Afaik it’s the same peas, just harvested later and dried. Very common winter ingredient from the old days when we could not get fresh stuff all year round.

I actually prefer the flavor of yellow pea soup. It’s quite different, more nutty, maybe closer to beans/chickpeas in flavor.