Y AGUA (USAID/GEMA)
CUANTIFICACIÓN DE LA DEFORESTACIÓN EN LAS ÁREAS DE INTERVENCIÓN DE LA ACTIVIDAD GOBERNANZA EN ECOSISTEMAS, MEDIOS DE VIDA Y AGUA (USAID/GEMA) EN EL OCCIDENTE DE HONDURAS
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The Terra-i team has worked hard on renovating Terra-i’s website since early this year. A set of new features on the website provides interactive contents and facilitates adaptation to the mobile devices of our users. The fresh website was developed using the latest update of an open-source, Java-based web system, Magnolia CMS 5.4.4. This update was customized to add different categories of interaction such as news, vegetation cover changes, and information, among others.
Globally more than 1 billion people depend on forests for their livelihoods. Forests play a crucial role in climate regulation, ecosystem services provision and regulation, water supply, carbon storage and many other functions that support biodiversity. Currently the global rate of deforestation is substantial, and there is a growing need for timely, spatially explicit data that flag natural vegetation changes due to human activities.
New deforestation hotspots point the finger at my favourite fruit I love Terra-i, but today I hate it. A lot. The system uses satellite images to track deforestation in the Amazon in near-realtime. It’s extremely accurate: if a bunch of trees come down somewhere – no matter how remote – Terra-i picks it up. Cool, right? Not today. CIAT’s Louis Reymondin, the system’s chief architect, dropped the bombshell over coffee: it looks as though hundreds of hectares of rainforest in Peru are being trashed by… papaya.
The latest update of Terra-i has been used with the Co$ting Nature ecosystem services assessment tool to understand the impacts of recent forest loss in Colombia on biodiversity and ecosystem services.
The production of geospatial data related to land-use and land cover changes by governments and civil society organizations has vastly increased during the last decade. Going beyond the valuable information (location, rates and absolute values of changes) provided by these datasets, it is important to have a better understanding of the spatial configurations and composition of the detected change areas at multiple spatial resolutions and time periods. Alejandro Coca-Castro’s research is aiming to map types of spatial deforestation patterns in the Amazon rainforest through the integration of landscape fragmentation metrics and data mining techniques. The research will contribute to the understanding of two deforestation datasets (Terra-i and GFC) and is part of his master dissertation at King’s College London. This blog post highlights Alejandro’s research methodology, preliminary findings and challenges.
Ecuador is recognized as one of the biodiverse hotspots on earth, underneath the Amazon rainforest lies the country’s oil reservoir. With the oil companies and cleared routes come settlers, therefore more and more of this diverse rainforest is being cut down. Since the oil concerns entered the Ecuadorian Amazon 45 years ago, they keep exploring and exploiting the area. The Terra-i detections reveal a total habitat loss of 87,525 Ha, 16,943 Ha (19%) is part of protected areas, between January 2004 and February 2015.
The Terra-i team together with CRS El Salvador under the Raices project carried out a virtual workshop through the teams platform to technicians from the Ministry of Environment and Natural Resources, CARITAS, Universidad El Salvador, CENTA, about the Mapping of land cover using remote sensors and open source tools such as GEE, SEPAL and QGIS- Plugin Semi Automatic Classification.
The Alliance of Bioversity International and the International Center for Tropical Agriculture (CIAT) (the Alliance) conducted a training for local stakeholders on the use of Terra-i as part of the collaboration with the Netherlands Development Organisation – SNV in the Coffee Agroforestry and Forest Enhancement for REDD+ (CAFÉ-REDD) Project.
BioTerra is an innovative biodiversity monitoring system developed by the United States Agency for International Development (USAID) Natural Wealth Program in collaboration with its partners – the International Center for Tropical Agriculture (CIAT) and the Alexander von Humboldt Institute (IAvH) – to support the Government of Colombia monitor biodiversity. This new system seeks to complement existing biodiversity monitoring activities in Colombia and strengthen ecosystem’s threats response, at the national and regional levels.
From May 8-12, 2017, the Terra-i team, together with staff from the DGOTA of Peru's Ministry of Environment, carried out the first field validation of vegetative land cover changes detected during Terra-i monitoring for 2016 and 2017, using the technology UAV. This work was carried out under the framework of the project “Sustainable Amazonian Landscapes”. The team carried out over-flights with a Phantom 3 advanced rotor drone and a fixed-wing Ebee drone in seven townships of Yurimaguas. The objective of this work was to recognize the dynamics of land cover and land use changes in the region while at the same time to validate the accuracy of the detections of forest loss being monitored by Terra-i in Yurimaguas.
The Terra-i team has worked hard on renovating Terra-i’s website since early this year. A set of new features on the website provides interactive contents and facilitates adaptation to the mobile devices of our users. The fresh website was developed using the latest update of an open-source, Java-based web system, Magnolia CMS 5.4.4. This update was customized to add different categories of interaction such as news, vegetation cover changes, and information, among others.
Globally more than 1 billion people depend on forests for their livelihoods. Forests play a crucial role in climate regulation, ecosystem services provision and regulation, water supply, carbon storage and many other functions that support biodiversity. Currently the global rate of deforestation is substantial, and there is a growing need for timely, spatially explicit data that flag natural vegetation changes due to human activities.
The latest update of Terra-i has been used with the Co$ting Nature ecosystem services assessment tool to understand the impacts of recent forest loss in Colombia on biodiversity and ecosystem services.
During the 1st and 12th of June 2015, the Terra-i team, together with the Instituto de Investigaciones de la Amazonía Peruana (IIAP) and the Universidad Nacional Agraria La Molina (VLIR-UNALM), conducted the second field validation of the data produced by the Terra-I system. This time, the study area was the Yurimaguas district, Alto Amazonas province, Loreto region (Peru). We used information on populated places, main roads, rivers and information on land cover changes detected for 2013, 2014 and 2015 to define the 65 sampling points (or Terra-I pixels) for the validation process (Figure 1).