Hi Teddy,
Yes it is possible, but it really depends on what you want to do in the end and your mean. I’ll explain.
With classif model it is better to pre-process your data. If you managed to remove difference due to area or date change (more generally removing data variability over unconsidered variable, in your case year and area if I understand correctly), you will be able to extrapolate you model.
Also you might be able to use the SampleAugmentation application to generate synthetic data in your case.
Hope it helps,
Antoine