A robust early notification mechanism is increasingly vital for mitigating potential hazards across various fields. These mechanisms leverage data acquisition and analysis methods to recognize impending issues before they worsen. From geological disasters like floods to economic fluctuations, and even public welfare situations, a well-designed init