The document discusses a proposed scheme for reducing test power and test data volume in VLSI testing through advanced techniques such as adjacent x-filling and shifted alternate frequency directed run-length encoding (SAFDR). By addressing the challenges of high test power and large test data volumes, the scheme demonstrates improvements in efficiency and significant reductions in power consumption, validated through experimental results on benchmark circuits. The findings indicate that the novel codeword generator for compressing large input patterns effectively minimizes memory usage and improves chip reliability.