AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Results indicate that AMF-Deep has potential for terrace extraction across representative regions, although further quantitative seasonal evaluation and cross-region validation are still needed.
An MSG-ConvLSTM model that integrates multi-scale spatial feature extraction with a periodic awareness mechanism and incorporates a sinusoidal positional encoding–based periodic gating mechanism to explicitly capture seasonal variations, thereby improving its ability to model long-term dependencies is proposed.
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