Nature

Multimodal deep learning for anomaly detection in urban infrastructure networks: improving the resilience of public management systems

The construction of new smart cities has entered a phase of deep development, wherein urban infrastructure networks have evolved into complex heterogeneous systems with multiple coordinated subsystems ...
Nature

Anomaly detection in multidimensional time series for water injection pump operations based on LSTMA-AE and mechanism constraints

Addressing the issues of inadequate information exchange among subsequences in the operational time series of water injection pumps, leading to low accuracy and high false alarm rates in anomaly ...