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We propose a method for phase initialization and error correction using silicon on-chip metalens. Leveraging inverse design techniques, we engineered on-chip metalens with high-performance characteristics of 61.3% focusing efficiency and 0.39 numerical aperture at 1550 nm wavelength, with a broad operation bandwidth of 380 nm.