The growth of Pt nanocrystals (NCs) on Al 2 O 3 surface via atomic layer deposition (ALD) was investigated deeply. A charge trapping memory using Pt NC as charge trapping layer and amorphous ALD Al 2 O 3 /HfO 2 as the tunneling/blocking layers was fabricated. Pure metallic Pt NC can be formed at the initial growth stage, following the nucleation incubation model. Electrical measurements of p-Si\Al 2 O 3 \Pt NCs\HfO 2 show a larger memory window of 6.6V at the sweeping gate voltage of ±12V and ∼73% retention property after 10 5 s. Fowler–Nordheim tunneling serves as the dominant tunneling mechanism at the applied gate voltage of 10V. Compared to that of 4.0V with HfO 2 blocking layer, control sample with Al 2 O 3 blocking layer shows negligible memory window of 0.3V at ±10V, which is attributed to the smaller electric field intensity in the Al 2 O 3 tunneling layer of stacking structures of p-Si\Al 2 O 3 \Pt NCs\Al 2 O 3 . ALD Pt NCs with a high density of 1.0×10 12 /cm 2 provides a potential approach to fabricate large area nanocrystals for future ultrahigh density nonvolatile memory applications.