In this paper, to significantly improve the conversion efficiency in a 1 μm InP thin film solar cell, array of perpendicular TiO
2 nanobars and backside grating are employed. TiO
2 nanobars are coated with a desired anti-reflector (AR) and partially embedded in the InP film to achieve strong light trapping. Optimizing the size of TiO
2 nanobars leads to an enhancement of 41.5% in the photocurrent current density, J
ph
, and 49.3% in power conversion efficiency, PCE, related to the conventional InP film. For boosting the long wavelength absorption, a back reflector (BR) structure including six SiO
2 layers with Si nanopyramid arrays is applied at the backside of the absorption film. Compared to the 1 μm InP thin film solar cell, the J
ph
and PCE are improved by 52.7% and about 59%, respectively. Finite-Difference-Time-Domain (FDTD) and Finite-Element-Method (FEM) are used to obtain the results.