Discuss the theoretical principles of digital signal processing (DSP) and its applications in audio processing, image processing, and communication systems. DSP involves the manipulation and analysis of digital signals using mathematical algorithms and techniques. By understanding principles such as discrete Fourier transform (DFT), filtering, and sampling theory, engineers can develop DSP algorithms for applications such as audio signal enhancement, image compression and reconstruction, and digital communication, enabling efficient and effective processing of signals in various domains.