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 notes on preprocessing in Appendix A). Once in this format, the data points are filtered based on the current Technology Life Cycle stage being considered, as illustrated by Fig. \ref{967185}, ensuring comparable curve features are considered.