---
title: "ETT (electricity transformer temperature): papers using it"
description: "From Nov 2023 to Oct 2026, 43 archived papers mentioned ETT (electricity transformer temperature) in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Aug 2025 (4)."
url: https://scholar4ai.com/datasets/ett-electricity-transformer-temperature
markdown_url: https://scholar4ai.com/datasets/ett-electricity-transformer-temperature.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "From Nov 2023 to Oct 2026, 43 archived papers mentioned ETT (electricity transformer temperature) in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Aug… (as of 2026-11-05)"
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-11-05T06:02:37+09:00
window: 2026-10-07 to 2026-11-05
source: OpenAlex (CC0)
---

# ETT (electricity transformer temperature)

[Browse dataset profiles](https://scholar4ai.com/datasets/directory/page/2.md)

Collections used to compare forecasting and time-series classification methods.

- data category: Time-series and traffic benchmarks
- 0 papers in the last 7 days
- Names searched for: ETTh1, ETTh2, ETTm1, ETTm2, Electricity Transformer Temperature

Most-used data: https://scholar4ai.com/rankings/datasets.md · All Time-series and traffic benchmarks datasets: https://scholar4ai.com/datasets/time-series-and-traffic-benchmarks.md



## Key findings

- From Nov 2023 to Oct 2026, 43 archived papers mentioned ETT (electricity transformer temperature) in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Aug 2025 (4).
- ETT (electricity transformer temperature) was mentioned in 1 paper in the last 30 days (2026-10-07 to 2026-11-05), ranking #165 of the 246 datasets mentioned.
- By journal category: AI (1).
- Most of them appeared in Data Mining and Knowledge Discovery (1).
- From 2017 to 2026 (so far), ETT (electricity transformer temperature) was mentioned in 43 papers in the tracked journals, most of them in AI (42) and finance (1).
- 16 of them were published in 2025, against 0 in 2017.
- Since 2023, the institutions with the most of these papers were Chinese Academy of Sciences (5), Tsinghua University (3) and University of Technology Sydney (3).
- The journals publishing most of them were IEEE Transactions on Knowledge and Data Engineering (9), IEEE Transactions on Neural Networks and Learning Systems (5) and Pattern Recognition (4).
- The most-cited of them is “The Capacity and Robustness Trade-Off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting” (IEEE Transactions on Knowledge and Data Engineering, 2024), with 199 citations.
- Papers use ETT (electricity transformer temperature) most often with Traffic (PeMS, METR-LA) (12), UCR / UEA archives (8) and PhysioNet / MIT-BIH (5); it has 10 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST.

## Mentions over 36 months

*Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts and keywords; the full texts of earlier months are still being searched)*

| Trend | Nov 23–Oct 24 | Nov 24–Oct 25 | Nov 25–Oct 26 | 36 months |
|---|---:|---:|---:|---:|
|  | 8 | 14 | 21 | 43 |

## Papers per year

*Papers per publication year and category*

| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
| [AI](https://scholar4ai.com/categories/ai.md) | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 8 | 16 | 17 |
| [Finance](https://scholar4ai.com/categories/finance.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| All categories | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 8 | 16 | 18 |

## Where the papers come from

*Journals with the most papers, since 2023*

| # | Journal | Papers |
|---:|---|---:|
| 1 | [IEEE Transactions on Knowledge and Data Engineering](https://scholar4ai.com/journals/ieee-transactions-on-knowledge-and-data-engineering.md) | 9 |
| 2 | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 5 |
| 3 | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | 4 |
| 4 | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | 4 |
| 5 | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | 3 |
| 6 | [Data Mining and Knowledge Discovery](https://scholar4ai.com/journals/data-mining-and-knowledge-discovery.md) | 3 |
| 7 | [IEEE Transactions on Pattern Analysis and Machine Intelligence](https://scholar4ai.com/journals/ieee-transactions-on-pattern-analysis-and-machine-intelligence.md) | 2 |
| 8 | [Artificial Intelligence Review](https://scholar4ai.com/journals/artificial-intelligence-review.md) | 2 |
| 9 | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | 2 |
| 10 | [Information Fusion](https://scholar4ai.com/journals/information-fusion.md) | 2 |

*Institutions with the most papers, since 2023*

| # | Institution | Papers |
|---:|---|---:|
| 1 | [Chinese Academy of Sciences](https://scholar4ai.com/institutions/chinese-academy-of-sciences.md) | 5 |
| 2 | [Tsinghua University](https://scholar4ai.com/institutions/tsinghua-university.md) | 3 |
| 3 | [University of Technology Sydney](https://scholar4ai.com/institutions/university-of-technology-sydney.md) | 3 |
| 4 | Aalborg University | 2 |
| 5 | Agency for Science, Technology and Research | 2 |
| 6 | [Nanyang Technological University](https://scholar4ai.com/institutions/nanyang-technological-university.md) | 2 |
| 7 | Shenzhen Technology University | 2 |
| 8 | [Shenzhen University](https://scholar4ai.com/institutions/shenzhen-university.md) | 2 |
| 9 | [South China University of Technology](https://scholar4ai.com/institutions/south-china-university-of-technology.md) | 2 |
| 10 | [UNSW Sydney](https://scholar4ai.com/institutions/unsw-sydney.md) | 2 |

*Countries with the most papers, since 2023*

| # | Country | Papers |
|---:|---|---:|
| 1 | China | 25 |
| 2 | United Kingdom | 7 |
| 3 | Australia | 6 |
| 4 | Singapore | 5 |
| 5 | Denmark | 2 |
| 6 | Spain | 2 |
| 7 | Hong Kong | 2 |
| 8 | Italy | 2 |
| 9 | Japan | 2 |
| 10 | South Korea | 2 |

*Keywords with the most papers, since 2023*

| # | Keyword | Papers |
|---:|---|---:|
| 1 | [time series forecasting](https://scholar4ai.com/keywords/time-series-forecasting.md) | 18 |
| 2 | multivariate time series forecasting | 11 |
| 3 | [transformer models](https://scholar4ai.com/keywords/transformer-models.md) | 8 |
| 4 | [computational efficiency](https://scholar4ai.com/keywords/computational-efficiency.md) | 4 |
| 5 | [transfer learning](https://scholar4ai.com/keywords/transfer-learning.md) | 4 |
| 6 | distribution shift | 3 |
| 7 | [large language models](https://scholar4ai.com/keywords/large-language-models.md) | 3 |
| 8 | long-term forecasting | 3 |
| 9 | long-term time series forecasting | 3 |
| 10 | multivariate time series | 3 |

## Most-cited papers

*Most-cited papers since 2017*

| # | Citations | Per month | Title | Journal | Published | Authors |
|---:|---:|---:|---|---|---|---|
| 1 | 199 | 6.7 | [The Capacity and Robustness Trade-Off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting](https://doi.org/10.1109/tkde.2024.3400008) | [IEEE Transactions on Knowledge and Data Engineering](https://scholar4ai.com/journals/ieee-transactions-on-knowledge-and-data-engineering.md) | 2024-05-13 | Lu Han, Han-Jia Ye, De‐Chuan Zhan |
| 2 | 197 | 8.0 | [Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis](https://doi.org/10.1109/tkde.2024.3484454) | [IEEE Transactions on Knowledge and Data Engineering](https://scholar4ai.com/journals/ieee-transactions-on-knowledge-and-data-engineering.md) | 2024-10-21 | Zezhi Shao, Fei Wang, Yongjun Xu et al. |
| 3 | 120 | 5.1 | [Deep learning-based time series forecasting](https://doi.org/10.1007/s10462-024-10989-8) | [Artificial Intelligence Review](https://scholar4ai.com/journals/artificial-intelligence-review.md) | 2024-11-25 | Xiaobao Song, Liwei Deng, Hao Wang et al. |
| 4 | 97 | 3.9 | [A Survey on Time-Series Pre-Trained Models](https://doi.org/10.1109/tkde.2024.3475809) | [IEEE Transactions on Knowledge and Data Engineering](https://scholar4ai.com/journals/ieee-transactions-on-knowledge-and-data-engineering.md) | 2024-10-07 | Qianli Ma, Zhen Liu, Zhenjing Zheng et al. |
| 5 | 68 | 2.2 | [A Joint Time-Frequency Domain Transformer for multivariate time series forecasting](https://doi.org/10.1016/j.neunet.2024.106334) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | 2024-04-24 | Yushu Chen, Shengzhuo Liu, Jinzhe Yang et al. |

## Used together with

Papers use ETT (electricity transformer temperature) most often with Traffic (PeMS, METR-LA) (12), UCR / UEA archives (8) and PhysioNet / MIT-BIH (5); it has 10 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST.

*What papers use ETT (electricity transformer temperature) together with (at least 3 papers; lift 1 = chance)*

| Used with | Type | Papers using both | Lift |
|---|---|---:|---:|
| [Traffic (PeMS, METR-LA)](https://scholar4ai.com/datasets/traffic-pems-metr-la.md) | Dataset | 12 | 61.8 |
| [UCR / UEA archives](https://scholar4ai.com/datasets/ucr-uea-archives.md) | Dataset | 8 | 72.4 |
| [PhysioNet / MIT-BIH](https://scholar4ai.com/datasets/physionet-mit-bih.md) | Dataset | 5 | 24.9 |
| [UCI Machine Learning Repository](https://scholar4ai.com/datasets/uci-machine-learning-repository.md) | Dataset | 5 | 8.8 |
| [M3 / M4 / M5 competitions](https://scholar4ai.com/datasets/m3-m4-m5-competitions.md) | Dataset | 4 | 30.1 |
| [ImageNet](https://scholar4ai.com/datasets/imagenet.md) | Dataset | 3 | 1.4 |
| [Kaggle](https://scholar4ai.com/datasets/kaggle.md) | Dataset | 3 | 5.8 |
| [MIMIC](https://scholar4ai.com/datasets/mimic.md) | Dataset | 3 | 9.9 |
| [MNIST / Fashion-MNIST](https://scholar4ai.com/datasets/mnist-fashion-mnist.md) | Dataset | 3 | 3.0 |
| [Wikipedia](https://scholar4ai.com/datasets/wikipedia.md) | Dataset | 3 | 3.3 |

The whole network: https://scholar4ai.com/code/network.md

## Papers

*Papers mentioning ETT (electricity transformer temperature) in the last 30 days, newest first.*

| Date | Title | Journal | Authors | Affiliations |
|---|---|---|---|---|
| 2026-10-13 | [NoDE: noise-decorrelation embedding for robust long-term multivariate time series forecasting](https://doi.org/10.1007/s10618-026-01281-0) | [Data Mining and Knowledge Discovery](https://scholar4ai.com/journals/data-mining-and-knowledge-discovery.md) | Minhyuk Lee, Hyekyung Yoon, Imseong Park et al. | Seoul National University |

## Cite this page

Scholar4AI. (2026). ETT (electricity transformer temperature). Journal and Conference Research Rankings. Retrieved November 5, 2026, from https://scholar4ai.com/datasets/ett-electricity-transformer-temperature

```bibtex
@misc{scholar4ai-datasets-ett-electricity-transformer-temperature,
  author = {{Scholar4AI}},
  title = {ETT (electricity transformer temperature)},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/ett-electricity-transformer-temperature}},
  urldate = {2026-11-05},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).