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Source apportionment

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lightbulbAbout this topic
Source apportionment is a scientific method used to identify and quantify the contributions of various sources to a specific environmental pollutant or contaminant. It employs statistical, chemical, and modeling techniques to determine the origins and relative impacts of different emission sources on air, water, or soil quality.
lightbulbAbout this topic
Source apportionment is a scientific method used to identify and quantify the contributions of various sources to a specific environmental pollutant or contaminant. It employs statistical, chemical, and modeling techniques to determine the origins and relative impacts of different emission sources on air, water, or soil quality.

Key research themes

1. How can mathematical and statistical modeling improve accuracy and fairness in source apportionment?

This research area focuses on developing advanced mathematical models and statistical techniques, such as Non-Negative Matrix Factorization (NMF), αβ-divergence cost functions, and proportionate fairness constraints, to accurately estimate source contributions and ensure fair representation in multidimensional data. It matters because precise source attribution is critical for effective policymaking, environmental management, and equitable resource allocation across protected groups or data sources.

Key finding: This paper introduces a robust informed weighted NMF method using αβ-divergence with constraints such as known component bounds and row sum-to-one, enabling more accurate estimation of particulate matter source profiles and... Read more
Key finding: This study formalizes the rank aggregation problem under proportionate fairness constraints for candidates belonging to multiple non-binary protected groups. It provides exact and approximation algorithms with provable... Read more
Key finding: This paper proposes incorporating information variability, quantified by the variance of Shannon entropy estimates, into source coding analysis. By considering second statistical moments rather than just means, the approach... Read more
Key finding: This work develops a Bayesian modeling framework that simultaneously estimates source dependence and truth from conflicting observations across many data sources. It shows that accounting for source copying (dependence),... Read more

2. What techniques facilitate effective source apportionment and sensitivity analysis for air pollution to support environmental policy?

This body of research investigates methodologies—including brute force approaches, chemical transport models, receptor and source-oriented models—and their application to air pollution source apportionment. It emphasizes the distinction and interplay between source 'impacts' (sensitivity analysis) and 'contributions' (source apportionment), their linear and nonlinear interactions, and how these quantifications can inform integrated assessment models for air quality planning. Such work is essential for developing scientifically sound environmental policy and air quality management.

Key finding: This paper systematically compares source apportionment and sensitivity analysis, clarifying that while both analyze emission effects on pollutant concentrations, their purposes diverge: sensitivity quantifies marginal... Read more
Key finding: The paper presents a novel methodology integrating source apportionment techniques and Integrated Assessment Modelling (IAM) to analyze source contributions to particulate matter (PM10) and evaluate emission abatement... Read more
Key finding: This comprehensive review synthesizes recent studies employing source apportionment models for urban air pollution, systematically characterizing receptor and source-oriented techniques. It evaluates their suitability for... Read more

3. How can data integration and source data selection methodologies ensure representativeness, quality, and user-driven relevance in heterogeneous multi-source datasets?

This theme explores approaches for selecting, integrating, and fusing data from multiple heterogeneous sources with consideration of quality, dependence, distributional requirements, and user preferences. Problems addressed include handling conflicting data with source copying, ensuring training data representativeness and fairness, multi-criteria user-driven source selection, and credibility assessment of probabilistic information fusion. Efficient and principled handling of such challenges is critical for coherent, fair, and effective data-driven analysis across domains.

Key finding: This paper formulates the problem of selecting data from multiple sources with known or unknown distributions to assemble a training dataset matching desired demographic distribution requirements cost-effectively. It provides... Read more
Key finding: SOURCERY presents an interactive multi-criteria decision analysis system enabling users to specify relative importance of data source quality criteria via pairwise comparisons. It employs geometric mean prioritization to... Read more
Key finding: This study introduces a vector representation framework for probabilistic distributions from multiple sources, leveraging dot products and cosine similarity to quantify uncertainty (information content) and compatibility... Read more
Key finding: The paper describes SOURCERY, a system supporting user-driven source selection with multi-criteria preferences elicited via pairwise comparisons and a geometric mean prioritization method. It identifies a subset of available... Read more
Key finding: Besides truth discovery, this paper also addresses the critical challenge of handling source dependence caused by copying. It demonstrates that ignoring source dependence can lead to erroneous truth inference. The proposed... Read more

4. What are the environmental and health applications of source apportionment studies in air quality and water quality monitoring?

This research area focuses on applying source apportionment techniques to analyze the origins and impacts of pollutants in environmental media such as air and water. Studies employ receptor and source models, isotopic fingerprinting, chemometric methods, and statistical analyses to identify pollutant sources, quantify their contributions, assess seasonal and spatial variations, and evaluate risks to human health and ecosystems. These insights directly inform environmental protection policies, pollution mitigation strategies, and public health interventions.

Key finding: This comprehensive review analyzes 35 studies on particulate matter source apportionment in South Africa, revealing key pollution contributors such as biomass burning, industrial emissions, vehicle exhaust, and dust. The... Read more
Key finding: Through seasonal monitoring and Inductively Coupled Plasma Optical Emission Spectroscopy, this study quantifies PM2.5 and PM2.5-10 concentrations and metal content in Islamabad’s industrial area, exceeding local guidelines.... Read more
Key finding: This investigation applies ICP-OES and multivariate statistical analyses to assess heavy metal concentrations in natural spring water from Murree, Pakistan. It identifies geology as the primary determinant of metal presence,... Read more
Key finding: Using in situ gas detectors and particulate matter counters, this study measures concentrations of various air pollutants in Port Harcourt, Nigeria, and applies principal component analysis for source identification. It... Read more

All papers in Source apportionment

In this study, we employ both numerical and experimental methodologies to investigate the spatially and seasonally varying wind-wave features in the Persian Gulf and near Qatar due to the seasonal shamal. We perform a multi-level nested... more
This article addresses inequities in the apportionment of losses that arise when traditional rules of consumer finance are applied to enforce payment obligations that accrue during and after catastrophes. Disasters lead inevitably to job... more
Several priority environmental mutagens and carcinogenic compounds were investigated in Ahwaz metropolis soil to estimate the extent of contamination and the risk they pose to human health. This included determination of total petroleum... more
Analysis of the stable carbon isotope 13 C in organic carbon (OC) can give insight into sources and atmospheric processing of carbonaceous aerosols, provided the 13 C source signatures are known. However, only few data on 13 C signatures... more
This publication is a Technical report by the Joint Research Centre (JRC), the European Commission's science and knowledge service. It aims to provide evidence-based scientific support to the European policymaking process. The scientific... more
In this study, the performance of two types of source apportionment models was evaluated by assessing the results provided by 40 different groups in the framework of an intercomparison organised by FAIRMODE WG3 (Forum for air quality... more
Trace metal contamination prevails in various compartments of the urban environment. Understanding the roles of various anthropogenic sources in urban trace metal contamination is critical for pollution control and city development. In... more
Trace metal contamination prevails in various compartments of the urban environment. Understanding the roles of various anthropogenic sources in urban trace metal contamination is critical for pollution control and city development. In... more
Rapid urban and industrial development has resulted in severe air-pollution problems in developing countries such as China, especially in highly industrialized and populous urban clusters. Dissecting the complex mixtures of airborne... more
Global monitoring of Persistent Organic Pollutants (POPs) has allowed the knowledge of levels and distribution around the world as well as the understanding of its transport through the atmosphere. However, there are still some gaps in... more
The potential benefits of combining the speciated PM 2.5 and VOCs data in source apportionment analysis for identification of additional sources remain unclear. We analyzed the speciated PM 2.5 and VOCs data collected at the Beacon Hill... more
The resources of the IAEA continue to be challenged by the rapid, worldwide expansion of nuclear energy production. Gaseous centrifuge enrichment plants (GCEPs) represent an especially formidable dilemma to the application of safeguard... more
Source apportionment was applied for 15 sites from 5 cities in Europe. • PMF harmonized application was based on common sampling and analysis protocol. • Traffic and biomass burning were the major control-demanding sources. • The... more
This publication is a Technical report by the Joint Research Centre (JRC), the European Commission's science and knowledge service. It aims to provide evidence-based scientific support to the European policymaking process. The scientific... more
Dispersion models based on emission inventories and meteorological fields are the primary tool of control agencies to support air quality assessment and source apportionment in complex industrial areas. In this work, a modelling system... more
This review covers the literature from late 1978 to October 1980. A major source of information was Chemical Abstracts Selects: Pollution Monitoring. In addition, journals in the air pollution and analytical chemistry fields were... more
Air pollution with suspended dust is a major problem not only for large cities and urbanindustrial agglomerations but also for areas without industrial plants. Specific areas include the Miechów district are located in the northern part... more
Air pollution with suspended dust is a major problem not only for large cities and urbanindustrial agglomerations but also for areas without industrial plants. Specific areas include the Miechów district are located in the northern part... more
The link between fine aerosol optical properties and their chemical composition is not yet well understood, and was investigated using long-term in situ observations performed at the "ATmospheric Observations in liLLe" platform from 2016... more
Organic pollutants from ship exhaust have significant health and air quality impact in coastal areas; their profiles are also in urgent need. Studies on organic pollutants from ships are still rare, especially in China. Therefore, 21 PAHs... more
PM 1 (particles having aerodynamic diameter < 1.0 µm) concentrations were measured at a sampling site inside the Indian Institute of Technology (IIT) Kanpur campus for 11 months from July, 2008-May, 2009. The sampling was carried out for... more
Identifying the particulate matter (PM) sources is an essential step to assess PM effects on human health and understand PM’s behavior in a specific environment. Information about the composition of the organic or/and inorganic fraction... more
This paper addresses the question of how firms react to tax incentives in a formula apportionment (FA) tax regime. Under FA, profits of all consolidated entities of a business group are summed and then allocated according to a formula... more
This paper addresses the question of how firms react to tax incentives in a formula apportionment (FA) tax regime. Under FA, the profits of all consolidated entities of a business group are summed and then allocated according to a formula... more
This paper addresses the question of how firms react to tax incentives in a formula apportionment (FA) tax regime. Under FA, the profits of all consolidated entities of a business group are summed and then allocated according to a formula... more
This paper addresses the question of how firms react to tax incentives in a formula apportionment (FA) tax regime. Under FA, profits of all consolidated entities of a business group are summed and then allocated according to a formula... more
We thank an anonymous reviewer, Richard Sansing (editor)
Vehicle non-exhaust emissions are a major component of particle matter, including the direct wear of tires, brakes, road, and the resuspension of deposited particles. It is suggested that resuspended PM (RPM) emissions can be at the same... more
Underground subways transport large numbers of citizens in big cities, which must breathe air with limited ventilation. These atmospheric conditions may enhance the concentration of air pollutants from both outdoor and indoor air. The... more
In this study, we analyzed the sources of ambient PM inorganic and organic components near a cement plant using fossil fuels as well as alternative fuels, such as sewage sludge and biomass. Source apportionment methodologies, i.e.,... more
This study aims to investigate, for the first time in Algeria, the atmospheric black carbon (BC) concentrations over one year measured at the Scientific Observatory of Algiers and to compare their concentration levels with other... more
Climate change and air pollution have important societal consequences, especially in emerging economies, wherein transitions from polluting technologies to cleaner alternatives coincide with high population vulnerability to environmental... more
Identifying the particulate matter (PM) sources is an essential step to assess PM effects on human health and understand PM’s behavior in a specific environment. Information about the composition of the organic or/and inorganic fraction... more
The origin of sedimentary organic matter and the influence of microbial reworking in the Hauraki Gulf, New Zealand, were determined using the stable carbon isotopic compositions of sedimentary D-and L-amino acids. Core top sediments from... more
X-ray fluorescence spectrometry (x.r.f.) can be done through excitation with synchrotron radiation. This permits multi-element determinations in the trace region with improved detection limits compared to conventional x.r.f. Detection... more
The depth and reliability of archaeological and environmental information on ages, sources and pathways of carbon are being greatly enhanced through a new synergism between advances in "micro 14C dating" and advances in micro-organic... more
Refractory black carbon (rBC) aerosols play an important role in air quality and climate change, yet highly time-resolved and detailed investigations on the physicochemical properties of rBC and its associated coating are still scarce. In... more
This study present real-time measurements of the chemical composition and particle number size distributions (PNSD) of submicron particulate matter (PM 1 ) in winter at a coastal industrial park in the Yangtze River Delta region of China.... more
This is a PDF file of an article that has undergone enhancements after acceptance, such as the addition of a cover page and metadata, and formatting for readability, but it is not yet the definitive version of record. This version will... more
Eight institutes using 12 different instruments analyzed newly developed multi-element reference materials (RM) for atmospheric particulate matter (PM) measurements. These RM have the potential to fill a gap in the currently available... more
El Reglamento del Seguro Social aplicable a las empresas de la Construcción en lo referente al cumplimiento de alta de Obra obliga al propietario a generar una alta por cada etapa de construcción y por consiguiente a comprobar los montos... more
The objective of this study was to remove systematic bias among fine particulate matter (PM 2.5 ) mass concentration measurements made by different types of samplers used in the Pittsburgh Aerosol Research and Inhalation Epidemiology... more
Elevated level of brominated-and chlorinated-flame retardants (FRs) have been accounted in ambient air across the globe. Despite what might be expected, restricted information is available on PBDEs and other halogenated FR contained... more
Global economy, increasing population, increasing technological developments increase both product greenness and interest in products. In addition to the fact that the products put on the market by the producers should not harm the safety... more
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