A novel short-term load forecasting framework based on time-series clustering and early classification algorithm

Energy and Buildings ◽

10.1016/j.enbuild.2021.111375 ◽

2021 ◽

pp. 111375

Author(s):

Zhe Chen ◽

Yongbao Chen ◽

Tong Xiao ◽

Huilong Wang ◽

Pengwei Hou

Keyword(s):

Time Series ◽

Load Forecasting ◽

Classification Algorithm ◽

Time Series Clustering ◽

Early Classification ◽

Short Term Load Forecasting

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Ensemble learning with time-series clustering for aggregated short-term load forecasting

2020 IEEE 20th Mediterranean Electrotechnical Conference ( MELECON) ◽

10.1109/melecon48756.2020.9140676 ◽

2020 ◽

Author(s):

P. Sarajcev ◽

D. Jakus ◽

J. Vasilj

Keyword(s):

Time Series ◽

Ensemble Learning ◽

Load Forecasting ◽

Time Series Clustering ◽

Short Term Load Forecasting

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Time series method for short-term load forecasting using smart metering in distribution systems

2011 IEEE Trondheim PowerTech ◽

10.1109/ptc.2011.6019331 ◽

2011 ◽

Author(s):

Ni Ding ◽

Y. Besanger ◽

F. Wurtz ◽

G. Antoine ◽

P. Deschamps

Keyword(s):

Time Series ◽

Distribution Systems ◽

Load Forecasting ◽

Smart Metering ◽

Series Method ◽

Short Term Load Forecasting ◽

Time Series Method

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A multiple time series-based recurrent neural network for short-term load forecasting

Soft Computing ◽

10.1007/s00500-017-2624-5 ◽

2017 ◽

Vol 22 (12) ◽

pp. 4099-4112 ◽

Author(s):

Bing Zhang ◽

Jhen-Long Wu ◽

Pei-Chann Chang

Keyword(s):

Neural Network ◽

Time Series ◽

Recurrent Neural Network ◽

Load Forecasting ◽

Multiple Time ◽

Multiple Time Series ◽

Short Term Load Forecasting

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Hybrid Models for Short-Term Load Forecasting Using Clustering and Time Series

Advances in Computational Intelligence - Lecture Notes in Computer Science ◽

10.1007/978-3-319-59147-6_10 ◽

2017 ◽

pp. 104-115

Author(s):

Wael Alkhatib ◽

Alaa Alhamoud ◽

Doreen Böhnstedt ◽

Ralf Steinmetz

Keyword(s):

Time Series ◽

Load Forecasting ◽

Hybrid Models ◽

Short Term Load Forecasting

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Short‐term load forecasting utilizing wavelet transform and time series considering accuracy feedback

International Transactions on Electrical Energy Systems ◽

10.1002/2050-7038.12455 ◽

2020 ◽

Vol 30 (7) ◽

Author(s):

Yishuang Hu ◽

Chengjin Ye ◽

Yi Ding ◽

Chenjing Xu

Keyword(s):

Time Series ◽

Wavelet Transform ◽

Load Forecasting ◽

Short Term Load Forecasting

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The Time Series Approach to Short Term Load Forecasting

IEEE Transactions on Power Systems ◽

10.1109/tpwrs.1987.4335210 ◽

1987 ◽

Vol 2 (3) ◽

pp. 785-791 ◽

Author(s):

Martin T. Hagan ◽

Suzanne M. Behr

Keyword(s):

Time Series ◽

Load Forecasting ◽

Short Term Load Forecasting ◽

Time Series Approach

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Advanced fuzzy time series applied to short term load forecasting

2017 IEEE Latin American Conference on Computational Intelligence (LA-CCI) ◽

10.1109/la-cci.2017.8285726 ◽

2017 ◽

Author(s):

Guilherme Costa Silva ◽

Joao L. R. Silva ◽

Adriano C. Lisboa ◽

Douglas A. G. Vieira ◽

Rodney R. Saldanha

Keyword(s):

Time Series ◽

Load Forecasting ◽

Fuzzy Time Series ◽

Short Term Load Forecasting

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Short-Term Load Forecasting, Profile Identification, and Customer Segmentation: A Methodology Based on Periodic Time Series

IEEE Transactions on Power Systems ◽

10.1109/tpwrs.2005.852123 ◽

2005 ◽

Vol 20 (3) ◽

pp. 1622-1630 ◽

Author(s):

M. Espinoza ◽

C. Joye ◽

R. Belmans ◽

B. DeMoor

Keyword(s):

Time Series ◽

Load Forecasting ◽

Customer Segmentation ◽

Short Term Load Forecasting ◽

Periodic Time Series

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Short-Term Load Forecasting: The Similar Shape Functional Time-Series Predictor

IEEE Transactions on Power Systems ◽

10.1109/tpwrs.2013.2272326 ◽

2013 ◽

Vol 28 (4) ◽

pp. 3818-3825 ◽

Author(s):

Efstathios Paparoditis ◽

Theofanis Sapatinas

Keyword(s):

Time Series ◽

Load Forecasting ◽

Similar Shape ◽

Functional Time Series ◽

Short Term Load Forecasting

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A new approach using artificial neural network and time series models for short term load forecasting

CCECE 2003 - Canadian Conference on Electrical and Computer Engineering. Toward a Caring and Humane Technology (Cat. No.03CH37436) ◽

10.1109/ccece.2003.1226242 ◽

2004 ◽

Author(s):

M.A. Abu-El-Magd ◽

R.D. Findlay

Keyword(s):

Neural Network ◽

Time Series ◽

Artificial Neural Network ◽

Load Forecasting ◽

Time Series Models ◽

New Approach ◽

Short Term Load Forecasting ◽

Artificial Neural

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