The document presents research on a binary to residue conversion using a newly proposed non-coprime moduli set, which is a less-explored area within the residue number system (RNS). It introduces an algorithm for conversion from binary to residue format, highlighting the advantages of non-coprime moduli in terms of hardware complexity and operational efficiency, especially in high-speed computing applications. The proposed set and method aim to provide improved performance for digital signal processing and other computational tasks that benefit from parallel processing.