1
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Wickramarachchi C, Niven RK, Kramer M. Numerical plastic transport modelling in fluvial systems: Review and formulation of boundary conditions. WATER RESEARCH 2025; 273:122947. [PMID: 39746270 DOI: 10.1016/j.watres.2024.122947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Revised: 11/26/2024] [Accepted: 12/09/2024] [Indexed: 01/04/2025]
Abstract
In recent years, it has become clear that plastic pollution poses a significant threat to aquatic environments and human health. Rivers act as entry points for land-based plastic waste, while a certain fraction of entrained plastics is carried into marine environments. As such, the accurate modelling of plastic transport processes in riverine systems plays a crucial role in developing adequate remediation strategies. In this paper, we review the two main multiphase flow numerical approaches used in plastic transport modelling, comprising Lagrangian Transport Models (LTMs) and Eulerian Transport Models (ETMs). Although LTMs and ETMs can be regarded as complementary and equivalent approaches, LTMs focus on the transport trajectories of individual particles, whereas ETMs represent the behaviour of particles in terms of their mass or volume concentrations. Similar results of the two approaches are expected, while our review shows that plastic transport models are yet to be improved, specifically with respect to the formulation and implementation of boundary conditions, comprising plastic interactions with the channel bed, river bank, and the free surface, as well as interactions with biota. We anticipate that an implementation of these boundary conditions will allow for a better representation of different plastic transport modes, including bed load, suspended load, and surface load. Finally, we provide suggestions for future research directions, including a novel threshold formulation for free surface detachment of plastics, and we hope that this review will inspire the plastic research community, thereby triggering new developments in the rapidly advancing field of numerical plastic transport modelling.
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Affiliation(s)
| | - Robert K Niven
- UNSW Canberra, School of Engineering (SET), Northcott Drive, Campbell, 2612, ACT, Australia
| | - Matthias Kramer
- UNSW Canberra, School of Engineering (SET), Northcott Drive, Campbell, 2612, ACT, Australia.
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2
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Zhuo T, Chai B, You XY. Modeling the spatiotemporal distribution, bioaccumulation, and ecological risk assessment of microplastics in aquatic ecosystems: A review. AQUATIC TOXICOLOGY (AMSTERDAM, NETHERLANDS) 2025; 279:107210. [PMID: 39689501 DOI: 10.1016/j.aquatox.2024.107210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Revised: 12/06/2024] [Accepted: 12/11/2024] [Indexed: 12/19/2024]
Abstract
Microplastic (MP) pollution poses a significant threat to aquatic ecosystems. Numerical modeling has emerged as an effective tool for predicting the distribution, accumulation, and risk assessment of MPs in aquatic ecosystems. However, published work has not systematically assessed the strengths and weaknesses of various modeling approaches. Therefore, we conducted a thorough review of the main modeling approaches for MPs over the past six years. We classified the approaches into three categories as: spatial and temporal distribution, bioaccumulation, and systematic ecological risk assessment. The review analyzed application scenarios, modeling methods, and the advantages and disadvantages of models. The results indicate that the accurate simulation of MPs spatial and temporal distribution requires reasonable parameterization and comprehensive transport considerations. Meanwhile, it is important to focus on coupling process models with other types of models. To enhance risk assessment models, expanding the relevant evaluation indicators is essential.
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Affiliation(s)
- Tianyu Zhuo
- Tianjin Engineering Center of Urban River Eco-purification Technology, School of Environmental Science and Engineering, Tianjin University, Jinnan District, Tianjin 300350, China
| | - Beibei Chai
- Collaborative Innovation Center for Intelligent Regulation and Comprehensive Management of Water Resources, School of Water Conservancy and Hydroelectric, Hebei University of Engineering, Handan 056038, China
| | - Xue-Yi You
- Tianjin Engineering Center of Urban River Eco-purification Technology, School of Environmental Science and Engineering, Tianjin University, Jinnan District, Tianjin 300350, China.
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3
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Klemmensen NDR, Sobrino Blanco M, Vollertsen J. Assessing microplastic contamination in Icelandic soils: Insights from remote, agricultural, and urban environments. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 955:177215. [PMID: 39490829 DOI: 10.1016/j.scitotenv.2024.177215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 10/18/2024] [Accepted: 10/24/2024] [Indexed: 11/05/2024]
Abstract
Microplastic (MP) contamination is a growing concern across many environments. However, research on MP accumulation in remote soils remains limited. This study investigated MP abundance in remote soil in western Iceland, with agricultural and urban soils as references. The MP was extracted and measured using state-of-the-art methods, capturing types, sizes, and shapes. Results showed that MP was present in all samples, with the lowest average count and mass observed in the remote samples (857 (±561) counts kg-1, corresponding to 64.37 (±47.96) μg kg-1) and the highest in the urban samples (26,206 (±25,345) counts kg-1, corresponding to 2175 (±1385) μg kg-1), showing that increase in anthropogenic activity gives increasing MP concentrations. In the remote samples, the particles were primarily medium-sized (median = 67 μm), lightweight polyester fragments. This study also investigated the influence of soil parameters such as water content, bulk density, and particle size on MP retention in remote soils. However, no other significant correlations were found when relating the count and mass to soil parameters.
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Affiliation(s)
- Nanna D R Klemmensen
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Øst, Denmark.
| | - María Sobrino Blanco
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Øst, Denmark; Forest Genetics and Ecophysiology Research Group, School of Forestry Engineering, Universidad Politécnica de Madrid, Ciudad Universitaria s/n, 28040 Madrid, Spain
| | - Jes Vollertsen
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Øst, Denmark
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4
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Simon-Sánchez L, Vianello A, Kirstein IV, Molazadeh MS, Lorenz C, Vollertsen J. Assessment of microplastic pollution and polymer risk in the sediment compartment of the Limfjord, Denmark. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 950:175017. [PMID: 39059658 DOI: 10.1016/j.scitotenv.2024.175017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Revised: 07/02/2024] [Accepted: 07/23/2024] [Indexed: 07/28/2024]
Abstract
Estuarine sediments intercept and temporarily retain microplastics before they reach the marine seafloor, impacting various organisms, including key commercial species. This highlights the critical need for research on microplastic exposure in these transitional environments. This study provides a detailed assessment of microplastic pollution in the sediment compartment of the Limfjord, a 1500 km2 large Danish fjord, and introduces the Polymer Hazard Index (PHI) as a tool for evaluating polymer-specific risks. Thirteen sediment samples were collected, covering an anthropogenic gradient along the fjord. State-of-the-art methods were applied for extracting and identifying (FPA-μFT-IR imaging) microplastics (10-5000 μm). Our results indicate that microplastic contamination is pervasive across all sampled locations with concentrations ranging from 273 to 4288 particles kg-1, with a predominance of small microplastics (<100 μm). The estimated mass-based concentrations ranged between 2.60 × 104-1.11 × 106 ng kg-1. Overall, we estimated a microplastic stock of 3.8 × 103-1.65 × 105 kg in the surface sediments of the Limfjord, i.e., some 2.5-110 kg km-2. The application of the PHI revealed significant risks associated with specific polymers, such as polyacrylonitrile (PAN) and acrylonitrile butadiene styrene (ABS), underscoring the importance of considering polymer-specific hazards in environmental assessments.
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Affiliation(s)
| | - Alvise Vianello
- Department of the Built Environment, Aalborg University, Denmark
| | - Inga V Kirstein
- Alfred-Wegener-Institut Helmholtz-Zentrum für Polar-und Meeresforschung, Biologische Anstalt Helgoland, Helgoland 27498, Germany
| | | | - Claudia Lorenz
- Department of Science and Environment, Roskilde University, Denmark
| | - Jes Vollertsen
- Department of the Built Environment, Aalborg University, Denmark
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5
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Chanda M, Bathi JR, Khan E, Katyal D, Danquah M. Microplastics in ecosystems: Critical review of occurrence, distribution, toxicity, fate, transport, and advances in experimental and computational studies in surface and subsurface water. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 370:122492. [PMID: 39307085 DOI: 10.1016/j.jenvman.2024.122492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 08/12/2024] [Accepted: 09/10/2024] [Indexed: 11/17/2024]
Abstract
Microplastics (MPs), particles under 5 mm, pervade water, soil, sediment, and air due to increased plastic production and improper disposal, posing global environmental and health risks. Examining their distribution, quantities, fate, and transport is crucial for effective management. Several studies have explored MPs' sources, distribution, transport, and biological impacts, primarily focusing on the marine environment. However, there is a need for a comprehensive review of all environmental systems together for enhanced pollution control. This review critically examines the occurrence, distribution, fate, and transport of MPs in the following environments: freshwater, marine, and terrestrial ecosystems. The concentration of MPs is highly variable in the environment, ranging from negligible to significant amounts (0.003-519.223 items/liter in water and 0-18,000 items/kg dry weight sediment, respectively). Predominantly, these MPs manifest as fibers and fragments, with primary polymer types including polypropylene, polystyrene, polyethylene, and polyethylene terephthalate. A complex interplay of natural and anthropogenic actions, including wastewater treatment plant discharges, precipitation, stormwater runoff, inadequate plastic waste management, and biosolid applications, influences MPs' presence and distribution. Our critical synthesis of existing literature underscores the significance of factors such as wind, water flow rates, settling velocities, wave characteristics, plastic morphology, density, and size in determining MPs' transport dynamics in surface and subsurface waters. Furthermore, this review identifies research gaps, both in experimental and simulation, and outlines pivotal avenues for future exploration in the realm of MPs.
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Affiliation(s)
- Mithu Chanda
- Civil and Chemical Engineering Department, University of Tennessee at Chattanooga, Chattanooga, TN, 37403, United States
| | - Jejal Reddy Bathi
- Civil and Chemical Engineering Department, University of Tennessee at Chattanooga, Chattanooga, TN, 37403, United States.
| | - Eakalak Khan
- Department of Civil and Environmental Engineering and Construction, University of Nevada, Las Vegas, NV, 89154, United States
| | - Deeksha Katyal
- University School of Environment Management, Guru Gobind Singh Indraprastha University, Sector 16-C, Dwarka, 110078, New Delhi, India
| | - Michael Danquah
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, TN, 37996, United States
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6
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Öborn L, Österlund H, Lorenz C, Vianello A, Lykkemark J, Vollertsen J, Viklander M. Composition and concentrations of microplastics including tyre wear particles in stormwater retention pond sediments. WATER SCIENCE AND TECHNOLOGY : A JOURNAL OF THE INTERNATIONAL ASSOCIATION ON WATER POLLUTION RESEARCH 2024; 90:2857-2869. [PMID: 39612178 DOI: 10.2166/wst.2024.368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/04/2024] [Accepted: 10/24/2024] [Indexed: 11/30/2024]
Abstract
Stormwater is recognised as a vector for microplastics (MPs), including tyre wear particles (TWPs) from land-based sources to receiving waterbodies. Before reaching the waterbodies, the stormwater may be treated. In this study, sediments from six treatment facilities (five retention ponds and a subsurface sedimentation tank) were analysed to understand MP occurrence, concentrations, sizes, polymer types and distribution between inlet and outlet. The concentrations of MPs showed large variations between and within different facilities with MP concentrations of 1,440-72,209 items/kg (analysed by μFTIR) corresponding to 120-2,950 μg/kg and TWP concentrations from
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Affiliation(s)
- Lisa Öborn
- Department of Civil, Environmental and Natural Resources Engineering, Luleå University of Technology, SE-971 87 Luleå, Sweden; Environment and Health Administration, City of Stockholm, Fleminggatan 4, Box 8136, Stockholm SE-104 20, Sweden
| | - Heléne Österlund
- Department of Civil, Environmental and Natural Resources Engineering, Luleå University of Technology, SE-971 87 Luleå, Sweden E-mail:
| | - Claudia Lorenz
- Division of Civil and Environmental Engineering, Department of the Built Environment, Aalborg University, Thomas Manns Vej 23 Aalborg Øst, 9220 Denmark; Department of Science and Environment, Roskilde University, Universitetsvej 1, Roskilde 4000, Denmark
| | - Alvise Vianello
- Division of Civil and Environmental Engineering, Department of the Built Environment, Aalborg University, Thomas Manns Vej 23 Aalborg Øst, 9220 Denmark
| | - Jeanette Lykkemark
- Division of Civil and Environmental Engineering, Department of the Built Environment, Aalborg University, Thomas Manns Vej 23 Aalborg Øst, 9220 Denmark
| | - Jes Vollertsen
- Division of Civil and Environmental Engineering, Department of the Built Environment, Aalborg University, Thomas Manns Vej 23 Aalborg Øst, 9220 Denmark
| | - Maria Viklander
- Department of Civil, Environmental and Natural Resources Engineering, Luleå University of Technology, SE-971 87 Luleå, Sweden
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7
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Ali SS, Elsamahy T, Al-Tohamy R, Sun J. A critical review of microplastics in aquatic ecosystems: Degradation mechanisms and removing strategies. ENVIRONMENTAL SCIENCE AND ECOTECHNOLOGY 2024; 21:100427. [PMID: 38765892 PMCID: PMC11099331 DOI: 10.1016/j.ese.2024.100427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Revised: 04/21/2024] [Accepted: 04/21/2024] [Indexed: 05/22/2024]
Abstract
Plastic waste discarded into aquatic environments gradually degrades into smaller fragments, known as microplastics (MPs), which range in size from 0.05 to 5 mm. The ubiquity of MPs poses a significant threat to aquatic ecosystems and, by extension, human health, as these particles are ingested by various marine organisms including zooplankton, crustaceans, and fish, eventually entering the human food chain. This contamination threatens the entire ecological balance, encompassing food safety and the health of aquatic systems. Consequently, developing effective MP removal technologies has emerged as a critical area of research. Here, we summarize the mechanisms and recently reported strategies for removing MPs from aquatic ecosystems. Strategies combining physical and chemical pretreatments with microbial degradation have shown promise in decomposing MPs. Microorganisms such as bacteria, fungi, algae, and specific enzymes are being leveraged in MP remediation efforts. Recent advancements have focused on innovative methods such as membrane bioreactors, synthetic biology, organosilane-based techniques, biofilm-mediated remediation, and nanomaterial-enabled strategies, with nano-enabled technologies demonstrating substantial potential to enhance MP removal efficiency. This review aims to stimulate further innovation in effective MP removal methods, promoting environmental and social well-being.
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Affiliation(s)
- Sameh S. Ali
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, 212013, China
- Botany Department, Faculty of Science, Tanta University, Tanta, 31527, Egypt
| | - Tamer Elsamahy
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, 212013, China
| | - Rania Al-Tohamy
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, 212013, China
| | - Jianzhong Sun
- Biofuels Institute, School of the Environment and Safety Engineering, Jiangsu University, Zhenjiang, 212013, China
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8
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Öborn L, Österlund H, Viklander M. Microplastics in gully pot sediment in urban areas: Presence, quantities and characteristics. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 353:124155. [PMID: 38750809 DOI: 10.1016/j.envpol.2024.124155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2023] [Revised: 05/08/2024] [Accepted: 05/13/2024] [Indexed: 05/26/2024]
Abstract
Stormwater is widely recognized as a pathway for transporting pollutants, including microplastics, from sources in urban environments to receiving waters. Gully pots are often where urban runoff drains into the piped network; they typically include a trap where sediments accumulate. The aim of this work was to contribute to a better understanding of the fate of microplastics as they enter into the urban drainage system, and the role of gully pots in trapping microplastics. Sediment samples collected from 29 gully pots were analysed for non-carbon-black and carbon-black (e.g. tire wear particles) microplastics larger than 40 μm using μ-FTIR and ATR-FTIR, respectively. Commonly found polymers in descending order were PP > EPDM > EVA > PS > SBR, PP was most common both by mass and by number of microplastics. The total concentration of carbon black and non-carbon black microplastics ranged from 709 to 10 600 items/100 g dry matter (DM), (median: 2960 items/100 g). Estimated mass of non-carbon black microplastics ranged from 0.19 to 490 mg/100 g, (median: 3.66 mg/100 g). In total 21 different types of microplastics were detected, the majority of these (13) were carbon black and eight non-carbon black polymer types. By number and the carbon black particles accounted for up to 68% of the microplastics (average 30%), this stress the importance of using analytical methods enabling the detection of both carbon-black and non-carbon black microplastics. Furthermore, the results indicate that gully pots can act as temporary sinks for microplastics, mainly for microplastics larger than 125 μm. The amount of microplastics found in gully pots, together with the very large number of gully pots sited in urban areas, indicates that gully pots can potentially trap large amounts of microplastics, and thus if gully pots are fitted and maintained properly they could significantly contribute to reducing the amount of microplastics reaching receiving waters.
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Affiliation(s)
- Lisa Öborn
- Urban Water Engineering, Luleå University of Technology, 971 87, Luleå, Sweden; Environment and Health Administration, City of Stockholm, Box 8136, 104 20 Stockholm, Sweden.
| | - Heléne Österlund
- Urban Water Engineering, Luleå University of Technology, 971 87, Luleå, Sweden
| | - Maria Viklander
- Urban Water Engineering, Luleå University of Technology, 971 87, Luleå, Sweden
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Zeng H, Wang Y, Zhao Z, Zhu D, Xia H, Wei Y, Kuang P, An D, Chen K, Li R, Lei Y, Sun G. Travertine deposition rather than tourism activity is the primary contributor to the microplastic risks in alpine karst lakes. JOURNAL OF HAZARDOUS MATERIALS 2024; 476:135192. [PMID: 39002479 DOI: 10.1016/j.jhazmat.2024.135192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2024] [Revised: 07/08/2024] [Accepted: 07/11/2024] [Indexed: 07/15/2024]
Abstract
Microplastics (MPs) are emerging as anthropogenic vectors to form plastisphere, facilitating microbiome colonization and pathogenic dissemination, thus contributing to environmental and health crises across various ecosystems. However, a knowledge gap persists regarding MPs risks and their driving factors in certain unique and vulnerable ecosystems, such as Karst travertine lakes, some of which are renowned World Natural Heritage Sites under ever-increasing tourism pressure. We hypothesized that tourism activities serve as the most important factor of MPs pollution, whereas intrinsic features, including travertine deposition can exacerbate potential environmental risks. Thus, metagenomic approaches were employed to investigate the geographical distribution of the microbiome, antibiotic resistance genes (ARGs), virulence factor genes (VFGs), and their combined environmental risks in Jiuzhaigou and Huanglong, two famous tourism destinations in Southwest China. The plastisphere risks were higher in Huanglong, contradicting our hypothesis that Jiuzhaigou would face more crucial antibiotic risks due to its higher tourist activities. Specifically, the levels of Lipopolysaccharide Lewis and fosD increased by sevenfold and 20-fold, respectively, from upstream to downstream in Huanglong, whereas in Jiuzhaigou, no significant accrual was observed. Structural equation modeling results showed that travertine deposition was the primary contributor to MPs risks in alpine karstic lakes. Our findings suggest that tourism has low impact on MPs risks, possibly because of proper management, and that travertine deposition might act as an MPs hotspot, emphasizing the importance of considering the unique aspects of travertine lakes in mitigating MPs pollution and promoting the sustainable development of World Natural Heritage Sites.
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Affiliation(s)
- Hanyong Zeng
- China-Croatia "Belt and Road" Joint Laboratory on Biodiversity and Ecosystem Services, Ecological Restoration and Biodiversity Conservation Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yijin Wang
- School of Light Industry and Food Engineering, Guangxi University, Nanning 530004, China
| | - Zhen Zhao
- School of Light Industry and Food Engineering, Guangxi University, Nanning 530004, China
| | - Dalin Zhu
- China-Croatia "Belt and Road" Joint Laboratory on Biodiversity and Ecosystem Services, Ecological Restoration and Biodiversity Conservation Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China
| | - Hongxia Xia
- China-Croatia "Belt and Road" Joint Laboratory on Biodiversity and Ecosystem Services, Ecological Restoration and Biodiversity Conservation Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China; School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang 621010, China
| | - Yihua Wei
- School of Light Industry and Food Engineering, Guangxi University, Nanning 530004, China
| | - Peigang Kuang
- Jiuzhaigou Nature Reserve Administration Bureau, Jiuzhaigou 623402, China
| | - Dejun An
- Huanglong Nature Reserve Administration Bureau, Songpan 623300, China
| | - Ke Chen
- School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang 621010, China
| | - Ruilong Li
- School of Light Industry and Food Engineering, Guangxi University, Nanning 530004, China
| | - Yanbao Lei
- China-Croatia "Belt and Road" Joint Laboratory on Biodiversity and Ecosystem Services, Ecological Restoration and Biodiversity Conservation Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China.
| | - Geng Sun
- China-Croatia "Belt and Road" Joint Laboratory on Biodiversity and Ecosystem Services, Ecological Restoration and Biodiversity Conservation Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China.
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10
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Chand R, Iordachescu L, Bäckbom F, Andreasson A, Bertholds C, Pollack E, Molazadeh M, Lorenz C, Nielsen AH, Vollertsen J. Treating wastewater for microplastics to a level on par with nearby marine waters. WATER RESEARCH 2024; 256:121647. [PMID: 38657311 DOI: 10.1016/j.watres.2024.121647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 03/10/2024] [Accepted: 04/18/2024] [Indexed: 04/26/2024]
Abstract
Retention of microplastics (MPs) at the third largest wastewater treatment plant (WWTP) in Sweden was investigated. The plant is one of the most modern and advanced of its kind, with rapid sand filter for tertiary treatment in combination with mechanical, biological, and chemical treatment. It achieved a significantly high treatment efficiency, which brought the MP concentration in its discharge on par with concentrations measured in marine waters of the same region. This novel data shows that properly designed modern WWTPs can reduce the MP content of sewage down to background levels measured in the receiving aquatic environment. Opposite to current understanding of the retention of MP by WWTPs, a modern and well-designed WWTP does not have to be a significant point source for MP. MPs were quantified at all major treatment steps, including digester inlet and outlet sludge. MPs sized 10-500 µm were analyzed by a focal plane array based micro-Fourier transform infrared (FPA-µFTIR) microscopy, a hyperspectral imaging technique, while MPs above 500 µm were analyzed by Attenuated Total Reflectance-Fourier transform infrared (ATR-FTIR) spectroscopy. Mass was estimated from the hyperspectral images for MPs <500 µm and from microscope images >500 µm. The overall treatment efficiency was in terms of MP counts 99.98 %, with a daily input of 6.42 × 1010 and output of 1.04 × 107 particles. The mass removal efficiency was 99.99 %. The mechanical part of the treatment, the pre-treatment, and primary stages, reduced both the MP counts and mass by approximately 71 %. The combined biological treatment, secondary settling, and final polishing with rapid sand filtration removed nearly all the remaining 29 %. MPs became successively smaller as they passed the different treatment steps. The digester inlet received 1.04 × 1011 MPs daily, while it discharged 9.96 × 1010 MPs, causing a small but not significant decrease in MP counts, with a corresponding MP mass reduction of 9.56 %.
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Affiliation(s)
- Rupa Chand
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, Aalborg 9200, Denmark.
| | - Lucian Iordachescu
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, Aalborg 9200, Denmark
| | - Frida Bäckbom
- Käppala, Södra Kungsvägen 315, Lidingö 18163, Sweden
| | | | | | | | - Marziye Molazadeh
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, Aalborg 9200, Denmark
| | - Claudia Lorenz
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, Aalborg 9200, Denmark; Department of Science and Environment, Roskilde University, Roskilde 4000, Denmark
| | - Asbjørn Haaning Nielsen
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, Aalborg 9200, Denmark
| | - Jes Vollertsen
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, Aalborg 9200, Denmark
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11
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Iordachescu L, Rullander G, Lykkemark J, Dalahmeh S, Vollertsen J. An integrative analysis of microplastics in spider webs and road dust in an urban environment-webbed routes and asphalt Trails. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 359:121064. [PMID: 38703647 DOI: 10.1016/j.jenvman.2024.121064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 04/19/2024] [Accepted: 04/29/2024] [Indexed: 05/06/2024]
Affiliation(s)
- Lucian Iordachescu
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220, Aalborg Øst, Denmark.
| | - Gabriella Rullander
- Uppsala University, Department of Earth Sciences, Villavägen 16, 752 36, Uppsala, Sweden
| | - Jeanette Lykkemark
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220, Aalborg Øst, Denmark
| | - Sahar Dalahmeh
- Uppsala University, Department of Earth Sciences, Villavägen 16, 752 36, Uppsala, Sweden
| | - Jes Vollertsen
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220, Aalborg Øst, Denmark
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12
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Iannuzzi Z, Mourier B, Winiarski T, Lipeme-Kouyi G, Polomé P, Bayard R. Contribution of different land use catchments on the microplastic pollution in detention basin sediments. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 348:123882. [PMID: 38548157 DOI: 10.1016/j.envpol.2024.123882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/13/2024] [Revised: 03/01/2024] [Accepted: 03/25/2024] [Indexed: 04/04/2024]
Abstract
The assessment of microplastic (MP) pollution in urban areas is essential considering its abundance in freshwater, particularly due to urban wet weather discharge. The precise sources of MPs must be identified to better understand its characteristics. This study examines the relationship between MP pollution in detention basin sediments and land use in the investigated catchments. The study of stormwater management infrastructure, mainly in detention basins, has enabled the quantification of MP abundance in sediments conveyed by stormwater in urban areas. Sediment sampling was conducted in ten detention basins and one combined sewer overflow (CSO) structure in the Lyon metropolitan area, France. These basins correspond to stormwater outlets of representative urban catchment areas. MP extraction involves densimetric separation and organic matter degradation. MPs were then characterized using micro-Fourier infrared spectroscopy and siMPle software. This protocol identified MPs between 50 and 500 μm in the study sites. This study highlights the high abundance in the collected sediment samples, ranging from 2,525 to 1,218,82 MP kg-1 by dry weight sediment. The MPs found have a median size around 115 μm, making them very small MPs that are mainly composed of polypropylene followed by polyethylene and polystyrene or polyethylene terephthalate. The abundance of MPs in sediments is associated with the land use type. Catchments in predominantly industrial and commercial zones were more significantly polluted with MPs compared with those in predominantly agricultural or heterogeneous zones. Finally, statistical analyses revealed links between sedimentary and urban parameters and MPs concentrations. Several recommendations are given for future research, notably concerning the analyzing of stormwater sediments to understand the sources of MP pollution.
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Affiliation(s)
- Zoé Iannuzzi
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, ENTPE, UMR 5023 LEHNA, F-69518, Vaulx-en-Velin, France; INSA Lyon, DEEP, EA 7429, 69621, Villeurbanne, France
| | - Brice Mourier
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, ENTPE, UMR 5023 LEHNA, F-69518, Vaulx-en-Velin, France.
| | - Thierry Winiarski
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, ENTPE, UMR 5023 LEHNA, F-69518, Vaulx-en-Velin, France
| | | | - Philippe Polomé
- Univ Lyon, Université Lumière Lyon 2, GATE UMR 5824, F-69130, Ecully, France
| | - Rémy Bayard
- INSA Lyon, DEEP, EA 7429, 69621, Villeurbanne, France
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13
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Klemmensen NDR, Chand R, Blanco MS, Vollertsen J. Microplastic abundance in sludge-treated fields: Variance and estimated half-life. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 922:171394. [PMID: 38431170 DOI: 10.1016/j.scitotenv.2024.171394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Revised: 02/26/2024] [Accepted: 02/28/2024] [Indexed: 03/05/2024]
Abstract
This study investigated the abundance of microplastic (MP) in agricultural soil fertilised with sludge, assessing the variation in MP count and estimated mass in three long-term field trials treated excessively with sludge in 2003-2012. Ten samples were taken from each of the three fields with concentrations ranging from 2392 to 48,791 counts kg-1, where over 50 % of the MPs were polyester and acrylic. Due to the considerable variation in concentration, the impact of the number of sub-samples on the predicted measured concentration was estimated applying a Monto Carlo simulation approach. Choosing the number of sampling points is a compromise between acceptable sampling error and available resources. The simulations showed an increasingly high risk of obtaining an outlier when taking less than approx. ten subsamples. When ending fertilisation with sludge, the estimated half-life for the MPs measured by counts was approx. 2.5 years, whereas the half-life for the MP estimated mass was approx. 4 years. Hence, smaller particles seemed to degrade and/or migrate elsewhere the fastest.
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Affiliation(s)
- Nanna D R Klemmensen
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark.
| | - Rupa Chand
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark
| | - María S Blanco
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark
| | - Jes Vollertsen
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark
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14
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Liu Y, Lüttjohann S, Vianello A, Lorenz C, Liu F, Vollertsen J. Detecting small microplastics down to 1.3 μm using large area ATR-FTIR. MARINE POLLUTION BULLETIN 2024; 198:115795. [PMID: 38006870 DOI: 10.1016/j.marpolbul.2023.115795] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Revised: 10/18/2023] [Accepted: 11/12/2023] [Indexed: 11/27/2023]
Abstract
Large area attenuated total reflectance-Fourier transform infrared spectroscopy (LAATR-FTIR) is introduced as a novel technique for detecting small microplastics (MPs) down to 1.3 μm. Two different LAATR units, one with a zinc selenide (ZnSe) and one with a germanium (Ge) crystal, were used to detect reference MPs < 20 μm, and MPs in marine water samples, and compared with μ-FTIR in transmission mode. The LAATR units performed well in identifying small MPs down to 1.3 μm. However, they were poorly suited for large MPs as uneven particle thickness resulted in uneven contact between crystal and particle, misinterpreting large MPs as many small MPs. However, for more homogeneous matrices, the technique was promising. Further assessment indicated that there was little difference in spectra quality between transmission mode and LAATR mode. All in all, while LAATR units struggle to substitute transmission mode, it provides additional information and valuable information on small MPs.
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Affiliation(s)
- Yuanli Liu
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Denmark; College of Environmental and Biological Engineering, Putian University, Putian 351100, China; Fujian Provincial Key Laboratory of Ecology-Toxicological Effects and Control for Emerging Contaminants, Putian University, Putian 351100, China; Key Laboratory of Ecological Environment and Information Atlas, Fujian Provincial University, Putian 351100, Fujian, China.
| | - Stephan Lüttjohann
- Bruker Optics GmbH & Co. KG, Rudolf-Plank-Straße 27, 76275 Ettlingen, Germany
| | - Alvise Vianello
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Denmark
| | - Claudia Lorenz
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Denmark
| | - Fan Liu
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Denmark
| | - Jes Vollertsen
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Denmark
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15
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Yang H, Foroutan H. Effects of near-bed turbulence on microplastics fate and transport in streams. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 905:167173. [PMID: 37730059 DOI: 10.1016/j.scitotenv.2023.167173] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 09/06/2023] [Accepted: 09/15/2023] [Indexed: 09/22/2023]
Abstract
Quantifying the impact of hyporheic exchange is crucial for understanding the transport and fate of microplastics in streams. In this study, we conducted several Computational Fluid Dynamics (CFD) simulations to investigate near-bed turbulence and analyze vertical hyporheic exchange. Different arranged spheres were used to represent rough and permeable sediment beds in natural rivers. The velocities associated with vertical hyporheic flux and the gravitational force were compared to quantify the susceptibility of microplastics to hyporheic exchange. Four scenario cases representing different channel characteristics were studied and their effects on microplastics movements through hyporheic exchange were quantitatively studied. Results show that hyporheic exchange flow can significantly influence the fate and transport of microplastics of small and light-weighted microplastics. Under certain conditions, hyporheic exchange flow can dominate the behavior of microplastics with sizes up to around 800 μm. This dominance is particularly evident near the sediment-water interface, especially at the top layer of sediments. Higher bed porosity enhances the exchange of microplastics between water and sediment, while increased flow conditions extend the vertical exchange zone into deeper layers of the bed. Changes in the bedform lead to the most pronounced vertical hyporheic exchange, emphasizing the control of morphological features on microplastics transport. Furthermore, it is found that sweep-ejection events are prevailing near the bed surface, serving as a mechanism for microplastics transport in rivers. As moving from the water column to deeper layers in the sediment bed, there's a shift from sweeps dominance to ejections dominance, indicating changes of direction in microplastics movement at different locations.
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Affiliation(s)
- Huan Yang
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA 24061, United States
| | - Hosein Foroutan
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA 24061, United States.
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16
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Molazadeh MS, Liu F, Lykkemark J, Lordachescu L, Nielsen AH, Vollertsen J. What is hiding below the surface - MPs including TWP in an urban lake. ENVIRONMENT INTERNATIONAL 2023; 182:108282. [PMID: 37952413 DOI: 10.1016/j.envint.2023.108282] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 10/14/2023] [Accepted: 10/20/2023] [Indexed: 11/14/2023]
Abstract
Inland lakes play an important role as habitats for local species and are often essential drinking water reservoirs. However, there is limited information about the presence of microplastics (MPs) in these water bodies. Thirteen sediment samples were collected across a Danish urban lake to map MPs, including tyre wear particles (TWP). The lower size detection limit was 10 µm. MPs were quantified as counts, size, and polymer type by Fourier-transform infrared microspectroscopy (µFTIR) and mass estimated from the 2D projections of the MPs. As TWP cannot be determined by µFTIR, counts and sizes could not be quantified by this technique. Instead, TWP mass was determined by pyrolysis gas chromatography mass spectrometry (Py-GC/MS). The average MP abundance was 279 mg kg-1 (µFTIR), of which 19 mg kg-1 (Py-GC/MS) were TWP. For MPs other than tyre wear, the average MP count concentration was 11,312 counts kg-1. Urban runoff from combined sewer overflows and separate stormwater outlets combined with outflow from a wastewater treatment plant were potential point sources. The spatial variation was substantial, with concentrations varying several orders of magnitude. There was no pattern in concentration across the lake, and the distribution of high and low values seemed random. This indicates that large sampling campaigns encompassing the entire lake are key to an accurate quantification. No preferential spatial trend in polymer characteristics was identified. For MPs other than TWP, the size of buoyant and non-buoyant polymers showed no significant difference across the lake, suggesting that the same processes brought them to the sediment, regardless of their density. Moreover, MP abundance was not correlated to sediment properties, further indicating a random occurrence of MPs in the lake sediments. These findings shed light on the occurrence and distribution of MPs, including TWP, in an inland lake, improving the basis for making mitigation decisions.
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Affiliation(s)
- Marziye Shabnam Molazadeh
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark.
| | - Fan Liu
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark
| | - Jeanette Lykkemark
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark
| | - Lucian Lordachescu
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark
| | - Asbjørn Haaning Nielsen
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark
| | - Jes Vollertsen
- Aalborg University, Section of Civil and Environmental Engineering, Department of the Built Environment, Thomas Manns Vej 23, 9220 Aalborg Øst, Denmark
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17
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Liu Y, Prikler B, Bordós G, Lorenz C, Vollertsen J. Does microplastic analysis method affect our understanding of microplastics in the environment? THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 902:166513. [PMID: 37619728 DOI: 10.1016/j.scitotenv.2023.166513] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 08/21/2023] [Accepted: 08/21/2023] [Indexed: 08/26/2023]
Abstract
Two analytical methods - both in active use at different laboratories - were tested and compared against each other to investigate how the procedure influences microplastic (MP) detection with micro Fourier Transform Infrared Spectroscopy (μFTIR) imaging. A representative composite water sample collected from the Danube River was divided into 12 subsamples, and processed following two different methods, which differed in MP isolation procedures, the optical substrate utilized for the chemical imaging, and the detection limit of the spectroscopic instruments. The first instrument had a nominal pixel resolution of 5.5 μm, while the second had a nominal resolution of 25 μm. These two methods led to different MP abundance, MP mass estimates, but not MP characteristics. Only looking at MPs > 50 μm, the first method showed a higher MP abundance, namely 418-2571 MP m-3 with MP mass estimates of 703-1900 μg m-3, while the second method yielded 16.7-72.1 MP m-3 with mass estimates of 222-439 μg m-3. Looking deeper into the steps of the methods showed that the MP isolation procedure contributed slightly to the difference in the result. However, the variability between individual samples was larger than the difference caused by the methods. Somewhat sample-dependent, the use of two different substrates (zinc selenide windows versus Anodisc filters) caused a substantial difference between results. This was due to a higher tendency for particles to agglomerate on the Anodisc filters, and an 'IR-halo' around particles on ZnSe windows when scanning with μFTIR. Finally, the μFTIR settings and nominal resolution caused significant differences in identifying MP size and mass estimate, which showed that the smaller the pixel size, the more accurately the particle boundary can be defined. These findings contributed to explaining disagreements between studies and addressed the importance of harmonization of methods.
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Affiliation(s)
- Yuanli Liu
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Denmark.
| | - Bence Prikler
- Eurofins Analytical Services Hungary Ltd., 6. Anonymus st., Budapest 1045, Hungary; Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, 2100 Gödöllő, Hungary
| | - Gábor Bordós
- Eurofins Analytical Services Hungary Ltd., 6. Anonymus st., Budapest 1045, Hungary
| | - Claudia Lorenz
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Denmark; Department of Science and Environment, Roskilde University, 4000 Roskilde, Denmark
| | - Jes Vollertsen
- Department of the Built Environment, Aalborg University, Thomas Manns Vej 23, 9220 Aalborg, Denmark
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18
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Rullander G, Lorenz C, Herbert RB, Strömvall AM, Vollertsen J, Dalahmeh SS. How effective is the retention of microplastics in horizontal flow sand filters treating stormwater? JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 344:118690. [PMID: 37586166 DOI: 10.1016/j.jenvman.2023.118690] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 07/10/2023] [Accepted: 07/25/2023] [Indexed: 08/18/2023]
Abstract
Microplastics accumulate in stormwater and can ultimately enter freshwater recipients, and pose a serious risk to aquatic life. This study investigated the effectiveness of lab-scale horizontal flow sand filters of differing lengths (25, 50 and 100 cm) in retaining four types of thermoplastic microplastics commonly occurring in stormwater runoff (polyamide, polyethylene, polypropylene, and polyethylene terephthalate). Despite the differences in particle shape, size and density, the study revealed that more than 98% of the spiked microplastics were retained in all filters, with a slightly increased removal with increased filter length. At a flow rate of 1 mL/min and after one week of operation, 62-84% of the added microplastics agglomerated in the first 2 cm of the filters. The agglomerated microplastics included 96% of high-density fibers. Larger-sized particles were retained in the sand media, while microplastics smaller than 50 μm were more often detected in the effluent. Microplastics were quantified and identified using imaging based micro Fourier Transform Infrared Spectroscopy. The efficient retention of microplastics in low-flow horizontal sand filters, demonstrated by the results, highlights their potential importance for stormwater management. This retention is facilitated by various factors, including microplastic agglomeration, particle sedimentation of heavy fibers and favorable particle-to-media size ratios.
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Affiliation(s)
- Gabriella Rullander
- Department of Earth Sciences, Uppsala University, Villavägen 16, SE-752 36, Sweden.
| | - Claudia Lorenz
- Aalborg University, Department of The Built Environment, Thomas Manns Vej 23, 9220, Aalborg Øst, Denmark
| | - Roger B Herbert
- Department of Earth Sciences, Uppsala University, Villavägen 16, SE-752 36, Sweden
| | - Ann-Margret Strömvall
- Water Environment Technology, Department of Architecture and Civil Engineering, Chalmers University of Technology, SE-412 96, Gothenburg, Sweden
| | - Jes Vollertsen
- Aalborg University, Department of The Built Environment, Thomas Manns Vej 23, 9220, Aalborg Øst, Denmark
| | - Sahar S Dalahmeh
- Department of Earth Sciences, Uppsala University, Villavägen 16, SE-752 36, Sweden
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19
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Liu F, Rasmussen LA, Klemmensen NDR, Zhao G, Nielsen R, Vianello A, Rist S, Vollertsen J. Shapes of Hyperspectral Imaged Microplastics. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:12431-12441. [PMID: 37561646 PMCID: PMC10448723 DOI: 10.1021/acs.est.3c03517] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 07/25/2023] [Accepted: 07/26/2023] [Indexed: 08/12/2023]
Abstract
Shape matters for microplastics, but its definition, particularly for hyperspectral imaged microplastics, remains ambiguous and inexplicit, leading to incomparability across data. Hyperspectral imaging is a common approach for quantification, yet no unambiguous microplastic shape classification exists. We conducted an expert-based survey and proposed a set of clear and concise shapes (fiber, rod, ellipse, oval, sphere, quadrilateral, triangle, free-form, and unidentifiable). The categories were validated on images of 11,042 microplastics from four environmental compartments (seven matrices: indoor air; wastewater influent, effluent, and sludge; marine water; stormwater; and stormwater pond sediments), by inviting five experts to score each shape. We found that the proposed shapes were well defined, representative, and distinguishable to the human eye, especially for fiber and sphere. Ellipse, oval, and rod were though less distinguishable but dominated in all water and solid matrices. Indoor air held more unidentifiable, an abstract shape that appeared mostly for particles below 30 μm. This study highlights the need for assessing the recognizability of chosen shape categories prior to reporting data. Shapes with a clear and stringent definition would increase comparability and reproducibility across data and promote harmonization in microplastic research.
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Affiliation(s)
- Fan Liu
- Department
of the Built Environment, Aalborg University, 9220 Aalborg Ø, Denmark
| | - Lasse A. Rasmussen
- Department
of the Built Environment, Aalborg University, 9220 Aalborg Ø, Denmark
| | | | - Guohan Zhao
- Research
Centre for Built Environment, Energy, Water and Climate, VIA University College, 8700 Horsens, Denmark
| | - Rasmus Nielsen
- Department
of the Built Environment, Aalborg University, 9220 Aalborg Ø, Denmark
| | - Alvise Vianello
- Department
of the Built Environment, Aalborg University, 9220 Aalborg Ø, Denmark
| | - Sinja Rist
- National
Institute of Aquatic Resources, Technical
University of Denmark, 2800 Kongens Lyngby, Denmark
| | - Jes Vollertsen
- Department
of the Built Environment, Aalborg University, 9220 Aalborg Ø, Denmark
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