One thing I need to assess, though, is whether splitting the fit into two parts creates a measurably, meaningfully better fit of the data than just modeling it all as one times series.

How do I calculate the "total" AIC for the two curves which describe the entire population history? I assume it is not simply adding the AIC scores you can get from each piece separately.

Any help is greatly appreciated. Thanks!