Application of a Hybrid Model Based on Echo State Network and Improved Particle Swarm Optimization in PM 2.5 Concentration Forecasting: A Case Study of Beijing, China
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Qiongjie Dai & Jicheng Liu & Qiushuang Wei, 2019. "Optimal Photovoltaic/Battery Energy Storage/Electric Vehicle Charging Station Design Based on Multi-Agent Particle Swarm Optimization Algorithm," Sustainability, MDPI, vol. 11(7), pages 1-21, April.
- Wenyang Huang & Huiwen Wang & Yigang Wei, 2018. "Endogenous or Exogenous? Examining Trans-Boundary Air Pollution by Using the Air Quality Index (AQI): A Case Study of 30 Provinces and Autonomous Regions in China," Sustainability, MDPI, vol. 10(11), pages 1-20, November.
- Fang Wang & Yaoyao Peng & Chunyan Jiang, 2017. "Influence of Road Patterns on PM 2.5 Concentrations and the Available Solutions: The Case of Beijing City, China," Sustainability, MDPI, vol. 9(2), pages 1-17, February.
- Guanghui Yuan & Weixin Yang, 2019. "Evaluating China’s Air Pollution Control Policy with Extended AQI Indicator System: Example of the Beijing-Tianjin-Hebei Region," Sustainability, MDPI, vol. 11(3), pages 1-21, February.
- Jianzhou Wang & Chunying Wu & Tong Niu, 2019. "A Novel System for Wind Speed Forecasting Based on Multi-Objective Optimization and Echo State Network," Sustainability, MDPI, vol. 11(2), pages 1-34, January.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Amirreza Naderipour & Zulkurnain Abdul-Malek & Saber Arabi Nowdeh & Foad H. Gandoman & Mohammad Jafar Hadidian Moghaddam, 2019. "A Multi-Objective Optimization Problem for Optimal Site Selection of Wind Turbines for Reduce Losses and Improve Voltage Profile of Distribution Grids," Energies, MDPI, vol. 12(13), pages 1-15, July.
- Kayoung Kim & Young Ho Byun & Donghyuk Lee & Noeon Park, 2019. "Understanding the Global Status of Particulate Matter with Respect to Research Topics and Research Networks," Sustainability, MDPI, vol. 11(20), pages 1-16, October.
- Junbeom Park & Seongju Chang, 2021. "A Particulate Matter Concentration Prediction Model Based on Long Short-Term Memory and an Artificial Neural Network," IJERPH, MDPI, vol. 18(13), pages 1-15, June.
- Xue-Bo Jin & Xing-Hong Yu & Xiao-Yi Wang & Yu-Ting Bai & Ting-Li Su & Jian-Lei Kong, 2020. "Deep Learning Predictor for Sustainable Precision Agriculture Based on Internet of Things System," Sustainability, MDPI, vol. 12(4), pages 1-18, February.
- Simona Tondelli & Ebrahim Farhadi & Bahareh Akbari Monfared & Mehdi Ataeian & Hossein Tahmasebi Moghaddam & Marco Dettori & Lucia Saganeiti & Beniamino Murgante, 2022. "Air Quality and Environmental Effects Due to COVID-19 in Tehran, Iran: Lessons for Sustainability," Sustainability, MDPI, vol. 14(22), pages 1-28, November.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Yang, Yunpeng & Yang, Weixin & Chen, Hongmin & Li, Yin, 2020. "China’s energy whistleblowing and energy supervision policy: An evolutionary game perspective," Energy, Elsevier, vol. 213(C).
- Min-Xing Wang & Lufei Huang & Zhen-Ming Chen, 2023. "The Impact of Green Financial Policy on the Regional Economic Development Level and AQI—Evidence from Zhejiang Province, China," Sustainability, MDPI, vol. 15(5), pages 1-23, February.
- Abbas Rabiee & Ali Abdali & Seyed Masoud Mohseni-Bonab & Mohsen Hazrati, 2021. "Risk-Averse Scheduling of Combined Heat and Power-Based Microgrids in Presence of Uncertain Distributed Energy Resources," Sustainability, MDPI, vol. 13(13), pages 1-24, June.
- Mohammad K. Najjar & Eduardo Linhares Qualharini & Ahmed W. A. Hammad & Dieter Boer & Assed Haddad, 2019. "Framework for a Systematic Parametric Analysis to Maximize Energy Output of PV Modules Using an Experimental Design," Sustainability, MDPI, vol. 11(10), pages 1-24, May.
- Guangdong Li, 2019. "Spatiotemporal Dynamics of Ecological Total-Factor Energy Efficiency and Their Drivers in China at the Prefecture Level," IJERPH, MDPI, vol. 16(18), pages 1-23, September.
- Grazia Ghermandi & Sara Fabbi & Giorgio Veratti & Alessandro Bigi & Sergio Teggi, 2020. "Estimate of Secondary NO 2 Levels at Two Urban Traffic Sites Using Observations and Modelling," Sustainability, MDPI, vol. 12(19), pages 1-13, September.
- Iliana Ilieva & Bernt Bremdal, 2021. "Utilizing Local Flexibility Resources to Mitigate Grid Challenges at Electric Vehicle Charging Stations," Energies, MDPI, vol. 14(12), pages 1-15, June.
- Francesca Ceglia & Elisa Marrasso & Carlo Roselli & Maurizio Sasso, 2021. "Small Renewable Energy Community: The Role of Energy and Environmental Indicators for Power Grid," Sustainability, MDPI, vol. 13(4), pages 1-21, February.
- Haojie Liu & Jinyue Liu & Weixin Yang & Jianing Chen & Mingyang Zhu, 2020. "Analysis and Prediction of Land Use in Beijing-Tianjin-Hebei Region: A Study Based on the Improved Convolutional Neural Network Model," Sustainability, MDPI, vol. 12(7), pages 1-25, April.
- Ying Yan & Yuangang Li & Maohua Sun & Zhenhua Wu, 2019. "Primary Pollutants and Air Quality Analysis for Urban Air in China: Evidence from Shanghai," Sustainability, MDPI, vol. 11(8), pages 1-18, April.
- Qingchen Liu & Xinyi Li & Tao Liu & Xiaojun Zhao, 2020. "Spatio-Temporal Correlation Analysis of Air Quality in China: Evidence from Provincial Capitals Data," Sustainability, MDPI, vol. 12(6), pages 1-21, March.
- Qiang Wang & Thomas Dogot & Guosheng Wu & Xianlei Huang & Changbin Yin, 2019. "Residents’ Willingness for Centralized Biogas Production in Hebei and Shandong Provinces," Sustainability, MDPI, vol. 11(24), pages 1-16, December.
- Yaqiong Wang & Guanghui Yuan & Ying Yan & Xueliang Zhang, 2020. "Evaluation of Sustainable Urban Development under Environmental Constraints: A Case Study of Jiangsu Province, China," Sustainability, MDPI, vol. 12(3), pages 1-17, February.
- Bumseok Chun & Kwangyul Choi & Qisheng Pan, 2022. "Key determinants of particulate matter 2.5 concentrations in urban environments with scenario analysis," Environment and Planning B, , vol. 49(7), pages 1980-1994, September.
- Yuangang Li & Maohua Sun & Guanghui Yuan & Yujing Liu, 2019. "Evaluation Methods of Water Environment Safety and Their Application to the Three Northeast Provinces of China," Sustainability, MDPI, vol. 11(18), pages 1-16, September.
- Alaa Farah & Hamdy Hassan & Alaaeldin M. Abdelshafy & Abdelfatah M. Mohamed, 2020. "Optimal Scheduling of Hybrid Multi-Carrier System Feeding Electrical/Thermal Load Based on Particle Swarm Algorithm," Sustainability, MDPI, vol. 12(11), pages 1-21, June.
- Xiaodan Wang & Zhengyu Yang, 2019. "Application of Fuzzy Optimization Model Based on Entropy Weight Method in Atmospheric Quality Evaluation: A Case Study of Zhejiang Province, China," Sustainability, MDPI, vol. 11(7), pages 1-19, April.
- Wenhui Zhao & Ruican Zou & Guanghui Yuan & Hui Wang & Zhongfu Tan, 2019. "Long-Term Cointegration Relationship between China’s Wind Power Development and Carbon Emissions," Sustainability, MDPI, vol. 11(17), pages 1-12, August.
- Yuan, Guanghui & Yang, Weixin, 2019. "Study on optimization of economic dispatching of electric power system based on Hybrid Intelligent Algorithms (PSO and AFSA)," Energy, Elsevier, vol. 183(C), pages 926-935.
- Lamnatou, Chr. & Chemisana, D. & Cristofari, C., 2022. "Smart grids and smart technologies in relation to photovoltaics, storage systems, buildings and the environment," Renewable Energy, Elsevier, vol. 185(C), pages 1376-1391.
More about this item
Keywords
air quality; PSO; ESN; hybrid model; PM 2.5 forecasting; sustainable development;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:11:y:2019:i:11:p:3096-:d:236254. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.