Journal of the Air & Waste Management Association最新文献

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Evaluation of energy potential of MSW in the Tamale metropolis, Ghana: An assessment of solid waste characteristics and energy content. 加纳塔马利大都市城市固体废物能源潜力评估:固体废物特性和能源含量评估。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-09-01 Epub Date: 2024-08-08 DOI: 10.1080/10962247.2024.2380802
Abdul-Wahab Tahiru, Samuel Jerry Cobbina, Wilhemina Asare
{"title":"Evaluation of energy potential of MSW in the Tamale metropolis, Ghana: An assessment of solid waste characteristics and energy content.","authors":"Abdul-Wahab Tahiru, Samuel Jerry Cobbina, Wilhemina Asare","doi":"10.1080/10962247.2024.2380802","DOIUrl":"10.1080/10962247.2024.2380802","url":null,"abstract":"<p><p>In the present investigation, a thorough examination of waste composition was undertaken in the Tamale Metropolis, Ghana. The methodology employed was carefully designed, incorporating both commercial and residential sectors as well as various socioeconomic classes. Source-based sampling of waste materials covered a range of locations, including households, markets, hotels, and restaurants, while socioeconomic-based categorization followed the zoning of the metropolis. Waste audit sampling involved collecting a total of 90 batches of solid waste over the three-month period from August to October 2023. The primary objectives were to physically characterize the waste and evaluate its chemical properties through proximate and ultimate analysis of waste fractions, aiming to determine the waste-to-energy potential and compatibility with waste-to-energy technologies. The study revealed that the Tamale Metropolis generates 176.1 tons/day of Municipal Solid Waste (MSW) at a rate of 0.47 kg/capita/day.Organic matter constituted the majority (44.9%), followed by inert, miscellaneous, and plastic waste at 20% each. The remaining 14.3% comprised paper, metal, glass, leather, and textile components. Notably, the hospitality sector exhibited the highest organic matter content at 62.3%, contrasting with average households and markets at 44.9% and 13.1%, respectively. Moisture content ranged from 5.4% to 12.6%, volatile solids from 21.8% to 77.2%, and gross calorific values from 7.9 MJ/kg to 28.9 MJ/kg. Household waste demonstrated the highest energy content at 6693.8 kcal/kg, followed by hotels/restaurants (2003.94 kcal/kg) and markets (1883.62 kcal/kg). This study's findings offer valuable insights that can inform the development of effective policies by regulatory bodies such as the Public Utility Regulatory Commission (PURC) and the Ghana Ministry of Energy, as well as city authorities like the Tamale Metropolitan Assembly and the Environmental Protection Agency. These insights can be used to address waste and energy challenges in the metropolis.<i>Implications</i>: The findings reveal critical insights with substantial implications for stakeholders and regulatory bodies. It emphasizes the waste-to-energy potential of various waste fractions, highlighting the need for sustainable municipal waste management strategies. Particularly, the high organic content in the hospitality sector presents significant energy recovery opportunities. For bodies like the Public Utility Regulatory Commission and the Ghana Ministry of Energy, this data is crucial for developing policies that support waste-to-energy technologies. Additionally, the Tamale Metropolitan Assembly and the Environmental Protection Agency can use these insights to improve local waste management practices, customizing interventions to address specific sectoral waste composition. The study also underlines the importance of ongoing monitoring to ensure the effectiveness of these strategies over time.","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"639-663"},"PeriodicalIF":2.1,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141621299","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
Characterization of municipal solid waste in Kuwait: Sector-specific composition analysis and implications. 科威特城市固体废物的特征:特定部门成分分析及其影响。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-09-01 Epub Date: 2024-07-31 DOI: 10.1080/10962247.2024.2378102
Esra Aleisa, Rawa Al-Jarallah
{"title":"Characterization of municipal solid waste in Kuwait: Sector-specific composition analysis and implications.","authors":"Esra Aleisa, Rawa Al-Jarallah","doi":"10.1080/10962247.2024.2378102","DOIUrl":"10.1080/10962247.2024.2378102","url":null,"abstract":"<p><p>Municipal solid waste (MSW) characterization plays a pivotal role in devising effective waste management strategies conducive to fostering a circular economy. This study presents composition analysis across twenty-four subcategories sourced from residential, commercial, and industrial sectors in Kuwait. The study is conducted in accordance with the Standard Test Method for Determination of the Composition of Unprocessed Municipal Solid Waste (ASTM D5231). The results indicate that organic waste comprises 45.3%, followed by paper waste (19.9%) and plastics (19.8%). The remaining waste comprises glass waste (3.5%), diapers (2.7%), textiles (2.6%) and other waste. Paper waste (19.9%) consists mainly of mixed paper (12.1%), cardboard (3.7%), newspaper (3.3%), printer printouts (0.6%) and other office paper (0.2%). Plastic waste (19.8%) consists mainly of film (11.2%), PET (3.1%), HDPE (1.1%) and other mixed plastics (4.4%). Residential and mixed areas have the highest proportion of organic waste. Commercial areas produce the highest proportion of wastepaper (22.4%) and textiles (3.7%). Industrial areas produce the highest proportion of plastic waste (29.1%), most of which is film (17.3%). The study also provides an overview of the MSW management system in the country, an overview over the legislative framework, and forecasts of future waste generation rates with comparison to historical baselines.<i>Implications</i>: The precise and up-to-date characterization of municipal solid waste is imperative for scholarly journal submissions, as it establishes a foundational understanding of waste composition, aiding researchers and policymakers in the development of effective waste management strategies, resource recovery initiatives, and sustainable solutions to address the evolving challenges in waste management systems.This study provides detailed composition analysis for twenty-four municipal solid waste (MSW) subcategories collected across different sources: residential, commercial, industrial, and mixed areas. Time series forecasting is applied to predict MSW generation based on historical data obtained through the local municipality over the past decade. Factorial analysis is applied to investigate changes across source areas, and a hypothesis test is used to compare the current MSW composition against previous baselines. The results demonstrated significant variation across most waste categories. The plastic waste proportion has increased by 48.5% compared to 2013 data, despite awareness campaigns. Paper waste has also increased in proportion from 6.8% to 16.2%; this increase is associated with the mixed paper subcategory, which is mostly used for packaging. The composition data provided in this study are necessary for long-term monitoring, strategy assessment, and legislation associated with waste reduction and remediation.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"623-638"},"PeriodicalIF":2.1,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141591866","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
Air quality assessment of poultry and swine houses in Chonburi Province. 春武里府家禽和猪舍的空气质量评估。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-09-01 Epub Date: 2024-07-24 DOI: 10.1080/10962247.2024.2376578
Rotruedee Chotigawin, Tistaya Semangoen, Nattida Chailerd, Tanikan Sangnim, Paradee Asa, Taddao Pahasup-Anan, Kampanart Huanbutta
{"title":"Air quality assessment of poultry and swine houses in Chonburi Province.","authors":"Rotruedee Chotigawin, Tistaya Semangoen, Nattida Chailerd, Tanikan Sangnim, Paradee Asa, Taddao Pahasup-Anan, Kampanart Huanbutta","doi":"10.1080/10962247.2024.2376578","DOIUrl":"10.1080/10962247.2024.2376578","url":null,"abstract":"<p><p>The increased consumption of animal products has led to a proliferation of animal husbandry operations, particularly in agricultural countries. Animal husbandry facilities or livestock farming directly impact the physical, chemical, and biological aspects of the environment, giving rise to various issues such as odors, contamination of water and air sources with pathogens, and potential contamination of meat products originating from these facilities. This research aims to assess the impacts on the physical (temperature, relative humidity and air velocity), chemical (carbon dioxide, total volatile organic compounds and particulate matter), and biological air quality assessment (amount and type of bioaerosols) aspects resulting from pig and poultry farming. The findings will serve as valuable data for managing and addressing these aforementioned issues. It was found that both in poultry and swine houses generated total suspended particles (TSP) and PM10 (Particulate Matter with a diameter of 10 µm or less). Analysis of poultry house exhaust revealed elevated concentrations of TSP and PM10 exceeding established health benchmarks. Chickens tend to produce a higher concentration of VOCs (2.07 ± 0.57 ppm) compared to swine (0.82 ± 0.53 ppm). <i>Staphylococcus epidermidis</i> was predominant bacteria in both swine and poultry houses while <i>Cladosporium sp</i> was the most prevalent fungi in poultry houses. These results in this study are very useful for developing targeted mitigation strategies, products, devices to address specific pollutants produced by each type of livestock, reducing overall environmental impact and improving air quality within and around animal husbandry facilities.<i>Implications</i>: This research highlights how the growing demand for meat is affecting the environment, especially in farming areas. By studying the effects of pig and poultry farming on things like air and water quality, the study shows the challenges these farms pose, like bad smells and pollution. They found that both types of farms release a lot of tiny particles and smelly chemicals into the air, but there are differences between them. Understanding these findings can help us develop ways to reduce the pollution from these farms and make the air cleaner for everyone.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"611-622"},"PeriodicalIF":2.1,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141555799","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
Unveiling underutilized public data on Canadian industrial pollutant transfers and disposals. 揭示加拿大工业污染物转移和处置方面未得到充分利用的公共数据。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-09-01 Epub Date: 2024-09-03 DOI: 10.1080/10962247.2024.2377327
Alicia Berthiaume
{"title":"Unveiling underutilized public data on Canadian industrial pollutant transfers and disposals.","authors":"Alicia Berthiaume","doi":"10.1080/10962247.2024.2377327","DOIUrl":"10.1080/10962247.2024.2377327","url":null,"abstract":"<p><p>Over 50 nations worldwide have Pollutant Release and Transfer Registers (PRTRs), including Canada's National Pollutant Release Inventory (NPRI), which comprise large public datasets of chemical releases to air, water, and land and also transfers to various on and off-site waste management practices. These inventories aim to support a myriad of audiences in pollution-related decision-making. While the Organisation for Economic Cooperation and Development (OECD) framed a role for PRTRs as indicators for Sustainable Development Goal (SDG) 12 - the sound management of chemicals and wastes, research to date has focused only on air and water releases, omitting vast PRTR data on pollutant transfers to waste management. For Canada's NPRI, 30 years of waste management transfers data on 250+ chemicals has been collected but rarely used in environmental research. Here we show how this overlooked NPRI data may be used to inform snapshots and trends in progress towards SDG 12 using the OECD's framework. Results show that over 28 million (M) tonnes (t) of NPRI pollutants have been transferred from industrial facilities to various waste management practices from 2006 to 2021, of which ~10M t were transferred off-site for waste management operations both within and outside Canada. Time trends show pollutant transfer quantities are increasing, driven by on-site disposals to tailings and waste rock management (of mainly phosphorous, manganese and other metals) and underground injection (of mainly hydrogen sulphide). New route maps reveal that interprovincial and international pollutant transfers are common, and that chain of custody analyses is a burgeoning opportunity but hampered by data limitations. The findings create a state of the knowledge launching point for mainstreaming the use of this overlooked data from both Canada's NPRI and PRTRs around the world, to better track both national and international progress towards sound management of chemicals in waste and SDG 12.<i>Implications</i>: Pollutant transfers and disposals data has not previously been widely used in environmental research. This paper shows how it can be, in the context of SDG 12. Doing so can inspire uptake by researchers and a range of other public users, both strengthening the justification for collecting this data, and bolstering public participation in environmental decision-making from a local to global scale. Doing so also provides the foundation for more in-depth analysis on the domestic and international transboundary movement of Canadian industrial pollutants in waste in the lens of SDG 12 - a topic that was beyond scope here but addressed elsewhere.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"664-684"},"PeriodicalIF":2.1,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141555800","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
A multi-criteria approach to test and evaluate the efficiency of two composting systems under two different climates. 在两种不同气候条件下测试和评估两种堆肥系统效率的多标准方法。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-08-01 Epub Date: 2024-07-03 DOI: 10.1080/10962247.2024.2365707
Majed Ibrahim Al-Sari', A K Haritash
{"title":"A multi-criteria approach to test and evaluate the efficiency of two composting systems under two different climates.","authors":"Majed Ibrahim Al-Sari', A K Haritash","doi":"10.1080/10962247.2024.2365707","DOIUrl":"10.1080/10962247.2024.2365707","url":null,"abstract":"<p><p>The selection of the appropriate composting system, climate conditions, and duration of the composting process are important parameters for municipal solid waste composting. Therefore, this research aimed to design, test, and evaluate two different static composting systems under two different climate regions, Palestine and India, following a multi-criteria approach. A forced-aeration composting system was designed for use in Palestine, and a naturally aerated one was used in India. Three experiments were conducted, two of them in Palestine and one in India. The operational parameters were controlled and monitored during the composting process, while the physio-chemical and biological parameters were tested to evaluate the compost end quality. The results showed that both systems provide good efficiency toward formation of final compost (39-43 days in Palestine, and 31 days in India), and the average materials' volume reduction was almost 60%. The physio-chemical analysis showed that most of the parameters comply with the threshold limits specified by the Palestinian Standards Institution (PSI) and Indian Fertilizer Control Order (FCO) except for minor deviations. Both systems provided a high fertility index (4.3, 4.7, and 4.8), and a high clean index (4.6, 5.0, and 4.7). However, the results of the biological parameters showed that all the experiments met PSI, but none of them met FCO, suggesting that the outer edges of the composting system didn't heat enough to inactivate pathogenic microbes, therefore, developing the system by adding turning option could overcome this shortcoming. It was concluded that the forced aeration system is suitable for Palestine, while the natural aeration system is suitable for India.<i>Implications</i>: Municipal solid waste management is facing technical and financial challenges worldwide due to the increasing generation of solid waste following the population growth. The current improper management of this waste stream through landfilling is adding pressure on the environment as a result of methane emissions and landfill leachate. Therefore, composting of the organic fraction through selection of an appropriate composting system can solve many waste management problems and contribute to environmental sustainability. This research focuses on design, test and evaluate two composting systems in two regions with different climatic conditions, Palestine and India as both are facing waste management problems. The outcome of this research optimized the composting process which can be replicated and scaled up in other countries worldwide with similar climatic conditions.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"540-555"},"PeriodicalIF":2.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141318726","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
First-time calculation of the spatial distribution of concentration and air quality index over South Africa using TROPOMI data. 首次利用 TROPOMI 数据计算南非上空的浓度和空气质量指数的空间分布。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-08-01 Epub Date: 2024-07-09 DOI: 10.1080/10962247.2024.2369751
Lerato Shikwambana, Mahlatse Kganyago, Nkanyiso Mbatha, Paidamwoyo Mhangara
{"title":"First-time calculation of the spatial distribution of concentration and air quality index over South Africa using TROPOMI data.","authors":"Lerato Shikwambana, Mahlatse Kganyago, Nkanyiso Mbatha, Paidamwoyo Mhangara","doi":"10.1080/10962247.2024.2369751","DOIUrl":"10.1080/10962247.2024.2369751","url":null,"abstract":"<p><p>The release of toxic gases into the atmosphere may reach concentrations that can cause undesirable health, economic, or aesthetic effects. It is therefore important to monitor the amounts of pollutants injected into the atmosphere from various sources. Most countries have a ground network with multiple measuring sites and instruments, that can measure the air quality index (AQI). However, the main challenge with the networks is the low spatial coverage. In this work, satellite data is used to calculate for the first time the spatial distribution of AQI and pollutant concentration over South Africa. The TROPOspheric Monitoring Instrument (TROPOMI) onboard Sentinel-5P data is used to calculate AQI from carbon monoxide (CO), nitrogen dioxide (NO<sub>2</sub>), ozone (O<sub>3</sub>), and sulfur dioxide (SO<sub>2</sub>) gases. The results that the month of June has the worst air quality distribution throughout the country, while March has the best air quality distribution. Overall, the results clearly show that TROPOMI has the capability to measure air quality at a country and city level.<i>Implications</i>: In this work, satellite data is used to calculate for the first time the spatial distribution of the air quality index (AQI) and pollutant concentration over South Africa. The TROPOspheric Monitoring Instrument (TROPOMI) onboard Sentinel-5P data is used to calculate AQI from carbon monoxide (CO), nitrogen dioxide (NO<sub>2</sub>), ozone (O3), and sulfur dioxide (SO<sub>2</sub>) gases. Currently, South Africa has a ground network of instruments that measure AQ, however, the network does not cover the whole country. In this work, we show that the use of TROPOMI can compliment the current network and provide data for the areas not covered.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"556-568"},"PeriodicalIF":2.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141437700","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
Measuring short-chain per- and polyfluoroalkyl substances in Central New Jersey air using chemical ionization mass spectrometry. 利用化学电离质谱法测量新泽西州中部空气中的短链全氟和多氟烷基物质。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-08-01 Epub Date: 2024-07-09 DOI: 10.1080/10962247.2024.2366491
James M Mattila, John H Offenberg
{"title":"Measuring short-chain per- and polyfluoroalkyl substances in Central New Jersey air using chemical ionization mass spectrometry.","authors":"James M Mattila, John H Offenberg","doi":"10.1080/10962247.2024.2366491","DOIUrl":"10.1080/10962247.2024.2366491","url":null,"abstract":"<p><p>Real-time measurements of short-chain (C < 8) per- and polyfluoroalkyl substances (PFAS) were performed in Central New Jersey air using chemical ionization mass spectrometry (CIMS). The CIMS was calibrated for C<sub>2</sub>-C<sub>6</sub> perfluorinated carboxylic acids, and 4:2 and 6:2 fluorotelomer alcohols. Of these, only trifluoroacetic acid (TFA) was detected in ambient air above instrumental detection limits. However, instrumental sensitivities (and thus ambient mixing ratios) were estimated for other detected PFAS including C<sub>3</sub>H<sub>2</sub>F<sub>6</sub>O and C<sub>6</sub>HF<sub>11</sub>O<sub>3</sub>. TFA mixing ratios reached up to 0.7 parts-per-trillion by volume (pptv). Estimated C<sub>3</sub>H<sub>2</sub>F<sub>6</sub>O and C<sub>6</sub>HF<sub>11</sub>O<sub>3</sub> mixing ratios reached the single pptv level. These latter two formulas are consistent with hexafluoroisopropanol (HFIP) and hexafluoropropylene oxide dimer acid (HFPO-DA), respectively, though they may potentially represent multiple isomers. Diel profiles of detected PFAS along with local meteorological data can provide information on potential local sources of these compounds. However, only limited discussion of potential sources was provided here given the sparse detection of these compounds above instrument detection limits. These results demonstrate the potential of online CIMS instrumentation for measuring certain PFAS in ambient outdoor air in real time at or below the pptv level. This technique also has potential for fenceline monitoring and other near-source applications.<i>Implications</i>: Online chemical ionization mass spectrometry (CIMS) has potential for fast, real-time measurements of certain airborne per- and polyfluoroalkyl substances (PFAS). Three short-chain (C < 8) PFAS were detected by CIMS in Central New Jersey ambient air near or above the parts-per-trillion by volume (pptv) level. This technique also has potential for fenceline monitoring and other near-source applications for airborne PFAS.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"531-539"},"PeriodicalIF":2.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412083/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141437701","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
MSW-Net: A hierarchical stacking model for automated municipal solid waste classification. MSW-Net:用于城市固体废物自动分类的分层堆叠模型。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-08-01 Epub Date: 2024-07-15 DOI: 10.1080/10962247.2024.2370958
Vaishnavi Jayaraman, Arun Raj Lakshminarayanan
{"title":"MSW-Net: A hierarchical stacking model for automated municipal solid waste classification.","authors":"Vaishnavi Jayaraman, Arun Raj Lakshminarayanan","doi":"10.1080/10962247.2024.2370958","DOIUrl":"10.1080/10962247.2024.2370958","url":null,"abstract":"<p><p>Efficient solid waste management is crucial for urban health and welfare in the midst of fast industrialization and urbanization. In this changing environment, government authorities have a significant role in addressing and reducing the effects of solid waste. While waste separation at the source simplifies processes, manual sorting is a consequence of ignorance in numerous regions, which endangers the health of waste pickers. This study addresses the challenges by introducing the MSW-Net model, a hierarchical stacking model designed for the automated classification of municipal solid waste (MSW). Customized Convolutional Neural Network (custom CNN) and Bayesian-Optimized MobileNet models serve as the base models, with Gradient Boosting employed as the meta-classifier. The MSW-Net model, as proposed, exhibits exceptional performance, attaining 99%, 95%, and 96.43% accuracy rates over training, validation, and testing, respectively. Additionally, the model achieves precision, recall, and F1 scores of 96.42%, 96.43%, and 96.42% during the testing phase. Therefore, the proposed MSW-Net model performs better than the other existing models in sorting the waste. This could also aid the municipal authorities in classifying the waste with minimal human intervention.<i>Implications</i>: The MSW-Net model, featuring a hierarchical stacking approach with custom CNN and Bayesian-Optimized MobileNet base models, and Gradient Boosting as the meta-classifier, achieves remarkable accuracy in automated municipal solid waste classification. With performance metrics of 99% accuracy in training, 95% in validation, and 96.43% in testing, alongside precision, recall, and F1 scores around 96.42%, the MSW-Net model significantly outperforms existing models. This advancement promises to aid municipal authorities in efficient waste management, reducing reliance on manual sorting and thereby improving the health and safety of waste pickers.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"569-580"},"PeriodicalIF":2.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141433209","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
Analysis of PM2.5, black carbon, and trace metals measurements from the Kansas City Transportation and Local-Scale Air Quality Study (KC-TRAQS). 堪萨斯城交通和地方尺度空气质量研究(KC-TRAQS)的 PM2.5、黑碳和痕量金属测量数据分析。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-08-01 Epub Date: 2024-07-23 DOI: 10.1080/10962247.2024.2365708
Rachelle M Duvall, Evelyn S Kimbrough, Stephen Krabbe, Parikshit Deshmukh, Richard W Baldauf, Lydia H Brouwer, Timothy McArthur, Carry Croghan, Joshua Varga, Matthew Brown, Michael Davis
{"title":"Analysis of PM<sub>2.5</sub>, black carbon, and trace metals measurements from the Kansas City Transportation and Local-Scale Air Quality Study (KC-TRAQS).","authors":"Rachelle M Duvall, Evelyn S Kimbrough, Stephen Krabbe, Parikshit Deshmukh, Richard W Baldauf, Lydia H Brouwer, Timothy McArthur, Carry Croghan, Joshua Varga, Matthew Brown, Michael Davis","doi":"10.1080/10962247.2024.2365708","DOIUrl":"10.1080/10962247.2024.2365708","url":null,"abstract":"<p><p>Communities near transportation sources can be impacted by higher concentrations of particulate matter (PM) and other air pollutants. Few studies have reported on air quality in complex urban environments with multiple transportation sources. To better understand these environments, the Kansas City Transportation and Local-Scale Air Quality Study (KC-TRAQS) was conducted in three neighborhoods in Southeast Kansas City, Kansas. This area has several emissions sources including transportation (railyards, vehicles, diesel trucks), light industry, commercial facilities, and residential areas. Stationary samples were collected for 1-year (October 24, 2017, to October 31, 2018) at six sites using traditional sampling methods and lower-cost air sensor packages. This work examines PM less than 2.5 μm in diameter (PM<sub>2.5</sub>), black carbon (BC), and trace metals data collected during KC-TRAQS. PM<sub>2.5</sub> filter samples showed the highest 24-h mean concentrations (9.34 μg/m<sup>3</sup>) at the sites located within 20-50 m of the railyard. Mean 24-h PM<sub>2.5</sub> concentrations, ranging from 7.96 to 9.34 μg/m<sup>3</sup>, at all sites were lower than that of the nearby regulatory site (9.83 μg/m<sup>3</sup>). Daily maximum PM<sub>2.5</sub> concentrations were higher at the KC-TRAQS sites (ranging from 25.31 to 43.76 μg/m<sup>3</sup>) compared to the regulatory site (20.50 μg/m<sup>3</sup>), suggesting short-duration impacts of localized emissions sources. Across the KC-TRAQS sites, 24-h averaged PM<sub>2.5</sub> concentrations from the sensor package (P-POD) ranged from 3.24 to 5.69 µg/m<sup>3</sup> showing that, out-of-the-box, the PM sensor underestimated the reference concentrations. KC-TRAQS was supplemented by elemental and organic carbon (EC/OC) and trace metal analysis of filter samples. The EC/OC data suggested the presence of secondary organic aerosol formation, with the highest mean concentrations observed at the site within 20 m of the railyard. Trace metals data showed daily, monthly, and seasonal variations for iron, copper, zinc, chromium, and nickel, with elevated concentrations occurring during the summer at most of the sites.<i>Implications</i>: This work reports on findings from a year-long air quality study in Southeast Kansas City, Kansas to understand micro-scale air quality in neighborhoods impacted by multiple emissions sources such as transportation sources (including a large railyard operation), light industry, commercial facilities, and residential areas. While dozens of studies have reported on air quality near roadways, this work will provide more information on PM<sub>2.5</sub>, black carbon, and trace metals concentrations near other transportation sources in particular railyards. This work can also inform additional field studies near railyards.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"581-594"},"PeriodicalIF":2.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11361304/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141318727","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
Parameterization of H2SO4 and organic contributions to volatile PM in aircraft plumes at ground idle. 地面空闲时飞机羽流中 H2SO4 和有机物对挥发性可吸入颗粒物贡献的参数化。
IF 2.1 4区 环境科学与生态学
Journal of the Air & Waste Management Association Pub Date : 2024-07-01 Epub Date: 2024-07-12 DOI: 10.1080/10962247.2024.2354820
Stephen H Jones, Richard C Miake-Lye
{"title":"Parameterization of H<sub>2</sub>SO<sub>4</sub> and organic contributions to volatile PM in aircraft plumes at ground idle.","authors":"Stephen H Jones, Richard C Miake-Lye","doi":"10.1080/10962247.2024.2354820","DOIUrl":"10.1080/10962247.2024.2354820","url":null,"abstract":"<p><p>Volatile Particulate Matter (vPM) emissions are challenging to measure and quantify, since they are not present in the condensed form at the engine exit plane and they evolve to first form in the aircraft plume and then continue to grow and change as they mix and dilute in the ambient atmosphere. To better understand the issues associated with the initial formation and growth of vPM, a modeling study has been undertaken to examine several key parameters that affect the formation and properties of the vPM that is created in the initial cooling and dilution of the aircraft exhaust. A modeling tool (Aerosol Dynamic Simulation Code, ADSC) that was developed and enhanced over a series of past research projects supported by NASA, DoD's SERDP/ESTCP, and FAA was used to perform a parametric analysis of vPM. The parameters of fuel sulfur content (FSC), emitted condensable hydrocarbon (HC) concentrations, and the species profile of the HCs were used to construct a computational matrix that framed a wide range of expected parameter values. This computational matrix was executed for two representative commercial aircraft engines at ground idle and results were obtained for distances of 250 m and 1000 m downstream. From prior results, the most significant vPM emissions occur at the lowest power settings, so an engine power condition of 7% rated thrust was used. A primary goal of the parametric study is to develop an updated vPM modeling methodology and also to help interpret data collected in experimental campaigns. The parameterization proposed here allows the vPM emission composition and particle numbers to be estimated in greater detail than current methods. The aim is to provide additional understanding on how the vPM properties vary with fuel and engine parameters to increase the utility of vPM predictions.<i>Implications</i>: Volatile Particulate Matter (vPM) is an important contribution to the total PM emitted by aviation engines. While vPM is not currently a part of engine emissions certification regulations, vPM is used in aviation environmental impact assessments and for air quality modeling in and around airports. Current methods in use, such as FOA, were developed before many recent advances in experimental data acquisition and in understanding of vPM processes. The parameterization proposed here allows the vPM emission composition and particle numbers to be estimated in greater detail than current methods. These estimates can be used to develop inventories and provide a better estimate of total emission for most aviation engines. Its use in international regulatory tools can inform possible future regulatory actions regarding vPM.</p>","PeriodicalId":49171,"journal":{"name":"Journal of the Air & Waste Management Association","volume":" ","pages":"490-510"},"PeriodicalIF":2.1,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141077041","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
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