首页 > 最新文献

Waste Management & Research最新文献

英文 中文
A review on textile solid waste management: Disposal and recycling. 纺织品固体废物管理综述:处置和回收。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-04-01 Epub Date: 2024-07-23 DOI: 10.1177/0734242X241257093
Manzoor Ahmed Sanjrani, Xue Gang, Syed Nasir Ali Mirza

Due to global population growth and living standards improvements, textile production and consumption are increased. Textile solid waste has become challenging issue for waste management authority. It is reported that textile materials are discarded daily, representing approximately 1.5% of the generated waste around the world. Over the past few decades, special attention has been given to the used clothes in all regions globally, which can reduce energy costs by 80% and also represent a source of raw materials economically profitable and environmentally responsible. This review article attempted to address different topics including: source of solid textile waste, environmental impact of textile waste as a result of massive consumption of clothing, textile waste management processes such as recycling, reuse of textile waste, landfill and incineration and energy recovery from textile waste. Narrative review with collection of recent quantitative information was carried to reflect the status of textile solid waste. In this article, the possibilities of bio-ethanol production from textile waste as valuable cellulosic raw material are investigated and presented. Results show that developing countries lack of systematic waste management. On another side of the globe, some countries are trying to recover energy these days by incineration. The heat and power that recovered from this process can be used instead of other energy sources. Throughout the incineration process, flue gases (CO2, H2O, O2, N2) are generated so it should be properly designed to avoid pollution. During energy recovery, different pre-treatment methods and different enzymatic hydrolysis parameters are recommended to be implied for better results.

随着全球人口的增长和生活水平的提高,纺织品的生产和消费也随之增加。纺织固体废物已成为废物管理部门面临的挑战性问题。据报道,每天被丢弃的纺织品约占全球产生的废物的 1.5%。在过去的几十年里,全球所有地区都对废旧衣物给予了特别关注,因为废旧衣物可以降低 80% 的能源成本,同时也是经济上有利可图且对环境负责的原材料来源。这篇综述文章试图探讨不同的主题,包括:固体纺织废物的来源、大量消费服装造成的纺织废物对环境的影响、纺织废物管理流程(如回收、再利用纺织废物、填埋和焚烧)以及从纺织废物中回收能源。为反映纺织品固体废物的现状,我们进行了叙述性综述,并收集了最新的定量信息。本文研究并介绍了利用纺织废料作为有价值的纤维素原料生产生物乙醇的可能性。结果表明,发展中国家缺乏系统的废物管理。在地球的另一端,一些国家如今正试图通过焚烧来回收能源。从这一过程中回收的热量和电能可以替代其他能源。在整个焚烧过程中,会产生烟气(CO2、H2O、O2、N2),因此应适当设计以避免污染。在能源回收过程中,建议采用不同的预处理方法和不同的酶水解参数,以获得更好的效果。
{"title":"A review on textile solid waste management: Disposal and recycling.","authors":"Manzoor Ahmed Sanjrani, Xue Gang, Syed Nasir Ali Mirza","doi":"10.1177/0734242X241257093","DOIUrl":"10.1177/0734242X241257093","url":null,"abstract":"<p><p>Due to global population growth and living standards improvements, textile production and consumption are increased. Textile solid waste has become challenging issue for waste management authority. It is reported that textile materials are discarded daily, representing approximately 1.5% of the generated waste around the world. Over the past few decades, special attention has been given to the used clothes in all regions globally, which can reduce energy costs by 80% and also represent a source of raw materials economically profitable and environmentally responsible. This review article attempted to address different topics including: source of solid textile waste, environmental impact of textile waste as a result of massive consumption of clothing, textile waste management processes such as recycling, reuse of textile waste, landfill and incineration and energy recovery from textile waste. Narrative review with collection of recent quantitative information was carried to reflect the status of textile solid waste. In this article, the possibilities of bio-ethanol production from textile waste as valuable cellulosic raw material are investigated and presented. Results show that developing countries lack of systematic waste management. On another side of the globe, some countries are trying to recover energy these days by incineration. The heat and power that recovered from this process can be used instead of other energy sources. Throughout the incineration process, flue gases (CO<sub>2</sub>, H<sub>2</sub>O, O<sub>2</sub>, N<sub>2</sub>) are generated so it should be properly designed to avoid pollution. During energy recovery, different pre-treatment methods and different enzymatic hydrolysis parameters are recommended to be implied for better results.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"522-539"},"PeriodicalIF":3.7,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141752904","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mapping of uncontrolled dumpsites in arid regions through remote sensing and image processing. 通过遥感和图像处理绘制干旱地区不受控制的垃圾堆放场地图。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-04-01 Epub Date: 2024-06-24 DOI: 10.1177/0734242X241257098
Mohamed Al-Harbi, Bassam Tawabini, Mohammed Al-Farhan, Pantelis Soupios, Mohammed Farooqui, Abdullah Basaleh

Due to increased urbanization, the development of new areas, construction of new houses and buildings and uncontrolled dumpsites (UDSs) are becoming a challenge facing local authorities in Saudi Arabia. UDSs pose health risks to the public, potentially deteriorating the environment around them and reducing the value of ongoing development areas. The local municipalities rely on field surveys and citizen reports. This can be inefficient because UDSs are often discovered too late, and remediating them can be costly. This study aimed to assess the conditions of UDSs in two cities in the Eastern Province of Saudi Arabia, Dammam and Hafer Al-Batin, using satellite image classification assessment techniques. The assessment included mapping the UDS locations and studying the spectral reflectance of the materials found in these dumpsites. The study provided a mapping of 62 UDS locations totalling around 13.01 km2 in the broader study area. UDS detections using remote sensing were followed by ground truthing and in situ measurements using a spectroradiometer. In addition, the spectral reflectance of 21 commonly deposited UDS materials was studied, and a spectral library was created for these materials for future use by local authorities.

由于城市化进程的加快,新地区的开发、新房屋和建筑物的建设以及不受控制的垃圾倾倒场(UDSs)正成为沙特阿拉伯地方当局面临的一项挑战。无人监管垃圾堆放场对公众健康构成威胁,可能会恶化周围环境,降低正在开发区域的价值。当地市政当局依赖实地调查和市民报告。这种方法效率不高,因为发现 UDS 时往往为时已晚,而且对其进行补救的成本也很高。本研究旨在利用卫星图像分类评估技术,评估沙特阿拉伯东部省达曼和哈费尔-巴廷两个城市的 UDS 状况。评估包括绘制 UDS 位置图和研究在这些垃圾场发现的材料的光谱反射率。这项研究在更广泛的研究区域内绘制了总面积约为 13.01 平方公里的 62 个 UDS 位置图。在利用遥感技术探测到 UDS 后,又利用分光辐射计进行了地面实况核实和实地测量。此外,还研究了 21 种普遍沉积的 UDS 材料的光谱反射率,并为这些材料创建了一个光谱库,供地方当局今后使用。
{"title":"Mapping of uncontrolled dumpsites in arid regions through remote sensing and image processing.","authors":"Mohamed Al-Harbi, Bassam Tawabini, Mohammed Al-Farhan, Pantelis Soupios, Mohammed Farooqui, Abdullah Basaleh","doi":"10.1177/0734242X241257098","DOIUrl":"10.1177/0734242X241257098","url":null,"abstract":"<p><p>Due to increased urbanization, the development of new areas, construction of new houses and buildings and uncontrolled dumpsites (UDSs) are becoming a challenge facing local authorities in Saudi Arabia. UDSs pose health risks to the public, potentially deteriorating the environment around them and reducing the value of ongoing development areas. The local municipalities rely on field surveys and citizen reports. This can be inefficient because UDSs are often discovered too late, and remediating them can be costly. This study aimed to assess the conditions of UDSs in two cities in the Eastern Province of Saudi Arabia, Dammam and Hafer Al-Batin, using satellite image classification assessment techniques. The assessment included mapping the UDS locations and studying the spectral reflectance of the materials found in these dumpsites. The study provided a mapping of 62 UDS locations totalling around 13.01 km<sup>2</sup> in the broader study area. UDS detections using remote sensing were followed by ground truthing and in situ measurements using a spectroradiometer. In addition, the spectral reflectance of 21 commonly deposited UDS materials was studied, and a spectral library was created for these materials for future use by local authorities.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"616-624"},"PeriodicalIF":3.7,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141447108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of a regulatory target and external factors on the waste efficiency of Italian municipalities. 监管目标和外部因素对意大利城市废物处理效率的影响。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-04-01 Epub Date: 2024-07-28 DOI: 10.1177/0734242X241262698
Cinzia Daraio, Simone Di Leo, Léopold Simar

Due to increasing consumption and urbanisation, urban waste management and recycling are a primary concern in Italy. Italian waste collection underwent significant reform with the introduction of a sorted collection target of 65% of total collected waste in Legislative Decree No. 152/2006. In this article, we analyse the effect of this regulatory target on the efficiency of waste collection in 275 Italian municipalities in the years 2016-2019. We estimate the coefficients of the cost efficiencies of the sorted and unsorted waste without assuming functional forms for the efficient frontier or the distribution of efficiency. Our findings suggest that municipalities that met the 65% sorted waste target demonstrated higher efficiency as costs increased, whereas those that failed to meet the target demonstrated higher inefficiency as costs increased. Strong effects emerged for population and urban economic development on the success of waste collection, whereas only marginal effects were observed for population density and city size. To improve the situation of municipalities that are not meeting the 65% target, we propose several policy measures, including 'neighbourhood solidarity'.

由于消费和城市化的不断增长,城市废物管理和回收成为意大利的首要问题。意大利对垃圾收集进行了重大改革,在第 152/2006 号法令中引入了分类收集目标,即垃圾收集总量的 65%。在本文中,我们分析了这一法规目标对 2016-2019 年意大利 275 个城市垃圾收集效率的影响。我们估算了已分类和未分类垃圾的成本效率系数,而没有假设效率前沿或效率分布的函数形式。我们的研究结果表明,达到 65% 垃圾分类目标的城市随着成本的增加表现出更高的效率,而未能达到目标的城市随着成本的增加表现出更高的低效率。人口和城市经济发展对垃圾收集成功与否的影响很大,而对人口密度和城市规模的影响则很小。为了改善未达到 65% 目标的城市的状况,我们提出了几项政策措施,其中包括 "邻里团结"。
{"title":"Impact of a regulatory target and external factors on the waste efficiency of Italian municipalities.","authors":"Cinzia Daraio, Simone Di Leo, Léopold Simar","doi":"10.1177/0734242X241262698","DOIUrl":"10.1177/0734242X241262698","url":null,"abstract":"<p><p>Due to increasing consumption and urbanisation, urban waste management and recycling are a primary concern in Italy. Italian waste collection underwent significant reform with the introduction of a sorted collection target of 65% of total collected waste in Legislative Decree No. 152/2006. In this article, we analyse the effect of this regulatory target on the efficiency of waste collection in 275 Italian municipalities in the years 2016-2019. We estimate the coefficients of the cost efficiencies of the sorted and unsorted waste without assuming functional forms for the efficient frontier or the distribution of efficiency. Our findings suggest that municipalities that met the 65% sorted waste target demonstrated higher efficiency as costs increased, whereas those that failed to meet the target demonstrated higher inefficiency as costs increased. Strong effects emerged for population and urban economic development on the success of waste collection, whereas only marginal effects were observed for population density and city size. To improve the situation of municipalities that are not meeting the 65% target, we propose several policy measures, including 'neighbourhood solidarity'.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"580-592"},"PeriodicalIF":3.7,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141789173","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of mandatory waste classification on environmental and economic impacts of residual waste treatment in Xiamen, China. 中国厦门强制垃圾分类对残余垃圾处理的环境和经济影响。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-04-01 Epub Date: 2024-07-28 DOI: 10.1177/0734242X241265055
Xiaomei Jian, Yupeng Liu, Zhi-Long Ye, Wei-Qiang Chen

Mandatory waste classification has been widely considered as an effective solution for reducing the production and treatment amount of municipal solid waste. However, there is limited evidence regarding whether and how waste classification can affect the composition of residual waste (RW) and its environmental economic impacts. Here, an accounting method recommended by the Intergovernmental Panel on Climate Change, field surveys and cost-benefit analysis was utilized to investigate the changes in RW composition, environmental impacts and economic benefits under the waste classification policies implementation in Xiamen, China. This study found that: (1) The implementation of waste classification policies led to a significant increase in recyclable content from 17% to 51% and a decrease in organic content from 56% to 32%. (2) Waste classification effectively reduces greenhouse gas emissions from landfilling and incineration by an additional 0.34 tCO2-eq t-1 RW. (3) The introduction of mechanical recycling achieves a saving of 0.47 tCO2-eq t-1 RW at 40% recycling efficiency, a 4.5-fold increase compared to business as usual (BAU). (4) The operational benefits (900 yuan t-1 RW) from the recyclables sorting system offset the total expenses of investment, operation and waste disposal. The study successfully demonstrated that RW source-classified management can optimize the structure of waste composition, reduce environmental emissions and offer detailed guidance for the development of solid waste management systems in other cities in China.

强制性废物分类被广泛认为是减少城市固体废物生产和处理量的有效解决方案。然而,关于垃圾分类是否以及如何影响残余垃圾(RW)的成分及其环境经济影响的证据却很有限。本研究利用政府间气候变化专门委员会推荐的核算方法、实地调查和成本效益分析,对中国厦门市实施垃圾分类政策后残余垃圾成分、环境影响和经济效益的变化进行了调查。研究发现(1) 实施垃圾分类政策后,可回收成分从 17% 显著增加到 51%,有机成分从 56% 减少到 32%。(2) 废物分类有效减少了填埋和焚烧产生的温室气体排放,额外减少了 0.34 吨 CO2-eq t-1 RW。(3) 在回收效率为 40% 的情况下,采用机械回收可节省 0.47 吨 CO2当量吨-1 RW,与 "一切照旧"(BAU)相比增加了 4.5 倍。(4) 可回收物分类系统带来的运营效益(900 元 t-1 RW)抵消了投资、运营和废物处理的总支出。该研究成功证明了可回收物源头分类管理能够优化垃圾成分结构,减少环境排放,并为中国其他城市固体废物管理系统的发展提供了详细指导。
{"title":"Influence of mandatory waste classification on environmental and economic impacts of residual waste treatment in Xiamen, China.","authors":"Xiaomei Jian, Yupeng Liu, Zhi-Long Ye, Wei-Qiang Chen","doi":"10.1177/0734242X241265055","DOIUrl":"10.1177/0734242X241265055","url":null,"abstract":"<p><p>Mandatory waste classification has been widely considered as an effective solution for reducing the production and treatment amount of municipal solid waste. However, there is limited evidence regarding whether and how waste classification can affect the composition of residual waste (RW) and its environmental economic impacts. Here, an accounting method recommended by the Intergovernmental Panel on Climate Change, field surveys and cost-benefit analysis was utilized to investigate the changes in RW composition, environmental impacts and economic benefits under the waste classification policies implementation in Xiamen, China. This study found that: (1) The implementation of waste classification policies led to a significant increase in recyclable content from 17% to 51% and a decrease in organic content from 56% to 32%. (2) Waste classification effectively reduces greenhouse gas emissions from landfilling and incineration by an additional 0.34 tCO<sub>2</sub>-eq t<sup>-1</sup> RW. (3) The introduction of mechanical recycling achieves a saving of 0.47 tCO<sub>2</sub>-eq t<sup>-1</sup> RW at 40% recycling efficiency, a 4.5-fold increase compared to business as usual (BAU). (4) The operational benefits (900 yuan t<sup>-1</sup> RW) from the recyclables sorting system offset the total expenses of investment, operation and waste disposal. The study successfully demonstrated that RW source-classified management can optimize the structure of waste composition, reduce environmental emissions and offer detailed guidance for the development of solid waste management systems in other cities in China.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"555-567"},"PeriodicalIF":3.7,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141789174","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Valorisation of grape stem as an alternative ingredient in rabbit feed. 葡萄茎作为兔饲料替代成分的价值。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-04-01 Epub Date: 2024-06-20 DOI: 10.1177/0734242X241259660
David San Martin, Jone Ibarruri, Monica Gutierrez, Jorge Ferrer, Aser Garcia-Rodriguez, Idoia Goiri, Jabier Urkiza, Jaime Zufía, Estíbaliz Sáez de Cámara, Bruno Iñarra

Grape stem is a winery by-product that it is currently disposed as waste or at best as soil conditioner. However, it is rich in fibres and polyphenols which makes it interesting for animal feeding. In this regard, rabbit farming emerges as a target livestock farming since fibre content is essential in rabbit's diets for preventing digestive troubles and polyphenols are associated with improved performances in animals due to their antimicrobial and antioxidant activities. This study aims to assess the suitability of a grape stem-based ingredient for rabbit feeding. The stem was dried using flash drying technology to prevent rapid spoilage and stabilise the ingredient. Then, its nutritional value was evaluated resulting in a high fibre (>40%) and polyphenol (>6%) content ingredient with antioxidant and antimicrobial activity against Staphylococcus aureus. A feed efficiency trial was conducted and inclusion rates of up to 10% of grape stem-based ingredient did not affect animals' mortality, average daily feed intake, daily gain or feed conversion ratio. In conclusion, grape stem-based ingredient arises as a secondary feedstuff for cuniculture reducing the dependence on other fibre sources, such as cereals or sunflower hulls. This could also contribute to reduce the environmental footprint of the wine sector by giving a second life to an existing waste, while generating a new activity based on circular economy.

葡萄茎是酿酒厂的副产品,目前被作为废物处理,或充其量作为土壤改良剂。然而,葡萄茎富含纤维和多酚类物质,可用于饲养动物。在这方面,养兔业成为畜牧业的一个目标,因为在兔子的饮食中,纤维含量对防止消化不良至关重要,而多酚类物质因其抗菌和抗氧化活性,可提高动物的生产性能。本研究旨在评估以葡萄茎为原料的兔饲料的适用性。茎干采用闪蒸干燥技术进行干燥,以防止快速腐败并稳定配料。然后,对其营养价值进行了评估,得出了一种高纤维(>40%)和多酚(>6%)含量的配料,具有抗氧化和抗金黄色葡萄球菌的活性。进行了一项饲料效率试验,结果表明,添加率高达 10%的葡萄茎类配料不会影响动物的死亡率、平均日采食量、日增重或饲料转化率。总之,葡萄茎类配料可作为阉鸡养殖的辅助饲料,减少对谷物或葵花籽壳等其他纤维来源的依赖。这也有助于减少葡萄酒行业对环境的影响,让现有废物获得第二次生命,同时在循环经济的基础上产生新的活动。
{"title":"Valorisation of grape stem as an alternative ingredient in rabbit feed.","authors":"David San Martin, Jone Ibarruri, Monica Gutierrez, Jorge Ferrer, Aser Garcia-Rodriguez, Idoia Goiri, Jabier Urkiza, Jaime Zufía, Estíbaliz Sáez de Cámara, Bruno Iñarra","doi":"10.1177/0734242X241259660","DOIUrl":"10.1177/0734242X241259660","url":null,"abstract":"<p><p>Grape stem is a winery by-product that it is currently disposed as waste or at best as soil conditioner. However, it is rich in fibres and polyphenols which makes it interesting for animal feeding. In this regard, rabbit farming emerges as a target livestock farming since fibre content is essential in rabbit's diets for preventing digestive troubles and polyphenols are associated with improved performances in animals due to their antimicrobial and antioxidant activities. This study aims to assess the suitability of a grape stem-based ingredient for rabbit feeding. The stem was dried using flash drying technology to prevent rapid spoilage and stabilise the ingredient. Then, its nutritional value was evaluated resulting in a high fibre (>40%) and polyphenol (>6%) content ingredient with antioxidant and antimicrobial activity against <i>Staphylococcus aureus</i>. A feed efficiency trial was conducted and inclusion rates of up to 10% of grape stem-based ingredient did not affect animals' mortality, average daily feed intake, daily gain or feed conversion ratio. In conclusion, grape stem-based ingredient arises as a secondary feedstuff for cuniculture reducing the dependence on other fibre sources, such as cereals or sunflower hulls. This could also contribute to reduce the environmental footprint of the wine sector by giving a second life to an existing waste, while generating a new activity based on circular economy.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"593-601"},"PeriodicalIF":3.7,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141432883","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Soft sensing of NOx emission from waste incineration process based on data de-noising and bidirectional long short-term memory neural networks. 基于数据去噪和双向长短期记忆神经网络的垃圾焚烧过程氮氧化物排放软传感。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-04-01 Epub Date: 2024-07-30 DOI: 10.1177/0734242X241259643
Zhenghui Li, Zhuliang Yu, Da Chen, Longqian Li, Zhimin Lu, Shunchun Yao

Continuous emission monitoring system is commonly employed to monitor NOx emissions in municipal solid waste incineration (MSWI) processes. However, it still encounters the challenges of regular maintenance and measurement lag. These issues significantly impact the accurate and stable control of NOx emissions. Therefore, developing a soft NOx emission sensor to complement hardware monitoring becomes imperative. Considering data noise, dynamic nonlinearity, time series characteristics and volatility in the MSWI process, this article introduces a soft sensor model for NOx emission prediction utilizing the complete ensemble empirical mode decomposition adaptive noise (CEEMDAN)-wavelet threshold (WT) method and bidirectional long short-term memory (Bi-LSTM). Firstly, the original data signal is decomposed into a group of intrinsic mode functions (IMFs) using the CEEMDAN. Subsequently, the WT processes the high-frequency IMFs that are noise-dominant. Then, all IMFs are reconstructed to obtain the denoized signal. Finally, the Bi-LSTM model is employed to predict NOx emissions. Compared to conventional modelling approaches, the model proposed in this article demonstrates the best predictive performance. The mean absolute percentage error, root-mean-squared error and average absolute error on the test set of the proposed model are 3.75%, 5.34 mg m-3 and 4.34 mg m-3, respectively. The proposed model provides a new method to soft sensing NOx emissions. It holds significant practical value for precise and stable monitoring of NOx emissions in MSWI processes and provides a reference for research on modelling key process parameters.

连续排放监测系统通常用于监测城市固体废物焚化(MSWI)过程中的氮氧化物排放。然而,它仍然面临着定期维护和测量滞后的挑战。这些问题严重影响了氮氧化物排放控制的准确性和稳定性。因此,开发一种软氮氧化物排放传感器作为硬件监测的补充势在必行。考虑到 MSWI 过程中的数据噪声、动态非线性、时间序列特征和波动性,本文介绍了一种利用完整集合经验模式分解自适应噪声(CEEMDAN)-小波阈值(WT)方法和双向长短期记忆(Bi-LSTM)进行氮氧化物排放预测的软传感器模型。首先,利用 CEEMDAN 将原始数据信号分解为一组本征模式函数(IMF)。随后,WT 处理以噪声为主的高频 IMF。然后,对所有 IMF 进行重构,得到去噪信号。最后,采用 Bi-LSTM 模型预测氮氧化物排放量。与传统建模方法相比,本文提出的模型具有最佳预测性能。所提模型在测试集上的平均绝对百分比误差、均方根误差和平均绝对误差分别为 3.75%、5.34 mg m-3 和 4.34 mg m-3。所提出的模型为氮氧化物排放的软感应提供了一种新方法。它对于精确、稳定地监测 MSWI 过程中的氮氧化物排放具有重要的实用价值,并为关键过程参数建模研究提供了参考。
{"title":"Soft sensing of NOx emission from waste incineration process based on data de-noising and bidirectional long short-term memory neural networks.","authors":"Zhenghui Li, Zhuliang Yu, Da Chen, Longqian Li, Zhimin Lu, Shunchun Yao","doi":"10.1177/0734242X241259643","DOIUrl":"10.1177/0734242X241259643","url":null,"abstract":"<p><p>Continuous emission monitoring system is commonly employed to monitor NOx emissions in municipal solid waste incineration (MSWI) processes. However, it still encounters the challenges of regular maintenance and measurement lag. These issues significantly impact the accurate and stable control of NOx emissions. Therefore, developing a soft NOx emission sensor to complement hardware monitoring becomes imperative. Considering data noise, dynamic nonlinearity, time series characteristics and volatility in the MSWI process, this article introduces a soft sensor model for NOx emission prediction utilizing the complete ensemble empirical mode decomposition adaptive noise (CEEMDAN)-wavelet threshold (WT) method and bidirectional long short-term memory (Bi-LSTM). Firstly, the original data signal is decomposed into a group of intrinsic mode functions (IMFs) using the CEEMDAN. Subsequently, the WT processes the high-frequency IMFs that are noise-dominant. Then, all IMFs are reconstructed to obtain the denoized signal. Finally, the Bi-LSTM model is employed to predict NOx emissions. Compared to conventional modelling approaches, the model proposed in this article demonstrates the best predictive performance. The mean absolute percentage error, root-mean-squared error and average absolute error on the test set of the proposed model are 3.75%, 5.34 mg m<sup>-3</sup> and 4.34 mg m<sup>-3</sup>, respectively. The proposed model provides a new method to soft sensing NOx emissions. It holds significant practical value for precise and stable monitoring of NOx emissions in MSWI processes and provides a reference for research on modelling key process parameters.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"602-615"},"PeriodicalIF":3.7,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141793633","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Microplastics in Chinese coastal waters: A mini-review of occurrence characteristics, sources and driving mechanisms. 中国近岸海域的微塑料:微塑料的出现特征、来源和驱动机制小综述。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-01 Epub Date: 2024-05-16 DOI: 10.1177/0734242X241248727
SiQiong Li, Hua Wang, XiangYu Feng, Yichuan Zeng, Yuhan Shen, Qihui Gu

The oceans are facing global and irreversible pollution from microplastics, and China is not immune. In this mini-review, information on microplastics in four coastal waters of China and the natural and social environment of key basins were compiled. The results showed that microplastics were ubiquitous in the coastal waters, and the abundance and spatial distribution of microplastics varied significantly under different sampling methods. For trawl samples, microplastic abundance ranged from 0.045 to 1170.8 items m-3, among which the coastal waters of the East China Sea were the most polluted. For filtered samples, microplastic abundance ranged from 46 to 63,600 items m-3, and the coastal waters of the Yellow Sea were the most polluted. Meanwhile, human activities in basin were the key factors affecting microplastic pollution in coastal waters. The main terrestrial source in the coastal waters of the South China Sea was express packaging loss, whereas the main source in the other coastal waters was tyres and road markings wear from vehicle trip. The decoupling results of analytic hierarchy process showed that there was spatial heterogeneity in the impact of socio-economic and natural environmental factors in the basin on the distribution of microplastics in coastal waters. Among the five major basins, the impact weights of the latter were 20.00%, 83.34%, 66.66%, 50.00% and 25.00%, respectively. This study provides the first perspective of land-sea linkage to summarize the characteristics, sources and influencing factors of microplastics in Chinese coastal waters, providing ideas for reducing marine microplastic pollution from the source.

海洋正面临着全球性的、不可逆转的微塑料污染,中国也不能幸免。在这篇微型综述中,我们汇编了中国四个近岸海域的微塑料信息以及主要流域的自然和社会环境。结果表明,微塑料在近岸海域无处不在,不同采样方法下微塑料的丰度和空间分布差异显著。在拖网样品中,微塑料丰度在 0.045 至 1170.8 项 m-3 之间,其中东海近岸海域污染最严重。在过滤样品中,微塑料丰度介于 46 至 63,600 件 m-3 之间,其中黄海沿岸海域污染最严重。同时,流域人类活动是影响近岸海域微塑料污染的关键因素。南海近岸海域的主要陆源为快递包装损耗,而其他近岸海域的主要陆源为车辆行驶过程中轮胎和路标磨损。层次分析法的解耦结果表明,流域内的社会经济因素和自然环境因素对近岸海域微塑料分布的影响存在空间异质性。在五大流域中,后者的影响权重分别为 20.00%、83.34%、66.66%、50.00% 和 25.00%。该研究首次从陆海联动的角度总结了中国近岸海域微塑料的特征、来源和影响因素,为从源头上减少海洋微塑料污染提供了思路。
{"title":"Microplastics in Chinese coastal waters: A mini-review of occurrence characteristics, sources and driving mechanisms.","authors":"SiQiong Li, Hua Wang, XiangYu Feng, Yichuan Zeng, Yuhan Shen, Qihui Gu","doi":"10.1177/0734242X241248727","DOIUrl":"10.1177/0734242X241248727","url":null,"abstract":"<p><p>The oceans are facing global and irreversible pollution from microplastics, and China is not immune. In this mini-review, information on microplastics in four coastal waters of China and the natural and social environment of key basins were compiled. The results showed that microplastics were ubiquitous in the coastal waters, and the abundance and spatial distribution of microplastics varied significantly under different sampling methods. For trawl samples, microplastic abundance ranged from 0.045 to 1170.8 items m<sup>-3</sup>, among which the coastal waters of the East China Sea were the most polluted. For filtered samples, microplastic abundance ranged from 46 to 63,600 items m<sup>-3</sup>, and the coastal waters of the Yellow Sea were the most polluted. Meanwhile, human activities in basin were the key factors affecting microplastic pollution in coastal waters. The main terrestrial source in the coastal waters of the South China Sea was express packaging loss, whereas the main source in the other coastal waters was tyres and road markings wear from vehicle trip. The decoupling results of analytic hierarchy process showed that there was spatial heterogeneity in the impact of socio-economic and natural environmental factors in the basin on the distribution of microplastics in coastal waters. Among the five major basins, the impact weights of the latter were 20.00%, 83.34%, 66.66%, 50.00% and 25.00%, respectively. This study provides the first perspective of land-sea linkage to summarize the characteristics, sources and influencing factors of microplastics in Chinese coastal waters, providing ideas for reducing marine microplastic pollution from the source.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"358-368"},"PeriodicalIF":3.7,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140944557","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigating the distribution of microplastics in soils from e-waste dismantling sites and their adsorption of heavy metals. 调查电子废物拆解场土壤中微塑料的分布及其对重金属的吸附。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-01 Epub Date: 2024-05-27 DOI: 10.1177/0734242X241251432
Xuewen Wu, Weihua Gu, Shengjuan Peng, Jianfeng Bai

Microplastics are characterized by strong hydrophobicity, large specific surface area. In addition to the pollutant they contain, the heavy metals adsorbed on the surface of microplastics can migrate or be transformed with them into the environmental medium, which is potentially harmful to humans. The distribution characteristics of microplastics in contaminated soil at the e-waste dismantling site were studied. The study investigated the adsorption characteristics of polyvinyl chloride (PVC), polypropylene (PP) and acrylonitrile-butadiene-styrene (ABS) on copper (Cu), zinc (Zn) and lead (Pb). It analysed the influence of various factors on the adsorption process of heavy metals, the adsorption law of microplastics on some of the heavy metals in the environment, and the risk of heavy metal release from microplastics to soil. The results showed that ABS and PP were the main microplastics in the contaminated soil. Among them, black, white and transparent microplastics accounted for 89.91%. The shape of microplastics is mainly granular, and microplastics with a particle size of 1-2 mm accounted for the largest proportion. Further studies showed that plastic particles made of ABS, PP and PVC also have the adsorption capacity for different types of heavy metals in soil, and the trends of adsorption capacity are: PP>PVC>ABS. When PP does not reach adsorption equilibrium in the adsorption process, the smaller the particle size and the more added amount, the greater the adsorption capacity. This is because the smaller the particle size of the microplastic is, the more adsorption points it can provide, increasing its ability to adsorb heavy metal ions.

微塑料具有疏水性强、比表面积大的特点。微塑料表面吸附的重金属除含有污染物外,还可随微塑料迁移或转化到环境介质中,对人体造成潜在危害。研究了电子垃圾拆解场受污染土壤中微塑料的分布特征。研究调查了聚氯乙烯(PVC)、聚丙烯(PP)和丙烯腈-丁二烯-苯乙烯(ABS)对铜(Cu)、锌(Zn)和铅(Pb)的吸附特性。研究分析了各种因素对重金属吸附过程的影响、微塑料对环境中部分重金属的吸附规律以及微塑料向土壤释放重金属的风险。结果表明,受污染土壤中的微塑料主要是 ABS 和 PP。其中,黑色、白色和透明微塑料占 89.91%。微塑料的形状以颗粒状为主,粒径在 1-2 毫米的微塑料所占比例最大。进一步的研究表明,ABS、PP 和 PVC 制成的塑料颗粒对土壤中不同类型的重金属也有吸附能力,吸附能力的变化趋势为:PP>PVC>ABS:PP>PVC>ABS。当 PP 在吸附过程中未达到吸附平衡时,粒径越小、添加量越多,吸附能力越强。这是因为微塑料的粒径越小,吸附点越多,吸附重金属离子的能力就越强。
{"title":"Investigating the distribution of microplastics in soils from e-waste dismantling sites and their adsorption of heavy metals.","authors":"Xuewen Wu, Weihua Gu, Shengjuan Peng, Jianfeng Bai","doi":"10.1177/0734242X241251432","DOIUrl":"10.1177/0734242X241251432","url":null,"abstract":"<p><p>Microplastics are characterized by strong hydrophobicity, large specific surface area. In addition to the pollutant they contain, the heavy metals adsorbed on the surface of microplastics can migrate or be transformed with them into the environmental medium, which is potentially harmful to humans. The distribution characteristics of microplastics in contaminated soil at the e-waste dismantling site were studied. The study investigated the adsorption characteristics of polyvinyl chloride (PVC), polypropylene (PP) and acrylonitrile-butadiene-styrene (ABS) on copper (Cu), zinc (Zn) and lead (Pb). It analysed the influence of various factors on the adsorption process of heavy metals, the adsorption law of microplastics on some of the heavy metals in the environment, and the risk of heavy metal release from microplastics to soil. The results showed that ABS and PP were the main microplastics in the contaminated soil. Among them, black, white and transparent microplastics accounted for 89.91%. The shape of microplastics is mainly granular, and microplastics with a particle size of 1-2 mm accounted for the largest proportion. Further studies showed that plastic particles made of ABS, PP and PVC also have the adsorption capacity for different types of heavy metals in soil, and the trends of adsorption capacity are: PP>PVC>ABS. When PP does not reach adsorption equilibrium in the adsorption process, the smaller the particle size and the more added amount, the greater the adsorption capacity. This is because the smaller the particle size of the microplastic is, the more adsorption points it can provide, increasing its ability to adsorb heavy metal ions.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"386-396"},"PeriodicalIF":3.7,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141154856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Phosphorus speciation in sewage sludge and their ashes after incineration as a function of treatment processes. 焚化后污水污泥及其灰烬中磷的种类与处理工艺的关系。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-01 Epub Date: 2024-05-31 DOI: 10.1177/0734242X241252913
Charlotte Nilsson, Stefan Karlsson, Bert Allard, Thomas von Kronhelm

Phosphorus (P) is a key component in agricultural fertilizers, but it is also a scarce resource, why its recycling has been thoroughly investigated and one promising resources is sewage sludge. Because of stricter regulations in terms of sludge disposal, thermal treatment (e.g. incineration) has become an attractive option. The incineration process alters the chemical speciation of P in favour to calcium-associated (apatite, apatite phosphorus (AP)) species, which is preferred for P recovery. In order to achieve qualitatively transformation, it is important to identify limiting or promoting factors. This study reports on the impact of iron, aluminium and calcium on the transformation of iron- and aluminium-phosphate (NAIP) to AP species, assessed by studying sludge and ash from 10 municipal wastewater treatment plants in Sweden. The effect of iron and aluminium added in the treatment processes was also evaluated. The obtained results show that high calcium concentration favours formation of AP species in both sludge and ashes, whereas high concentration of iron and aluminium favours formation of NAIP species in the sludge. The transformation from NAIP to AP species is hampered by aluminium, irrespectively of its origin, whereas no such correlations could be seen for iron. Therefore, in order to enable efficient P recovery from sewage sludge ash, the amount of aluminium added in the treatment process, as well as its concentration in influent streams to the treatment plants, must be limited.

磷(P)是农用肥料的主要成分,但同时也是一种稀缺资源,因此人们对磷的回收利用进行了深入研究,其中一种很有前景的资源就是污水污泥。由于污泥处置方面的法规越来越严格,热处理(如焚烧)已成为一种有吸引力的选择。焚烧过程会改变磷的化学成分,使其更倾向于与钙相关的物质(磷灰石、磷灰石磷(AP)),而这正是回收磷的首选。为了实现质的转变,必须确定限制或促进因素。本研究通过对瑞典 10 家城市污水处理厂的污泥和灰烬进行研究,评估了铁、铝和钙对铁铝磷酸盐(NAIP)向磷酸盐转化的影响。此外,还对处理过程中添加的铁和铝的影响进行了评估。结果表明,高浓度的钙有利于污泥和灰烬中 AP 物种的形成,而高浓度的铁和铝则有利于污泥中 NAIP 物种的形成。铝(无论其来源如何)会阻碍 NAIP 向 AP 物种的转化,而铁则没有这种相关性。因此,为了从污水污泥灰中有效地回收磷,必须限制处理过程中添加的铝量以及铝在污水处理厂进水流中的浓度。
{"title":"Phosphorus speciation in sewage sludge and their ashes after incineration as a function of treatment processes.","authors":"Charlotte Nilsson, Stefan Karlsson, Bert Allard, Thomas von Kronhelm","doi":"10.1177/0734242X241252913","DOIUrl":"10.1177/0734242X241252913","url":null,"abstract":"<p><p>Phosphorus (P) is a key component in agricultural fertilizers, but it is also a scarce resource, why its recycling has been thoroughly investigated and one promising resources is sewage sludge. Because of stricter regulations in terms of sludge disposal, thermal treatment (e.g. incineration) has become an attractive option. The incineration process alters the chemical speciation of P in favour to calcium-associated (apatite, apatite phosphorus (AP)) species, which is preferred for P recovery. In order to achieve qualitatively transformation, it is important to identify limiting or promoting factors. This study reports on the impact of iron, aluminium and calcium on the transformation of iron- and aluminium-phosphate (NAIP) to AP species, assessed by studying sludge and ash from 10 municipal wastewater treatment plants in Sweden. The effect of iron and aluminium added in the treatment processes was also evaluated. The obtained results show that high calcium concentration favours formation of AP species in both sludge and ashes, whereas high concentration of iron and aluminium favours formation of NAIP species in the sludge. The transformation from NAIP to AP species is hampered by aluminium, irrespectively of its origin, whereas no such correlations could be seen for iron. Therefore, in order to enable efficient P recovery from sewage sludge ash, the amount of aluminium added in the treatment process, as well as its concentration in influent streams to the treatment plants, must be limited.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"378-385"},"PeriodicalIF":3.7,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11874579/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141184790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Classification of e-waste using machine learning-assisted laser-induced breakdown spectroscopy. 利用机器学习辅助激光诱导击穿光谱对电子垃圾进行分类。
IF 3.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-03-01 Epub Date: 2024-05-09 DOI: 10.1177/0734242X241248730
Zahid Ali, Yasir Jamil, Hafeez Anwar, Raja Adil Sarfraz

Waste management and the economy are intertwined in various ways. Adopting sustainable waste management techniques can contribute to economic growth and resource conservation. Artificial intelligence (AI)-based classification is very crucial for rapid and contactless classification of metals in electronic waste (e-waste) management. In the present research work, five types of aluminium alloys, because of their extensive use in structural, electrical and thermotechnical functions in the electronics industry, were taken. Laser-induced breakdown spectroscopy (LIBS), a spectral identifier technique, was employed in conjunction with machine learning (ML) classification models of AI. Principal component analysis (PCA), an unsupervised ML classifier, was found incapable to differentiate LIBS data of alloys. Supervised ML classifier was then trained (for 10-fold cross-validation) on randomly selected 80% and tested on 20% spectral data of each alloy to assess classification capacity of each. In most of the tested variants of K nearest neighbour (kNN) the resulting accuracy was lower than 30% but kNN ensembled with random subspace method showed improved accuracy up to 98%. This study revealed that an AI-based LIBS system can classify e-waste alloys rather effectively in a non-contactless mode and could potentially be connected with robotic systems, hence, minimizing manual labour.

废物管理和经济以各种方式交织在一起。采用可持续的废物管理技术可以促进经济增长和资源保护。基于人工智能(AI)的分类对于电子废物(e-waste)管理中金属的快速和非接触式分类非常重要。在本研究工作中,我们选取了五种铝合金,因为它们在电子工业中广泛用于结构、电气和热技术功能。激光诱导击穿光谱(LIBS)是一种光谱识别技术,与人工智能的机器学习(ML)分类模型结合使用。结果发现,主成分分析(PCA)这种无监督的 ML 分类器无法区分合金的 LIBS 数据。然后在随机选择的 80% 的合金上训练了有监督的 ML 分类器(进行 10 倍交叉验证),并在每种合金的 20% 光谱数据上进行了测试,以评估每种分类器的分类能力。在大多数测试的 K 近邻(kNN)变体中,结果准确率低于 30%,但采用随机子空间方法的 KNN 组合的准确率提高到 98%。这项研究表明,基于人工智能的 LIBS 系统可以在非接触模式下有效地对电子废物合金进行分类,并有可能与机器人系统相连接,从而最大限度地减少人工劳动。
{"title":"Classification of e-waste using machine learning-assisted laser-induced breakdown spectroscopy.","authors":"Zahid Ali, Yasir Jamil, Hafeez Anwar, Raja Adil Sarfraz","doi":"10.1177/0734242X241248730","DOIUrl":"10.1177/0734242X241248730","url":null,"abstract":"<p><p>Waste management and the economy are intertwined in various ways. Adopting sustainable waste management techniques can contribute to economic growth and resource conservation. Artificial intelligence (AI)-based classification is very crucial for rapid and contactless classification of metals in electronic waste (e-waste) management. In the present research work, five types of aluminium alloys, because of their extensive use in structural, electrical and thermotechnical functions in the electronics industry, were taken. Laser-induced breakdown spectroscopy (LIBS), a spectral identifier technique, was employed in conjunction with machine learning (ML) classification models of AI. Principal component analysis (PCA), an unsupervised ML classifier, was found incapable to differentiate LIBS data of alloys. Supervised ML classifier was then trained (for 10-fold cross-validation) on randomly selected 80% and tested on 20% spectral data of each alloy to assess classification capacity of each. In most of the tested variants of K nearest neighbour (kNN) the resulting accuracy was lower than 30% but kNN ensembled with random subspace method showed improved accuracy up to 98%. This study revealed that an AI-based LIBS system can classify e-waste alloys rather effectively in a non-contactless mode and could potentially be connected with robotic systems, hence, minimizing manual labour.</p>","PeriodicalId":23671,"journal":{"name":"Waste Management & Research","volume":" ","pages":"408-420"},"PeriodicalIF":3.7,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140898779","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Waste Management & Research
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1