This paper presents a novel decoding technique called memoryless hybrid register exchange method for implementing the soft output Viterbi algorithm on FPGA. It emphasizes the reduction of hardware complexity and switching activity compared to existing methods, enhancing the efficiency of convolutional encoding for digital data transmission. Simulation and FPGA implementation results demonstrate the effectiveness of the proposed method in decoding noisy signals.