Acoustic Signal Processing involves the analysis, manipulation, and interpretation of sound signals to enhance their quality, extract information, or enable communication. It is crucial in applications such as speech recognition, noise reduction, and audio enhancement, leveraging mathematical and computational techniques to process sound efficiently.