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Fang Z, Chen D, Hu X, Deng Z, Xu J, Wang Y, Qiao Y, Hu S, Xiang J. Rapid detection and identification of plastic waste based on multi-wavelength laser Raman spectroscopy combining machine learning methods. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2025; 340:126316. [PMID: 40347772 DOI: 10.1016/j.saa.2025.126316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/10/2025] [Revised: 04/13/2025] [Accepted: 04/28/2025] [Indexed: 05/14/2025]
Abstract
Plastic waste has become a significant environmental concern, necessitating advancements in recycling efficiency.Enhancing the purity of recycled plastics facilitates the selection of suitable processing methods for different materials, thereby optimizing the recycling process.This study proposed a multi-wavelength laser Raman detection method and system to enable rapid and accurate identification of plastic waste.By analyzing the Raman spectra of various plastics under different laser wavelengths and introducing a fluorescence coefficient to quantify wavelength impact,the attribution of Raman characteristic peaks for distinct plastics has been elucidated, and the integrated area of Raman spectra across seven bands was identified as the key parameters for identifying plastics. By comparing neural networks, random forests, and k-nearest neighbor algorithms, it was determined that the k-nearest neighbor algorithm achieved the highest accuracy of 97.4 % and fastest identification speed of 1.2 ms/item when using integrated area of 7 characteristic bands as input. A plastic identification model incorporating data augmentation and k-nearest neighbors was finally developed and validated. A 100 % identification rate for actual waste plastic can be achieved by utilising a multi-wavelength laser Raman spectroscopy database. The results demonstrated that the multi-wavelength Raman system was highly effective for online or rapid recycling applications, enabling precise sorting of mixed plastic waste. This system significantly enhances the quality of recycled feedstock, contributing to the sustainability of plastic waste management.
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Affiliation(s)
- Zhou Fang
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China
| | - Dezhi Chen
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China
| | - Xing Hu
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China
| | - Zhenghui Deng
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China; China-EU Institute for Clean and Renewable Energy, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China
| | - Jun Xu
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China.
| | - Yi Wang
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China.
| | - Yu Qiao
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China
| | - Song Hu
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China; China-EU Institute for Clean and Renewable Energy, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China
| | - Jun Xiang
- State Key Laboratory of Coal Combustion, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China
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Gao P, Hu Z, Sheng Y, Pan W, Ding L, Tang L, Chen X, Wang F. Pyrolysis of municipal plastic waste: Chlorine distribution and formation of organic chlorinated compounds. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 912:169572. [PMID: 38142986 DOI: 10.1016/j.scitotenv.2023.169572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 12/19/2023] [Accepted: 12/19/2023] [Indexed: 12/26/2023]
Abstract
The release of chlorine during the pyrolysis of actual municipal plastic waste (MPW) was studied. Firstly, thermogravimetry-Fourier transform infrared (TG-FTIR) was analyzed to investigate the chlorine release behavior. Then, the effect of temperature on chlorine migrations was investigated by fast pyrolysis experiments in a fixed bed reactor. Results showed that chlorine released mainly between 241 and 353 °C in the form of HCl or chloroesters during MPW pyrolysis. After pyrolysis, chlorine was mainly distributed in the pyrolytic gas (74.34-82.89 %) and char (10.17-21.29 %). However, the release of chlorine was inhibited due to the melting behavior of MPW at <350 °C. Besides, the relative contents and types of organic chlorinated compounds in liquid products were both decreased with temperature. It was observed that polyethylene terephthalate (PET) was the greatest contributor to the formation of organic chlorinated compounds during MPW pyrolysis. Meanwhile, the pyrolysis of PET was significantly promoted by the HCl released from polyvinyl chloride (PVC). Subsequently, the pathways for the formation of organic chlorinated compounds through the co-pyrolysis of PVC and PET were proposed, including the initial degradation and subsequent chlorination of PET. These findings provided new insights into the release and regulation of chlorine-containing pollutants during actual MPW pyrolysis.
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Affiliation(s)
- Peipei Gao
- Engineering Research Center of Resource Utilization of Carbon-containing Waste with Carbon Neutrality, Ministry of Education, Shanghai 200237, PR China; Shanghai Engineering Research Center of Coal Gasification, East China University of Science and Technology, Shanghai 200237, PR China
| | - Zichao Hu
- Engineering Research Center of Resource Utilization of Carbon-containing Waste with Carbon Neutrality, Ministry of Education, Shanghai 200237, PR China; Shanghai Engineering Research Center of Coal Gasification, East China University of Science and Technology, Shanghai 200237, PR China
| | - Yue Sheng
- Engineering Research Center of Resource Utilization of Carbon-containing Waste with Carbon Neutrality, Ministry of Education, Shanghai 200237, PR China; Shanghai Engineering Research Center of Coal Gasification, East China University of Science and Technology, Shanghai 200237, PR China
| | - Weitong Pan
- Engineering Research Center of Resource Utilization of Carbon-containing Waste with Carbon Neutrality, Ministry of Education, Shanghai 200237, PR China; Shanghai Engineering Research Center of Coal Gasification, East China University of Science and Technology, Shanghai 200237, PR China
| | - Lu Ding
- Engineering Research Center of Resource Utilization of Carbon-containing Waste with Carbon Neutrality, Ministry of Education, Shanghai 200237, PR China; Shanghai Engineering Research Center of Coal Gasification, East China University of Science and Technology, Shanghai 200237, PR China
| | - Longfei Tang
- Engineering Research Center of Resource Utilization of Carbon-containing Waste with Carbon Neutrality, Ministry of Education, Shanghai 200237, PR China; Shanghai Engineering Research Center of Coal Gasification, East China University of Science and Technology, Shanghai 200237, PR China.
| | - Xueli Chen
- Engineering Research Center of Resource Utilization of Carbon-containing Waste with Carbon Neutrality, Ministry of Education, Shanghai 200237, PR China; Shanghai Engineering Research Center of Coal Gasification, East China University of Science and Technology, Shanghai 200237, PR China.
| | - Fuchen Wang
- Engineering Research Center of Resource Utilization of Carbon-containing Waste with Carbon Neutrality, Ministry of Education, Shanghai 200237, PR China; Shanghai Engineering Research Center of Coal Gasification, East China University of Science and Technology, Shanghai 200237, PR China
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Jiang Y, Leng B, Xi J. Assessing the social cost of municipal solid waste management in Beijing: A systematic life cycle analysis. WASTE MANAGEMENT (NEW YORK, N.Y.) 2024; 173:62-74. [PMID: 37972515 DOI: 10.1016/j.wasman.2023.11.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Revised: 09/18/2023] [Accepted: 11/09/2023] [Indexed: 11/19/2023]
Abstract
The increased municipal solid waste generation poses ponderous pressure on the economy, environment, and public health. The current waste treatment process has multiple limitations. To inform policymakers on the best practices and feasibility, we develop a more comprehensive social costing model to assess the impacts of municipal solid waste management throughout its life cycle. The prominent findings show that the life cycle social cost of municipal solid waste in Beijing in 2021 is 12.4 billion yuan. Incineration has the highest social cost, totaling 10.172 billion yuan. The social cost per unit of waste incineration is 2,045 yuan/t, which is higher than that of landfill (1,288 yuan/t), composting (1,132 yuan/t), anaerobic digestion (1,057 yuan/t), and recyclables resource utilization (-344 yuan/t). The life cycle assessment results show that economic costs, including collection, transportation, and treatment costs, account for about 61%, and health loss costs account for about 37%. The scenario analysis suggests a significant potential for social cost savings from food waste and recyclables utilization. Ideally, a social cost reduction of almost 38% could be achieved. Error analysis examines the influence of variation in uncertain parameters on the evaluation results. This paper provides scientific strategies for optimal investment and decision-making on the comprehensive municipal solid waste management. These findings could provide an essential reference for policymakers and stakeholders in municipal solid waste management, replicated in different cities and other emerging economies.
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Affiliation(s)
- Yijing Jiang
- School of Environment & Natural Resources, Renmin University of China, Beijing 100872, China.
| | - Boyang Leng
- Yantai Vocational College of Cultural and Tourism, Yantai, Shandong province 264003, China.
| | - Jingxin Xi
- School of Environment & Natural Resources, Renmin University of China, Beijing 100872, China.
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Žvar Baškovič U, Katrašnik T, Faussone GC, Grilc M, Seljak T. Ultra-low emission power generation utilizing chemically stabilized waste plastics pyrolysis oil in RCCI combustion concept. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 344:118711. [PMID: 37572402 DOI: 10.1016/j.jenvman.2023.118711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 07/03/2023] [Accepted: 07/26/2023] [Indexed: 08/14/2023]
Abstract
Emission standards in European Union, designed to reduce the environmental impact of power generation, present a significant challenge for fast-response distributed power generation systems based on internal combustion engines. Regulated emissions, such as NOx and particulate matter present a major concern due to their adverse number of environmental and health effects. Simultaneously, European Union strives towards sustainable management of plastic waste and seeks the ways for its upcycling and production of new fuels and chemicals. As an answer to the presented challenges, the present experimental study addresses the potential for use of chemically stabilized Waste Plastics Oil (WPO), a product of pyrolysis process of waste plastics in a Reactivity Controlled Compression Ignition (RCCI) combustion concept. To establish a reactivity-controlled combustion, the study uses a combination of methane (a model fuel for biomethane) and WPO to a) simultaneously reduce NOx and particulate matter emissions due to low local combustion temperatures and a high degree of charge homogenization and b) address waste and carbon footprint reduction challenges. Through experiments, influence of direct injection timing and energy shares of utilized fuels to in-cylinder thermodynamic parameters and engine emission response were evaluated in engine operating points at constant indicated mean effective pressure. Acquired results were deeply investigated and benchmarked against compression ignition (CI) and RCCI operation with conventional diesel fuel to determine potential for WPO utilization in an advanced low-temperature combustion concept. Results show that chemically stabilized WPO can be efficiently utilized in RCCI combustion concept without adaptation of injection parameters and that with suitable control parameters, ultra-low emissions of NOx and PM can be achieved with utilized fuels. For diesel/methane mix, NOx and PM emissions were reduced compared to conventional CI operation for 82.0% and 93.2%, respectively, whereas for WPO/methane mix, NOx and PM emissions were reduced for 88.7% and 97.6%, respectively, which can be ascribed to favourable chemical characteristics of WPO for the utilized combustion concept. In the least favourable operating point among those studied, indicated mean effective pressure covariance was kept below 2.5%, which is well below 5% being considered the limit for stable engine operation.
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Affiliation(s)
- Urban Žvar Baškovič
- University of Ljubljana, Faculty of Mechanical Engineering, Aškerčeva Cesta 6, SI-1000, Slovenia
| | - Tomaž Katrašnik
- University of Ljubljana, Faculty of Mechanical Engineering, Aškerčeva Cesta 6, SI-1000, Slovenia
| | - Gian Claudio Faussone
- University of Nova Gorica, Vipavska 13, SI-5000, Nova Gorica, Slovenia; Sintol, Corso Matteotti 32A, 10121, Torino, Italy
| | - Miha Grilc
- University of Nova Gorica, Vipavska 13, SI-5000, Nova Gorica, Slovenia; Department of Catalysis and Chemical Reaction Engineering, National Institute of Chemistry, Hajdrihova 19, SI-1000, Ljubljana, Slovenia
| | - Tine Seljak
- University of Ljubljana, Faculty of Mechanical Engineering, Aškerčeva Cesta 6, SI-1000, Slovenia.
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