Monaural speech separation is a significant research field in signal processing. To achieve better performance, we propose three novel joint-constraint loss functions and multiple function for monaural based on dual-output deep neural network (DNN). The DNN model not only restricts the ideal ratio mask (IRM) errors of two outputs, but also constrains relationship estimated IRMs magnitude spectr...