IoT-Enhanced Seaside Monitoring for Early Flood Warning Systems using Intelligent Techniques

The research on IoT-enhanced seaside monitoring for early flood warning systems using intelligent techniques has demonstrated promising results in enhancing coastal resilience against flooding events. The system exhibited high levels of accuracy, reliability, sensitivity, and specificity, ranging from 87% to 93%, 81% to 87%, 86% to 91%, and 86% to 92%, respectively, across the 10 experiment trials. Additionally, the system-maintained prompt response times ranging from 4 to 6 minutes, ensuring timely issuance of flood warnings. These results underscore the effectiveness of integrating Internet of Things (IoT) technology with intelligent techniques for improving early flood warning systems in coastal areas. By leveraging advanced sensor technology and data analytics methods, the monitoring system can proactively detect potential flood risks, provide accurate alerts, and facilitate timely response actions to mitigate flood-related risks. The findings highlight the importance of investing in innovative solutions that enhance disaster preparedness and response capabilities in vulnerable coastal regions.