Liu, J.;                     Wang, J.;                     Yan, T.;                     Qi, F.;                     Chen, G.    
        DLG–IDS: Dynamic Graph and LLM–Semantic Enhanced Spatiotemporal GNN for Lightweight Intrusion Detection in Industrial Control Systems. Electronics 2025, 14, 3952.
    https://doi.org/10.3390/electronics14193952
    AMA Style
    
                                Liu J,                                 Wang J,                                 Yan T,                                 Qi F,                                 Chen G.        
                DLG–IDS: Dynamic Graph and LLM–Semantic Enhanced Spatiotemporal GNN for Lightweight Intrusion Detection in Industrial Control Systems. Electronics. 2025; 14(19):3952.
        https://doi.org/10.3390/electronics14193952
    
    Chicago/Turabian Style
    
                                Liu, Junyi,                                 Jiarong Wang,                                 Tian Yan,                                 Fazhi Qi,                                 and Gang Chen.        
                2025. "DLG–IDS: Dynamic Graph and LLM–Semantic Enhanced Spatiotemporal GNN for Lightweight Intrusion Detection in Industrial Control Systems" Electronics 14, no. 19: 3952.
        https://doi.org/10.3390/electronics14193952
    
    APA Style
    
                                Liu, J.,                                 Wang, J.,                                 Yan, T.,                                 Qi, F.,                                 & Chen, G.        
        
        (2025). DLG–IDS: Dynamic Graph and LLM–Semantic Enhanced Spatiotemporal GNN for Lightweight Intrusion Detection in Industrial Control Systems. Electronics, 14(19), 3952.
        https://doi.org/10.3390/electronics14193952