Frontier Environmental Technology (United States)

Explainable AI for sentiment analysis of human metapneumovirus (HMPV) using XLNet

The outbreak of Human Metapneumovirus (HMPV) in China, which later spread to the UK and other countries, raised significant public concern due to its potential impact on vulnerable populations. While HMPV typically causes mild symptoms, its effects on the elderly and immunocompro...

Shrub expansion drives coupled declines in wetland particulate and mineral-associated organic carbon stability

Increasing shrub encroachment into wetlands has been shown to reduce the stability of mineral-associated organic carbon (MAOC), yet its influence on particulate organic carbon (POC) stability remains unclear. To determine whether shrub expansion drives coupled declines in POC and...

Congestion Propagation Identification and Prediction Using Self Attention–Based Diffusion Convolutional Approach

Abstract Traffic congestion frequently propagates among the interconnected road networks over time, driven by spatial and temporal factors. Identifying and predicting these patterns is crucial for effective public transport management and urban planning. Existing systems often fa...