ETT (electricity transformer temperature)

data category: Time-series and traffic benchmarks · 0 papers in the last 7 days

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

Names searched for: ETTh1, ETTh2, ETTm1, ETTm2, Electricity Transformer Temperature

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 (2026-10-06 to 2026-11-04), ranking #172 of the 255 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#

20172026 (so far)

Papers per publication year and category
Category	2023	2024	2025	2026 (so far)
AI	1	8	16	17
Finance	0	0	0	1
All categories	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	9
2	IEEE Transactions on Neural Networks and Learning Systems	5
3	Pattern Recognition	4
4	Neural Networks	4
5	Knowledge-Based Systems	3
6	Data Mining and Knowledge Discovery	3
7	IEEE Transactions on Pattern Analysis and Machine Intelligence	2
8	Artificial Intelligence Review	2
9	Applied Intelligence	2
10	Information Fusion	2

Institutions with the most papers, since 2023
#	Institution	Papers
1	Chinese Academy of Sciences	5
2	Tsinghua University	3
3	University of Technology Sydney	3
4	Aalborg University	2
5	Agency for Science, Technology and Research	2
6	Nanyang Technological University	2
7	Shenzhen Technology University	2
8	Shenzhen University	2
9	South China University of Technology	2
10	UNSW Sydney	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	18
2	multivariate time series forecasting	11
3	transformer models	8
4	computational efficiency	4
5	transfer learning	4
6	distribution shift	3
7	large language models	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	IEEE Transactions on Knowledge and Data Engineering	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	IEEE Transactions on Knowledge and Data Engineering	2024-10-21	Zezhi Shao, Fei Wang, Yongjun Xu et al.
3	120	5.1	Deep learning-based time series forecasting	Artificial Intelligence Review	2024-11-25	Xiaobao Song, Liwei Deng, Hao Wang et al.
4	97	3.9	A Survey on Time-Series Pre-Trained Models	IEEE Transactions on Knowledge and Data Engineering	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	Neural Networks	2024-04-24	Yushu Chen, Shengzhuo Liu, Jinzhe Yang et al.

Archive counts by publication year: a paper counts when its title, abstract or keywords name the dataset, or when OpenAlex's full-text search finds it there (searched for the last 30 days' papers and, by a pass over the past years, for older ones). Names added to the list later are looked for in older papers as the archive is read again.

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. The whole network →

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)	Dataset	12	61.8
UCR / UEA archives	Dataset	8	72.4
PhysioNet / MIT-BIH	Dataset	5	24.9
UCI Machine Learning Repository	Dataset	5	8.8
M3 / M4 / M5 competitions	Dataset	4	30.1
ImageNet	Dataset	3	1.4
Kaggle	Dataset	3	5.8
MIMIC	Dataset	3	9.9
MNIST / Fashion-MNIST	Dataset	3	3.0
Wikipedia	Dataset	3	3.3

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	Data Mining and Knowledge Discovery	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 4, 2026, from https://scholar4ai.com/datasets/ett-electricity-transformer-temperature

@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 = {2026-11-04},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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