Audio Frequency Analysis in DSP

Audio signal processing is a critical field in digital signal processing (DSP), influencing various domains such as speech recognition, music production, and hearing aids. This paper explores the key techniques used in audio signal processing, highlights significant applications, and discusses emerging trends such as the integration of machine learning and real-time processing.[1] The challenges and future directions of the field are also considered, providing a comprehensive overview for researchers and practitioners.