Research and application of a novel selective stacking ensemble model based on error compensation and parameter optimization for AQI prediction

T Peng, J Xiong, K Sun, S Qian, Z Tao, MS Nazir… - Environmental …, 2024 - Elsevier
With the ongoing process of industrialization, the issue of declining air quality is increasingly
becoming a critical concern. Accurate prediction of the Air Quality Index (AQI), considered as …

GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing

C Yu, F Wang, Z Shao, T Qian, Z Zhang, W Wei… - arXiv preprint arXiv …, 2024 - arxiv.org
Multivariate time series forecasting (MTSF) is crucial for decision-making to precisely
forecast the future values/trends, based on the complex relationships identified from …

An intelligent interval forecasting system based on fuzzy time series and error distribution characteristics for air quality index

H Yang, Y Gao, F Zhao, J Wang - Environmental Research, 2024 - Elsevier
Due to the emergency environment pollution problems, it is imperative to understand the air
quality and take effective measures for environmental governance. As a representative …

A new integrated prediction method of river level based on spatiotemporal correlation

Y Li, M Su, Z Duan, H Liu - Stochastic Environmental Research and Risk …, 2024 - Springer
As an essential hydrological variable, the river water level is vital in research fields such as
agriculture. This study proposes a new multi-step river water level prediction method based …

GWTSP: A multi-state prediction method for short-term wind turbines based on GAT and GL

F Wang, Y Liu, Z Zou, J Jiang, Y Xu, Z Liu - Procedia Computer Science, 2023 - Elsevier
Accurately predicting the state of wind turbines in wind farms helps to improve productivity,
perform preventive maintenance, and reduce operation and maintenance costs. Deep …

Multi-step Air Quality Index Forecasting Based on Parallel Multi-input Transformers

J Xie, J Li, M Zhu, Q Wang - Asian Conference on Pattern Recognition, 2023 - Springer
Air quality index (AQI) forecasting is a hot research topic that has been widely explored by
the whole society. To better understand environmental quality, numerous methods have …

A Novel Method for Predicting Blood Glucose Levels in the Elderly Based on Ensemble Optimization Algorithms

D Chen, M Su, H Liu, Y Li - 2023 5th International Conference …, 2023 - ieeexplore.ieee.org
Elderly diabetes patients frequently present with clinical symptoms characteristic of the
geriatric syndrome. The incidence and mortality rates of complications in this demographic …