Concepedia

Air quality index prediction through TimeGAN data recovery and PSO-optimized VMD-deep learning framework

Kenan Wang, Tianning Yang, Shanshan Kong, Mingduo Li

Applied Soft Computing · 2024 · 18 citations · 32 references

Concepts

ComputingComputer ScienceData ScienceAir PollutionMachine LearningTime Series AnalysisAir PollutantsAir Pollution ModelingAir QualityDeep LearningParticulate MatterTime Series ForecastingAir Pollution ForecastingDeep Learning For ForecastingDeep Learning For Health MonitoringDeep Learning For Time Series ForecastingDeep Learning-based Anomaly DetectionDeep Learning-based Forecasting

References

32

Time-series Generative Adversarial Networks

Jinsung Yoon, Daniel Jarrett, Mihaela van der Schaar · Neural Information Processing Systems · 2019 · 517 citations

Computing, Computer Science, Machine Learning +13

Association between long-term exposure to outdoor air pollution and mortality in China: A cohort study

Jie Cao, Chunxue Yang, Jianxin Li et al. · Journal of Hazardous Materials · 2010 · 399 citations

Public Health, Environmental Sciences, Health Sciences +17

Deep learning-based PM2.5 prediction considering the spatiotemporal correlations: A case study of Beijing, China

Unjin Pak, Jun Ma, Unsok Ryu et al. · The Science of The Total Environment · 2019 · 324 citations

Computing, Computer Science, Earth Sciences +16

A nonlinear hybrid wind speed forecasting model using LSTM network, hysteretic ELM and Differential Evolution algorithm

Ya-Lan Hu, Liang Chen · Energy Conversion and Management · 2018 · 324 citations

Natural Sciences, Meteorology, Forecasting +12

Daily air quality index forecasting with hybrid models: A case in China

Suling Zhu, Xiuyuan Lian, Haixia Liu et al. · Environmental Pollution · 2017 · 227 citations

Natural Sciences, Environmental Sciences, Meteorology +14