“…FOSs have been used for measuring various parameters such as displacement, strain, temperature, and pressure. − Currently, FOSs are fabricated following different designs, such as the fiber-optic gyroscopes, the fiber grating sensors, the interferometer sensors, and so forth. Fiber-optic interferometers are widely utilized in the analysis of liquid droplets, − especially, the extrinsic Fabry–Perot interferometer (EFPI)-based sensor, which has demonstrated tremendous potential because it is simple and highly sensitive. , Using the EFPI approach to monitor liquid droplet evaporation events has been previously reported in the literature. − However, the previous studies focused on evaporation dynamics, but they did not use the experiment data to identify liquids. Moreover, the model employed in the present study provides a substantial improvement over the classification models used in the previous studies.…”