This invention discloses a method and
system for monitoring
watershed ecological security based on
big data. The method includes
data acquisition, data preprocessing,
watershed ecological environment monitoring,
watershed ecosystem monitoring,
hyperparameter optimization, and comprehensive watershed
ecological monitoring. This invention belongs to the field of ecological
security information processing technology, specifically a method and
system for monitoring watershed ecological security based on
big data. This solution creatively integrates
ecological environment monitoring and
ecosystem monitoring, improving the comprehensiveness and accuracy of watershed ecological
security monitoring. It introduces adjacency domain similarity, standard deviation adjustment distance, and allocation coefficients to optimize the selection process of cluster centers, solving the technical problem of inaccurate watershed
ecosystem monitoring results. It employs dynamic
adaptation factors, opposing individuals, and individual symbiotic updates to improve the
algorithm for obtaining optimal parameters of the monitoring model, obtaining the optimal parameter combination, improving the accuracy of the model output results, and making the watershed
ecological environment monitoring results more precise.