Next, the raw patent data time series are transformed by using an inverse hyperbolic sine function and normalised to convert the data into a suitable format for long-term comparisons (see discussion in section \ref{697753}). Once in this format, the data points are filtered based on the current Technology Life Cycle stage being considered, as illustrated by Fig. \ref{418410}, ensuring comparable curve features are considered: