Twitter used to create real-time flood maps
Published: 14 April 2015
This research is presented today, at the General Assembly of the European Geosciences Union in Vienna, where geoscientists from all over the world meet.
From big data to real-time flood maps
At present, flood-extent maps are derived from a limited number of sources, such as satellite images, areal images, ground observations, hydrodynamic models and post-flooding flood marks. This information is usually supplied after the event. However, it still remains difficult to obtain accurate real-time flood-extent maps. The emergence of social media has provided us with a new data source that contains large numbers of real-time observations from local people.
Pilot in Jakarta
In the city of Jakarta, the Twitter capital of the world, the intensity of unique flood-related tweets during a flood peaked at almost 900 tweets a minute during floods in February 2015. A significant number of these tweets include information about water depth and location. However, uncertainties arise because water-depth observations are generally rough estimates. If disaster managers are to use this cloud of observations, the data need to be filtered, enriched, validated and transformed into easily interpretable flood-extent maps. Deltares (with expertise in data processing and flood modelling) and Floodtags (expertise in data mining and social media) developed a procedure to use the thousands of observations generated by the social media. By applying statistics and using hydrodynamic corrected Digital Elevation Maps, they created real-time flood-extent maps for Jakarta. The real-time flood-extent maps provided a good comparison with ground-truth photographs in most neighbourhoods in Jakarta. This method can be scaled easily for any place in the world with enough Twitter activity.
Crisis managers can take more effective decisions
When implemented in an operational warning system, the method will create real-time maps based on tweets that people have sent a minute previously.
Dirk Eilander (flood expert Deltares): “This new method will eventually give crisis managers a better view of what is actually happening during a flood so they can make more effective decisions: the right measures at the right time, in the right place”.
The maps are also useful in the post-flood phase for the calibration of hydrodynamic flood models and for insurance companies to obtain rapid information about areas where damage has occurred.
Press conference from 10 – 11 am (with a live webstream)
Dirk Eilander will share his results during a press conference, today from 10 – 11 am. You can watch this press conference through a live web stream: http://client.cntv.at/egu2015/PC4