This study proposes a deep-learning-based denoising method for fiber-optic sensors, which involves pre-processing the sensor spectrum into a 2D image and training with a cycle-consistent generative adversarial network (Cycle-GAN) model. The initial laboratory work focused on comparing the. Abstract—Distributed optical fiber sensing (DOFS), along with its capabilities of long-range coverage, multi-parameter monitoring, and completely passive detection, emerges as one of the most promising non-destructive detection techniques for structural health monitoring (SHM) and operational. To obtain the stress field distribution of the support position (bear-ing area) of the train, proposed a EMU health monitoring and intelligent state assessment system based on fiber sensing internet of things (FS-IoT). Both simulations by Finite Element Modeling (FEM) and vibration sensitivity measurements are presented. INTRODUCTION Very low noise lasers is a powerful. Fiber optics enable real-time train control, advanced signaling, and seamless 5G and Wi-Fi for passengers traveling between stations and along each metro line. Global leaders like Mumbai Metro demonstrate this transformation.
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