A new method for the detection of meteor showers against the sporadic background in radar meteoroid orbit data sets has been introduced and tested on the amor catalogue. No a priori knowledge of the shower structure is assumed by this method. The possibility of determining the statistical significance of a shower against the surrounding background in time has been established. A comprehensive survey of the data set has been performed and the second paper in this series presents the full results of this application.

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