The paper proposes a new structure for heterojunction quantum dot solar cells (HJQD SC) to enhance efficiency and reduce material usage by employing quantum dot layers instead of traditional bulk structures. The theoretical analysis demonstrates improved optical and electrical characteristics, allowing for better energy conversion while maintaining lower costs. Various models and parameters are compared, emphasizing the importance of quantum dot sizes in optimizing solar cell performance.