This document provides a summary of a survey paper on Single Carrier Frequency Division Multiple Access (SC-FDMA) as an efficient technique for Peak-to-Average Power Ratio (PAPR) reduction in uplink communication systems. SC-FDMA was adopted for uplink transmission in Long Term Evolution (LTE) due to its lower PAPR compared to OFDMA. SC-FDMA applies a DFT pre-coding to OFDMA signals before transmission, which converts the multi-carrier signal into a single-carrier signal and significantly reduces the PAPR. The document discusses the limitations of OFDM including high PAPR, and various PAPR reduction techniques for OFDM such as clipping,