The Drone-Based Hyperspectral Imaging Oil Spill Monitoring System employs a drone-based hyperspectral imaging device to conduct remote sensing measurements of target areas, capturing both imagery and spectral data. This information is then processed using oil spill identification and inversion models to determine the spill location, extent of the spill area, distribution of oil thickness, and estimate the total volume of the spill. Additionally, it can extend to derive over 15 water quality parameters (including suspended solids, turbidity, tra