Optical vortex-based quantum computing presents unique challenges in achieving stable energy distribution and resonance frequency control within computational channels, which are crucial for reliable data processing. This study investigates the theoretical optimization of Yagi antenna arrays to address these challenges, focusing on a single computational channel. Through electromagnetic simulations using CST microwave studio, we analyze the resonance behavior of Yagi antennas and identify key frequencies that enhance signal stability and minimize noise interference. The optimal configuration demonstrates superior performance at key resonance peak, where energy distribution and field alignment are maximized. Additionally, we explore the integration of organic gel as a computational medium, leveraging its scalability and rapid processing potential. This work provides valuable insights into the design and operational principles of optical vortex quantum computing systems, paving the way for more efficient, robust, and scalable quantum information processing.