Prediction of Multi-Site PM<sub>2.5</sub> Concentrations in Beijing Using CNN-Bi LSTM with CBAM
Air pollution is a growing problem and poses a challenge to people’s healthy lives. Accurate prediction of air pollutant concentrations is considered the key to air pollution warning and management. In this paper, a novel PM<sub>2.5</sub> concentration prediction model, CBAM-CNN-Bi LSTM,...
| Published in: | Atmosphere |
|---|---|
| Main Authors: | Dong Li, Jiping Liu, Yangyang Zhao |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2022-10-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2073-4433/13/10/1719 |
Similar Items
Development of a CNN+LSTM Hybrid Neural Network for Daily PM<sub>2.5</sub> Prediction
by: Hyun S. Kim, et al.
Published: (2022-12-01)
by: Hyun S. Kim, et al.
Published: (2022-12-01)
Enhancing PM<sub>2.5</sub> Prediction Using NARX-Based Combined CNN and LSTM Hybrid Model
by: Ahmed Samy AbdElAziz Moursi, et al.
Published: (2022-06-01)
by: Ahmed Samy AbdElAziz Moursi, et al.
Published: (2022-06-01)
PM2.5 Concentration Prediction Based on CNN-BiLSTM and Attention Mechanism
by: Jinsong Zhang, et al.
Published: (2021-07-01)
by: Jinsong Zhang, et al.
Published: (2021-07-01)
Fine-Tuning of Predictive Models CNN-LSTM and CONV-LSTM for Nowcasting PM<sub>2.5</sub> Level
by: Tafia Hasna Putri, et al.
Published: (2024-01-01)
by: Tafia Hasna Putri, et al.
Published: (2024-01-01)
Quantum-Enhanced Attention Neural Networks for PM<sub>2.5</sub> Concentration Prediction
by: Tichen Huang, et al.
Published: (2025-07-01)
by: Tichen Huang, et al.
Published: (2025-07-01)
Urban PM<sub>2.5</sub> Concentration Prediction via Attention-Based CNN–LSTM
by: Songzhou Li, et al.
Published: (2020-03-01)
by: Songzhou Li, et al.
Published: (2020-03-01)
Development of PM<sub>2.5</sub> Forecast Model Combining ConvLSTM and DNN in Seoul
by: Ji-Seok Koo, et al.
Published: (2024-10-01)
by: Ji-Seok Koo, et al.
Published: (2024-10-01)
Statistical Modeling for PM<sub>10</sub>, PM<sub>2.5</sub> and PM<sub>1</sub> at Gangneung Affected by Local Meteorological Variables and PM<sub>10</sub> and PM<sub>2.5</sub> at Beijing for Non- and Dust Periods
by: Soo-Min Choi, et al.
Published: (2021-12-01)
by: Soo-Min Choi, et al.
Published: (2021-12-01)
Atmospheric Oxidation Capacity and Its Impact on the Secondary Inorganic Components of PM<sub>2.5</sub> in Recent Years in Beijing: Enlightenment for PM<sub>2.5</sub> Pollution Control in the Future
by: Wanghui Chu, et al.
Published: (2023-08-01)
by: Wanghui Chu, et al.
Published: (2023-08-01)
Characteristics of PM<sub>2.5</sub> and PM<sub>10</sub> Spatio-Temporal Distribution and Influencing Meteorological Conditions in Beijing
by: Qiaofeng Xing, et al.
Published: (2022-07-01)
by: Qiaofeng Xing, et al.
Published: (2022-07-01)
Application of CNN-LSTM Algorithm for PM<sub>2.5</sub> Concentration Forecasting in the Beijing-Tianjin-Hebei Metropolitan Area
by: Yuxuan Su, et al.
Published: (2023-09-01)
by: Yuxuan Su, et al.
Published: (2023-09-01)
Forecasting of PM<sub>2.5</sub> Concentration in Beijing Using Hybrid Deep Learning Framework Based on Attention Mechanism
by: Dong Li, et al.
Published: (2022-11-01)
by: Dong Li, et al.
Published: (2022-11-01)
Air Pollutant Concentration Prediction Based on a CEEMDAN-FE-BiLSTM Model
by: Xuchu Jiang, et al.
Published: (2021-11-01)
by: Xuchu Jiang, et al.
Published: (2021-11-01)
Time-Series Forecasting of PM<sub>2.5</sub> and PM<sub>10</sub> Concentrations Based on the Integration of Surveillance Images
by: Yong Wu, et al.
Published: (2024-12-01)
by: Yong Wu, et al.
Published: (2024-12-01)
Prediction of PM<sub>2.5</sub> Concentration in Ningxia Hui Autonomous Region Based on PCA-Attention-LSTM
by: Weifu Ding, et al.
Published: (2022-09-01)
by: Weifu Ding, et al.
Published: (2022-09-01)
Prediction of PM<sub>2.5</sub> Concentration Based on the LSTM-TSLightGBM Variable Weight Combination Model
by: Xuchu Jiang, et al.
Published: (2021-09-01)
by: Xuchu Jiang, et al.
Published: (2021-09-01)
Forecasting the Exceedances of PM<sub>2.5</sub> in an Urban Area
by: Stavros-Andreas Logothetis, et al.
Published: (2024-05-01)
by: Stavros-Andreas Logothetis, et al.
Published: (2024-05-01)
Performance Evaluation of PM<sub>2.5</sub> Forecasting Using SARIMAX and LSTM in the Korean Peninsula
by: Chae-Yeon Lee, et al.
Published: (2025-04-01)
by: Chae-Yeon Lee, et al.
Published: (2025-04-01)
PM<sub>2.5</sub> Concentration Prediction Model Utilizing GNSS-PWV and RF-LSTM Fusion Algorithms
by: Mingsong Zhang, et al.
Published: (2025-09-01)
by: Mingsong Zhang, et al.
Published: (2025-09-01)
Estimation of PM<sub>2.5</sub> and PM<sub>10</sub> Mass Concentrations in Beijing Using Gaofen-1 Data at 100 m Resolution
by: Shuhui Wu, et al.
Published: (2024-02-01)
by: Shuhui Wu, et al.
Published: (2024-02-01)
CNN-CBAM-LSTM: Enhancing Stock Return Prediction Through Long and Short Information Mining in Stock Prediction
by: Peijie Ye, et al.
Published: (2024-11-01)
by: Peijie Ye, et al.
Published: (2024-11-01)
Prediction of PM2.5 concentration based on a CNN-LSTM neural network algorithm
by: Xuesong Bai, et al.
Published: (2024-08-01)
by: Xuesong Bai, et al.
Published: (2024-08-01)
The Effect of Meteorological Features on Pollution Characteristics of PM<sub>2.5</sub> in the South Area of Beijing, China
by: Zhichen Yang, et al.
Published: (2023-11-01)
by: Zhichen Yang, et al.
Published: (2023-11-01)
Rock Surface Crack Recognition Based on Improved Mask R-CNN with CBAM and BiFPN
by: Yu Hu, et al.
Published: (2025-09-01)
by: Yu Hu, et al.
Published: (2025-09-01)
The Characteristics of PM<sub>2.5</sub> and PM<sub>10</sub> and Elemental Carbon Air Pollution in Sevastopol, Crimean Peninsula
by: Alla V. Varenik
Published: (2022-08-01)
by: Alla V. Varenik
Published: (2022-08-01)
Effects of Meteorology Changes on Inter-Annual Variations of Aerosol Optical Depth and Surface PM<sub>2.5</sub> in China—Implications for PM<sub>2.5</sub> Remote Sensing
by: Ling Qi, et al.
Published: (2022-06-01)
by: Ling Qi, et al.
Published: (2022-06-01)
The Characteristics of PM<sub>2.5</sub> and O<sub>3</sub> Synergistic Pollution in the Sichuan Basin Urban Agglomeration
by: Shaorong Li, et al.
Published: (2025-03-01)
by: Shaorong Li, et al.
Published: (2025-03-01)
Review on Sampling Methods and Health Impacts of Fine (PM<sub>2.5</sub>, ≤2.5 µm<sub>)</sub> and Ultrafine (UFP, PM<sub>0.1</sub>, ≤0.1 µm) Particles
by: Balendra V. S. Chauhan, et al.
Published: (2024-05-01)
by: Balendra V. S. Chauhan, et al.
Published: (2024-05-01)
In Vitro Bioaccessibility and Health Risk of Heavy Metals from PM<sub>2.5</sub>/PM<sub>10</sub> in Arid Areas—Hotan City, China
by: Bowen Liu, et al.
Published: (2023-06-01)
by: Bowen Liu, et al.
Published: (2023-06-01)
Comparative Analysis of Secondary Organic Aerosol Formation during PM<sub>2.5</sub> Pollution and Complex Pollution of PM<sub>2.5</sub> and O<sub>3</sub> in Chengdu, China
by: Tianli Song, et al.
Published: (2022-11-01)
by: Tianli Song, et al.
Published: (2022-11-01)
High-Resolution Estimation of Daily PM<sub>2.5</sub> Levels in the Contiguous US Using Bi-LSTM with Attention
by: Zhongying Wang, et al.
Published: (2025-01-01)
by: Zhongying Wang, et al.
Published: (2025-01-01)
Characteristics and Source Apportionment of PM<sub>2.5</sub> and O<sub>3</sub> during Winter of 2013 and 2018 in Beijing
by: Yisheng Zhong, et al.
Published: (2020-12-01)
by: Yisheng Zhong, et al.
Published: (2020-12-01)
Distribution and Meteorological Control of PM<sub>2.5</sub> and Its Effect on Visibility in Northern Thailand
by: Teerachai Amnuaylojaroen, et al.
Published: (2023-03-01)
by: Teerachai Amnuaylojaroen, et al.
Published: (2023-03-01)
Comparative Analysis of PM<sub>2.5</sub> and O<sub>3</sub> Source in Beijing Using a Chemical Transport Model
by: Wei Wen, et al.
Published: (2021-08-01)
by: Wei Wen, et al.
Published: (2021-08-01)
Estimation of the PM<sub>2.5</sub> and PM<sub>10</sub> Mass Concentration over Land from FY-4A Aerosol Optical Depth Data
by: Yuxin Sun, et al.
Published: (2021-10-01)
by: Yuxin Sun, et al.
Published: (2021-10-01)
Similarities and Differences in the Temporal Variability of PM<sub>2.5</sub> and AOD Between Urban and Rural Stations in Beijing
by: Disong Fu, et al.
Published: (2020-04-01)
by: Disong Fu, et al.
Published: (2020-04-01)
Deep Learning-Based PM<sub>2.5</sub> Long Time-Series Prediction by Fusing Multisource Data—A Case Study of Beijing
by: Meng Niu, et al.
Published: (2023-02-01)
by: Meng Niu, et al.
Published: (2023-02-01)
Time-Series Data-Driven PM<sub>2.5</sub> Forecasting: From Theoretical Framework to Empirical Analysis
by: Chunlai Wu, et al.
Published: (2025-02-01)
by: Chunlai Wu, et al.
Published: (2025-02-01)
Metal Composition and Source Identification of PM<sub>2.5</sub> and PM<sub>10</sub> at a Suburban Site in Pathum Thani, Thailand
by: Sasikarn Nuchdang, et al.
Published: (2023-03-01)
by: Sasikarn Nuchdang, et al.
Published: (2023-03-01)
Spatiotemporal Characteristics and Influencing Factors of PM<sub>2.5</sub> Levels in Lianyungang: Insights from a Multidimensional Analysis
by: Xue Li, et al.
Published: (2024-11-01)
by: Xue Li, et al.
Published: (2024-11-01)
Similar Items
-
Development of a CNN+LSTM Hybrid Neural Network for Daily PM<sub>2.5</sub> Prediction
by: Hyun S. Kim, et al.
Published: (2022-12-01) -
Enhancing PM<sub>2.5</sub> Prediction Using NARX-Based Combined CNN and LSTM Hybrid Model
by: Ahmed Samy AbdElAziz Moursi, et al.
Published: (2022-06-01) -
PM2.5 Concentration Prediction Based on CNN-BiLSTM and Attention Mechanism
by: Jinsong Zhang, et al.
Published: (2021-07-01) -
Fine-Tuning of Predictive Models CNN-LSTM and CONV-LSTM for Nowcasting PM<sub>2.5</sub> Level
by: Tafia Hasna Putri, et al.
Published: (2024-01-01) -
Quantum-Enhanced Attention Neural Networks for PM<sub>2.5</sub> Concentration Prediction
by: Tichen Huang, et al.
Published: (2025-07-01)
