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Although communities across sub-Saharan Africa depend on agriculture for their livelihoods and wellbeing, there is a paucity of on-the-ground equipment and infrastructure for monitoring rainfall. In order to meet this need, scientists at the 澳门六合彩开奖记录 developed a way of using satellite imagery to estimate rainfall.

The method, known as TAMSAT (Tropical Applications of Meteorology using Satellite Data and Ground-Based Observations), uses thermal infra-red images to estimate daily rainfall. The Reading team use long-term relationships they鈥檝e observed between the satellite data and the available data from on-the-ground rain gauges to calibrate the TAMSAT data. These calibration techniques have been developed and improved over several decades to not only improve the accuracy of TAMSAT data, but to also extend the regions it covers.

The TAMSAT scientists now issue daily rainfall estimates for the entire continent of Africa. These data are particularly suited for drought and food monitoring as they identify periods of above- or below-average rainfall in real time. The European Commission Joint Research Centre (JRC) uses TAMSAT rainfall estimates for their routine agricultural monitoring products, which are then used by other European Union services working in food security, such as the , and United Nations agencies such as the . Early warning of crop failures can then trigger responses by these different organisations.

TAMSAT data have also been used for weather-based index insurance. Most of us are familiar with claim-based insurance where a payout is based on a claim filed by the insured. However, this approach isn鈥檛 practical for subsistence farmers in Africa as it鈥檚 too expensive to have loss adjustors go out and assess individual crop losses. Weather-based index insurance pays out if a weather index is breached, such as a drop in rainfall for a specified amount of time.

The Reading scientists are working closely with organisations and consultants to look at long-term variation and change using over 30 years of rainfall estimates, in order to help design these indices so that they pay out fairly. Organisations including Risk Shield, MicroEnsure, Swiss Re, Hannover Re and Zambia Re have all used TAMSAT rainfall data for providing drought insurance. This year over one million farmers in Zambia, Rwanda, Tanzania, Kenya, Malawi and Nigeria will be insured using TAMSAT data through mixture of commercial, donor-led and government schemes. Many thousands of pay-outs have been made during dry years, making an enormous difference in the lives of these poor farmers.

As well as providing data, the TAMSAT team is committed to building capacity within the agricultural, financial and meteorological sectors across Africa 鈥� running workshops, installing custom-made training software, training graduate students and finding new ways to apply TAMSAT data for climate services across Africa. The Ethiopian National Meteorological Agency stated that:  鈥淭AMSAT played an important role in building capacity to generate quality rainfall products for both real-time and historical data use in Ethiopia.鈥�

The advent of cloud-based computing services, and the adoption of mobile phones, even in the remotest parts of Africa, is bringing new opportunities for TAMSAT. For example, an app under development will use TAMSAT data to advise on optimal crop planting dates in Kenya and Rwanda. The TAMSAT group is now working directly with major organisations, including the Bill and Melinda Gates Foundation and the One Acre Fund, to provide climate services directly to those who need them the most.

TAMSAT data in use

• the European Joint Research Centre for their routine agricultural monitoring programs and occasional famine early warning bulletins
• by aid organisations during the 2011/12 Sahel crisis to understand how the crisis was developing and focus relief efforts
• by One Acre to provide agricultural decision support to over 300,000 farmers
• by the insurance and re-insurance industry to provide drought insurance for over 1 Million farmers
• by the ENACTS initiative, delivered by the National Meteorological and Hydrological Services and Regional Climate Centres in Africa, to develop products that support local, national and regional climate-sensitive development decisions
• by the Ugandan, Senegalese, Ethiopian and Sudanese meteorological services for routine monitoring of rainfall.

• TAMSAT data are used to insure over 1 million farmers who would not otherwise have access to insurance.
• Daily rainfall estimates are issued every five days, at a spatial resolution that is reliable to 10 km. It is the only available product that meets the European Union Joint Research Centre鈥檚 strict requirements for consistency, latency and skill.
• TAMSAT data were used to help target relief efforts during the 2011/12 Sahel crisis when 18 million people across 9 countries were vulnerable to drought-driven famine, putting more than one million children鈥檚 lives at risk. Aid agencies such as Oxfam and Save the Children considered the response to be better than in previous crises.