Spatial clustering: using simple summaries of seismic data to find the edge of an oil-field

The positioning of development wells for efficient production from an oil-field depends critically on being able to find accurately the edges of the reservoir. We address this problem by using as the basic data over 1000 short time series collected by seismic reflection profiling. All the time series extend over the «reservoir interval», i.e. the section of rock potentially containing hydrocarbons. Each time series is first reduced to three physically meaningful variables. These variables capture information on the sand/shale ratio in the reservoir interval at the location of the time series. Spatial changes in this ratio will be expressed in the three variables extracted from the set of time series, the locations of which also vary spatially