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Research article

First published 2026-1

Environmental Forecasting of Particulate Matter (PM 2.5 ) Using Seasonal-Trend Decomposition and iTransformer: A Multivariate Learning Framework

Wanhai Jia, Shaopeng Guan, Wenyu Liu

Environmental Engineering Science

Open access

Research article

First published 2025-12

STAHL: Seasonal,Trend,and Holiday Decomposition with Loess

Vincent Haller, Sebastien Daniel, Benoit Bellone

Journal of Official Statistics

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Research article

First published 2025

Time series forecasting and anomaly detection of bridge deformation based on PS-InSAR technique and seasonal-trend decomposition

Yun Zhou, Guanwang Hao, Jianwei Chen [...]

Structural Health Monitoring

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Research article

First published 2014-12

Estimation of Mean Squared Error of X-11-ARIMA and Other Estimators of Time Series Components

Danny Pfeffermann, Michail Sverchkov

Journal of Official Statistics

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Research article

First published 2025

A heterogeneous-structure-driven time series forecasting model for tool wear prediction in Titanium alloy milling

Zeyuan Zhou, Ying Wang, Zhijie Xia

Proceedings of the Institution of Mechanical Engineers,Part E: Journal of Process Mechanical Engineering

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Research article

First published 2021-09-15

A novel hybrid deep learning model for taxi demand forecasting based on decomposition of time series and fusion of text data

Kun Zhu, Shuai Zhang, Wenyu Zhang [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2025-8

A multi-stage multivariable offshore wind speed assessment system incorporating statistical analysis,decomposition,feature selection,bias correction,and attention-based hybrid prediction

Jingjing Cai, Cheng Peng, Li Xu [...]

Wind Engineering

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Research article

First published 2022-7

Forecasting e-waste recovery scale driven by seasonal data characteristics: A decomposition-ensemble approach

AKM Mohsin, Lei Hongzhen, Mohammed Masum Iqbal [...]

Waste Management & Research: The Journal for a Sustainable Circular Economy

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Research article

First published 2025-9

Dynamic modeling and forecasting of price elasticity based on time series analysis and machine learning

Wenjie Zhang, Yaqi Meng

Journal of Computational Methods in Sciences and Engineering

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Research article

First published 2024-12

The COVID-19 Shock Through the Lens of the Spanish Sales Daily Data: Modeling and Seasonal Adjustment Challenges

Ángel Cuevas, Enrique M. Quilis

Journal of Official Statistics

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