Real-time crop monitoring has become increasingly important, particularly for addressing climate-induced losses and damages, as discussed during the last United Nations Framework Convention on Climate Change (UNFCCC) Conference of the Parties (CoP27). Initiatives like GEOGLAM and the Agricultural Market Information System (AMIS) have traditionally contributed to monitoring global food security by relying on existing data about crop locations and agricultural productivity. However, these systems often provide static information based on past data at a coarse resolution.
To address current limitations and advance real-time, global-scale crop monitoring, the WorldCereal project, funded by the European Space Agency (ESA), has created an open-source, highly scalable system. This system utilizes openly available Sentinel-1 and 2 satellite data provided by the EU Copernicus program, which offer high spatial and temporal resolution (10 m resolution with revisit times of five days or less). In 2021, the system demonstrated its capability to provide seasonal cropland information, crop-specific maps for maize and cereals, and irrigation maps.
In their paper published in Nature Food, IIASA researcher Linda See and colleagues from ESA, the Flemish Institute for Technological Research's VITO Remote Sensing, Stellenbosch University, and the Food and Agriculture Organization of the United Nations (FAO), highlight the potential for the system to incorporate greater crop-specific data, thereby boosting the accuracy of subnational and national agricultural statistics. According to the authors, this enhancement in data quality and gap-filling techniques would significantly improve capacity to monitor domestic situations and contribute to established international protocols, including FAO questionnaires concerning production and land use statistics, UNFCCC initiatives, and the Sustainable Development Goals (SDGs).
A key innovation of the project is its community-based, open, and harmonized global reference database, which contains 75 million samples from 2017 onwards, which was contributed by many different organizations and individual projects worldwide. To fully realize its potential, the researchers say, steps should be taken to evolve the project into a cloud-based, sustainable platform with diverse operational models.
"ESA's WorldCereal project leverages high-resolution satellite imagery to generate near real-time information about crop types and irrigation. This advancement is just the beginning, as it opens doors for continual improvement and global collaboration," explains See, lead author and a senior researcher in the Novel Data Ecosystems for Sustainability Research Group of the IIASA Advancing Systems Analysis Program. "The system can be used in a demand-driven manner to cater to the needs of various user communities, potentially encouraging countries to not only provide on-site data, but also enhance cropland maps through the incorporation of local knowledge and data."
The WorldCereal system demonstrates the power of integrating remote sensing, machine learning, and shared reference data, offering critical agricultural production and yield estimates for food security and sustainability planning. While it demands significant investment, the benefits of having high-resolution, data-rich agricultural information, supported by an engaged global community, far outweigh the costs.
"In collaboration with international organizations like the FAO, national agencies can leverage this technology to enhance their agricultural statistics and reporting capabilities to support global initiatives like the UNFCCC and the SDGs," says study author Sven Gilliams, WorldCereal project manager at VITO.
The authors point out that, while the community-based nature of the WorldCereal system offers many benefits, there are still gaps that need to be filled with data from various regions and sources. There is however great scope for improvement through contributions from public and private organizations, as well as emerging data types like street view imagery and citizen science.
Research Report:Dynamic global-scale crop and irrigation monitoring
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