As energy consumption becoming one of the key optimization objects in on-chip multiprocessor, compiling a parallelizing application combined with energy saving strategy is more significant. In this paper, we focus on an on-chip multiprocessors architecture, where each processor in on-chip multiprocessor can independently adjust its frequency and voltage for energy savings. Given an arrayintensive application, we simulate parallelizing application and analyze probable load imbalance; then our energy saving strategy determines each processor?s clock frequency and voltage level fit for each parallel fragment in terms of load imbalance. Here, parallel fragments mainly denote parallel loop nests. Further, we consider the serial code fragments as a severe load-unbalanced parallel partitioning when the redundant processors can be shut down. Initial experiment proves our energy saving strategy is successful in reducing the energy consumption of the parallel programs.