In some embodiments, a hardware simulation computing system is provided. The hardware simulation computing system is configured to provide audio signals from a low-performance audio device as input to a machine learning model capable of exhibiting temporal dynamic behavior; to update the machine learning model based on a comparison of outputs of the machine learning model to ground truth audio signals from a high-performance audio device; and to repeat the providing and updating actions until a completion threshold is reached to create a trained machine learning model.