An anomaly prediction system comprises a computer system, an anomaly analysis system, and an anomaly predictor. The anomaly analysis system comprises a machine learning model system configured to output images with a number of parameters predicted for anomalies at locations on platforms at future time frames using inputs comprising input images of the platforms and the future time frames. The anomaly predictor is configured to perform operations. The operations comprise identifying an input image of a location at a reference time on a platform selected for inspection. The operations comprise generating an output image with the number of parameters for an anomaly at the location that predicts a change in the anomaly on the platform at the future time frame from the reference time frame using the input image of the platform and the anomaly analysis system. The operations comprise performing a number of actions based on the output image.