This paper proposes a novel approach to automated refractive index matching within polyacrylamide gels used in capillary electrophoresis (CE), a critical process for optimizing separation resolution. Current methods rely on manual adjustments and iterative experimentation, a time-consuming and observer-dependent process. Our system utilizes a deep...