Optical Delay Lines (ODLs) are pivotal components in modern photonic systems, controlling the timing of optical signals with high precision. While fixed-length delay lines are commonly used, tunable optical delay lines offer flexibility essential for applications such as coherent optical communications, phased array antennas, and quantum computing. Among the various methods for achieving tunable delays, Micro-Electro-Mechanical Systems (MEMS)-based optical delay lines stand out due to their compact size, low power consumption, and integrability.