We present a new design for high-power, large-scale optical phased arrays (OPA) based on heterogeneous integration of SOI and SiN photonics. The OPA consists of sparsely spaced subarrays on SOI chiplets 3-D integrated on a SiN interposer. Simulation results demonstrate the performance.