Early warning model for industrial internet platform based on graph neural network and time convolution network

Author:

Guo Chang,Pi Dechang,Cao Jianjun,Wang Xixuan,Liu Hao

Publisher

Springer Science and Business Media LLC

Subject

General Computer Science

Reference31 articles.

1. Canghong J, Ruan T, Wu D et al (2021) HetGAT: a heterogeneous graph attention network for freeway traffic speed prediction. J Ambient Intell Humaniz Comput. https://doi.org/10.1007/s12652-020-02807-0

2. Dakos V, Carpenter SR, Brock WA et al (2012) Methods for detecting early warnings ofcritical transitions in timeseries illustrated using simulated ecological data. PLoS ONE 7(7):e41010. https://doi.org/10.1371/journal.pone.0041010

3. Dan L, Chen D, Shi L et al (2019) MAD-GAN: Multivariate anomaly detection for time series data with generative adversarial networks. 28th International conference on artificial neural networks (ICANN). Springer, Berlin, pp 703–716

4. Defferrard M, Bresson X, Vandergheynst P (2016) Convolutional neural networks on graphs with fast localized spectral filtering. 30th Conference on neural information processing systems (NIPS). MIT Press, Cambridge, pp 3844–3852

5. Deng A, Hooi B (2021) Graph neural network-based anomaly detection in multivariate time series. 35th AAAI conference on artificial intelligence. AAAI, Menlo Park, pp 4027–4035

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