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Interpretable Deep Learning for Short‐Term Appliance Load Forecasting: A Comparative Study of LSTM–SHAP and TFT Attention Models
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| Published in: | IET Smart Grid |
|---|---|
| Format: | Online Article RSS Article |
| Published: |
2026
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| _version_ | 1872109302832955393 |
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| collection | WordPress RSS FRELIP Feed Integration |
| container_title | IET Smart Grid |
| description | |
| discipline_display | Energy |
| discipline_facet | Energy |
| format | Online Article RSS Article |
| genre | Journal Article |
| id | rss_article:108130 |
| institution | FRELIP |
| journal_source_facet | IET Smart Grid |
| last_indexed | 2026-07-30T03:35:59.409Z |
| publishDate | 2026 |
| publishDateSort | 2026 |
| record_format | rss_article |
| spellingShingle | Interpretable Deep Learning for Short‐Term Appliance Load Forecasting: A Comparative Study of LSTM–SHAP and TFT Attention Models Energy General Energy |
| sub_discipline_display | General |
| sub_discipline_facet | General |
| subject_display | Energy General Energy |
| subject_facet | Energy General Energy |
| title | Interpretable Deep Learning for Short‐Term Appliance Load Forecasting: A Comparative Study of LSTM–SHAP and TFT Attention Models |
| title_alt | Pronóstico interpretable de carga de electrodomésticos a corto plazo mediante aprendizaje profundo: un estudio comparativo de los modelos LSTM-SHAP y TFT de atención Apprentissage profond interprétable pour la prévision à court terme de la charge des appareils : une étude comparative des modèles LSTM-SHAP et TFT Attention Aprendizagem profunda interpretável para previsão de carga de eletrodomésticos a curto prazo: um estudo comparativo dos modelos LSTM–SHAP e TFT Attention |
| title_auth | Interpretable Deep Learning for Short‐Term Appliance Load Forecasting: A Comparative Study of LSTM–SHAP and TFT Attention Models |
| title_es_txt | Pronóstico interpretable de carga de electrodomésticos a corto plazo mediante aprendizaje profundo: un estudio comparativo de los modelos LSTM-SHAP y TFT de atención |
| title_fr_txt | Apprentissage profond interprétable pour la prévision à court terme de la charge des appareils : une étude comparative des modèles LSTM-SHAP et TFT Attention |
| title_full | Interpretable Deep Learning for Short‐Term Appliance Load Forecasting: A Comparative Study of LSTM–SHAP and TFT Attention Models |
| title_fullStr | Interpretable Deep Learning for Short‐Term Appliance Load Forecasting: A Comparative Study of LSTM–SHAP and TFT Attention Models |
| title_full_unstemmed | Interpretable Deep Learning for Short‐Term Appliance Load Forecasting: A Comparative Study of LSTM–SHAP and TFT Attention Models |
| title_pt_txt | Aprendizagem profunda interpretável para previsão de carga de eletrodomésticos a curto prazo: um estudo comparativo dos modelos LSTM–SHAP e TFT Attention |
| title_short | Interpretable Deep Learning for Short‐Term Appliance Load Forecasting: A Comparative Study of LSTM–SHAP and TFT Attention Models |
| title_sort | interpretable deep learning for short‐term appliance load forecasting: a comparative study of lstm–shap and tft attention models |
| topic | Energy General Energy |
| url | https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/stg2.70110?af=R |