serial correlation measures the linear relationship between time series.
serial dependence measures linear and nonliner relationship. e.g. ARCH ,EARCH,skewness time dependence and so on.
i don't know what is the defference between what is serial independence but not i.i.d exactly.
perhaps chaos is a special case.