Author

Gu Zhang

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Open access Aug 2026

Deep learning-based prediction of negative air ion concentrations using TCN-attention and meteo-temporal fusion transformer

A 1-day prediction model TCN-Attention and a 7-day sliding prediction model MTFT (Meteo-Temporal Fusion Transformer) were developed, highlighting the temporal stability of the meteorology–NAI relationship as an important factor in seasonal predictability.

Gu Zhang, Ming-Jian Zeng, Wenwen Ai et al. · Frontiers in Environmental S... · 0 citations