Let f0,∞ = {fn} ∞ n=0 be a sequence of continuous self-maps on a compact metric space X. The non-autonomous dynamical system (X, f0,∞) induces the set-valued system (K(X), f0,∞) and the fuzzified system (F(X), f0,∞). We prove that under some natural conditions, positive topological entropy of (X, f0,∞) implies infinite entropy of (K(X), f0,∞) and (F(X), f0,∞), respectively; and zero entropy of (S 1 , f0,∞) implies zero entropy of some invariant subsystems of (K(S 1 ), f0,∞) and (F(S 1 ), f0,∞), respectively. We confirm that (K(I), f ) and (F(I), f ) have infinite entropy for any transitive interval map f . In contrast, we construct a transitive non-autonomous system (I, f0,∞) such that both (K(I), f0,∞) and (F(I), f0,∞) have zero entropy. We obtain that (K(X), f0,∞) is chain weakly mixing of all orders if and only if (F 1 (X), f0,∞) is so, and chain mixing (resp. h-shadowing and multi-F -sensitivity) among (X, f0,∞), (K(X), f0,∞) and (F 1 (X), f0,∞) are equivalent, where (F 1 (X), f0,∞) is the induced normal fuzzification.