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Høiberg MA, Stadler K, Verones F. Disentangling marine plastic impacts in Life Cycle Assessment: Spatially explicit Characterization Factors for ecosystem quality. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 949:175019. [PMID: 39059661 DOI: 10.1016/j.scitotenv.2024.175019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 07/11/2024] [Accepted: 07/23/2024] [Indexed: 07/28/2024]
Abstract
Inputs of persistent plastic items to marine environments continue to pose a serious and long-term threat to marine fauna and ecosystem health, justifying further interventions on local and global scales. While Life Cycle Assessment (LCA) is frequently used for sustainability evaluations by industries and policymakers, plastic leakage to the environment and its subsequent impacts remains absent from the framework. Incorporating plastic pollution in the assessments requires development of both inventories and impact assessment methods. Here, we propose spatially explicit Characterization Factors (CF) for quantifying the impacts of plastic entanglement on marine megafauna (mammals, birds and reptiles) on a global scale. We utilize Lagrangian particle tracking and a Species Sensitivity Distribution (SSD) model along with species susceptibility records to estimate potential entanglement impacts stemming from lost plastic-based fishing gear. By simulating plastic losses from fishing hotspots within all Exclusive Economic Zones (EEZs) we provide country-specific impact estimates for use in LCA. The impacts were found to be similar across regions, although the median CF associated with Oceania was higher compared to Europe, Africa and Asia. Our findings underscore the presence of susceptible species across the world and the transboundary issue of plastic pollution. We discuss the application of the factors and identify areas of further refinement that can contribute towards a comprehensive assessment of macroplastic pollution in sustainability assessments. Degradation and beaching rates for different types of fishing gear remain a research gap, along with population-level effects on marine taxa beyond surface breathing megafauna. Increasing the coverage of impacts specific to the marine realm in LCA alongside other stressors can facilitate informed decision-making towards more sustainable marine resource management.
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Affiliation(s)
- Marthe A Høiberg
- Industrial Ecology Programme, Norwegian University of Science and Technology, Trondheim, Norway.
| | - Konstantin Stadler
- Industrial Ecology Programme, Norwegian University of Science and Technology, Trondheim, Norway
| | - Francesca Verones
- Industrial Ecology Programme, Norwegian University of Science and Technology, Trondheim, Norway
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2
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Shen X, Lin M, Chong H, Zhang J, Li X, Robins P, Bi Q, Zhu Y, Zhang Y, Chen Q. Settling and rising velocities of microplastics: Laboratory experiments and lattice Boltzmann modeling. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 363:125107. [PMID: 39419464 DOI: 10.1016/j.envpol.2024.125107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Revised: 09/28/2024] [Accepted: 10/09/2024] [Indexed: 10/19/2024]
Abstract
Microplastics (MPs) have become pervasive in marine ecosystems, potentially causing environmental degradation, impacting ecological function, and posing a serious public health risk. Despite the widespread distribution of MPs, their vertical transport within a water column has limited understanding, representing a key knowledge gap in the development of water quality models to minimize these risks. In this study, 6152 individual particles of six common types of MPs were observed through water column experiments to examine a range of drivers of the vertical velocity of MPs, including particle density and size, biofilm growth, water temperature, and salinity. The experimental results revealed that the vertical velocity of MPs obeyed Stokes' law under laminar conditions; increasing salinity decreased the settling tendency of the particles. Moreover, biofilm attachment induced notable alterations in particle characteristics within 60 days, resulting in slower settling velocities (up to a 21.9% change for non-buoyant MPs) and even a reversed vertical direction (up to several times for buoyant particles). Furthermore, a lattice Boltzmann model could predict the vertical velocity of MPs with reasonable accuracy, especially for small particles. This work facilitates the development of sophisticated models/formulas that integrate particle morphology, hydrodynamics, and biological factors to enhance the understanding of MP transport through the river-to-coastal continuum.
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Affiliation(s)
- Xiaoteng Shen
- The National Key Laboratory of Water Disaster Prevention, Hohai University, Nanjing, China; Jiangsu Key Laboratory of Coast Ocean Resources Development and Environment Security, Hohai University, Nanjing, China.
| | - Mingze Lin
- The National Key Laboratory of Water Disaster Prevention, Hohai University, Nanjing, China
| | - Haoyu Chong
- The National Key Laboratory of Water Disaster Prevention, Hohai University, Nanjing, China
| | - Jinfeng Zhang
- State Key Laboratory of Hydraulic Engineering Intelligent Construction and Operation, Tianjin University, Tianjin, China
| | - Xiaorong Li
- School of Ocean Sciences, Bangor University, Bangor, UK
| | - Peter Robins
- School of Ocean Sciences, Bangor University, Bangor, UK
| | - Qilong Bi
- Coastal and Marine Systems, Deltares, Delft, the Netherlands
| | - Yuliang Zhu
- The National Key Laboratory of Water Disaster Prevention, Hohai University, Nanjing, China.
| | - Ying Zhang
- The National Key Laboratory of Water Disaster Prevention, Hohai University, Nanjing, China; Jiangxi Water Resources Institute, Nanchang, China
| | - Qiqing Chen
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai, China
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3
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Lofty J, Valero D, Moreno-Rodenas A, Belay BS, Wilson C, Ouro P, Franca MJ. On the vertical structure of non-buoyant plastics in turbulent transport. WATER RESEARCH 2024; 254:121306. [PMID: 38432001 DOI: 10.1016/j.watres.2024.121306] [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: 11/20/2023] [Revised: 01/24/2024] [Accepted: 02/10/2024] [Indexed: 03/05/2024]
Abstract
Plastic pollution is overflowing in rivers. A limited understanding of the physics of plastic transport in rivers hinders monitoring, the prediction of plastic fate and restricts the implementation of effective mitigation strategies. This study investigates two unexplored aspects of plastic transport dynamics across the near-surface, suspended and bed load layers: (i) the complex settling behaviour of plastics and (ii) their influence on plastic transport in river-like flows. Through hundreds of settling tests and thousands of 3D reconstructed plastic transport experiments, our findings show that plastics exhibit unique settling patterns and orientations, due to their geometric anisotropy, revealing a multimodal distribution of settling velocities. In the transport experiments, particle-bed interactions enhanced mixing beyond what established turbulent transport theories (Rouse profile) could predict in low-turbulence conditions, which extends the bed load layer beyond the classic definition of the bed load layer thickness for natural sediments. We propose a new vertical structure of turbulent transport equation that considers the stochastic nature of heterogeneous negatively buoyant plastics and their singularities.
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Affiliation(s)
- James Lofty
- Cardiff University, School of Engineering, Hydro-Environmental Research Centre, Wales, UK.
| | - Daniel Valero
- Karlsruhe Institute of Technology, Institute of Water and Environment, Karlsruhe, Germany; Water Resources and Ecosystems Department, IHE Delft, Delft, the Netherlands; Presently: Imperial College London, Civil and Environmental Department, London, UK.
| | | | - Biruk S Belay
- Hydraulic Engineering Chair, Helmut Schmidt University, Hamburg, Germany
| | - Catherine Wilson
- Cardiff University, School of Engineering, Hydro-Environmental Research Centre, Wales, UK
| | - Pablo Ouro
- School of Mechanical, Aerospace and Civil Engineering, University of Manchester, Manchester, UK
| | - Mário J Franca
- Karlsruhe Institute of Technology, Institute of Water and Environment, Karlsruhe, Germany
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4
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Lotcheris RA, Schreyers LJ, Bui TKL, Thi KVL, Nguyen HQ, Vermeulen B, van Emmerik THM. Plastic does not simply flow into the sea: River transport dynamics affected by tides and floating plants. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 345:123524. [PMID: 38355090 DOI: 10.1016/j.envpol.2024.123524] [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: 05/09/2023] [Revised: 12/20/2023] [Accepted: 02/06/2024] [Indexed: 02/16/2024]
Abstract
Plastic pollution is ubiquitous in aquatic environments worldwide. Rivers connect terrestrial and marine ecosystems, playing a key role in the transport of land-based plastic waste towards the sea. Emerging research suggests that in estuaries and tidal rivers, tidal dynamics play a significant role in plastic transport and retention dynamics. To date, observations in these systems have been limited, and plastic transport dynamics during single tidal cycles remain poorly understood. Here, we investigated plastic transport, trapping, and re-mobilization of macroplastics (> 0.5 cm) in the Saigon River, focusing on short-term dynamics of individual tidal cycles. We used GPS trackers, released at different stages of the tidal cycle (ebb, flood, neap, spring). Plastic items demonstrated dynamic and intermittent transport behavior. Items spent almost half of the time (49%) temporarily stopped, mainly due to their entrapment in vegetation, infrastructure, or deposition on riverbanks. Items were almost always re-mobilized within 10 h (85%), leading to successive phases of stopping and transport. Tidal dynamics also resulted in bidirectional transport of plastic items, with median daily total transport distance within the 40 km study reach (8.9 km day-1) over four times larger than the median daily net distance (2.0 km day-1). The median retention time of plastic items within the reach was 21 days (mean = 202 days). In total, 81% of the retrieved items were trapped within water hyacinths, emphasizing the important role of floating vegetation on river plastic transport dynamics. With this paper, we aim to provide data-driven insights into macroplastic transport and retention dynamics in a tropical tidal river. These are crucial in the design of effective intervention and monitoring strategies, and estimating net plastic emission from rivers into the sea.
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Affiliation(s)
- R A Lotcheris
- Stockholm Resilience Centre, Stockholm University, Stockholm, Sweden; Hydrology and Environmental Hydraulics, Wageningen University, Wageningen, the Netherlands.
| | - L J Schreyers
- Hydrology and Environmental Hydraulics, Wageningen University, Wageningen, the Netherlands
| | - T K L Bui
- Institute for Circular Economy Development, Vietnam National University, Ho Chi Minh City, Viet Nam
| | - K V L Thi
- Hydrology and Environmental Hydraulics, Wageningen University, Wageningen, the Netherlands; Faculty of Water Resources, Hanoi University of Natural Resources and Environment, Hanoi, Viet Nam
| | - H-Q Nguyen
- Institute for Circular Economy Development, Vietnam National University, Ho Chi Minh City, Viet Nam
| | - B Vermeulen
- Hydrology and Environmental Hydraulics, Wageningen University, Wageningen, the Netherlands
| | - T H M van Emmerik
- Hydrology and Environmental Hydraulics, Wageningen University, Wageningen, the Netherlands
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5
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Jabeen K, Xu J, Liu K, Zhu L, Li D. Monthly variation and transport of microplastics from the Soan River into the Indus River. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 905:166877. [PMID: 37689211 DOI: 10.1016/j.scitotenv.2023.166877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Revised: 08/22/2023] [Accepted: 09/04/2023] [Indexed: 09/11/2023]
Abstract
The presence of plastic and microplastic pollution in freshwater systems receives extensive concerns for its accumulative trend and potential ecological impacts. This is the first annual study that investigated the monthly profile of plastic pollution in the mouth of the Soan River. Plastic pollutants comprising microplastic content up to 91.7 % were abundantly found during different seasons around the year, ranging from 132.7 items/m3 to 641.3 items/m3. The average abundance of plastics was significantly higher in August (641.3 ± 23.7 items/m3) than in other months. Overall, fibers, large microplastics (L-MPs), and transparent items were dominant by shape (57.7 %), size (61.9 %), and color (24.6 %), respectively. The highest average number of fibers (374.3/m3) and L-MPs (396 items/m3) were recorded during May and remained higher in the surface water from December to May. Fragments (432.3/m3) and S-MPs were observed higher (362.3 items/m3) during the peak rainy month of the summer monsoon season (August). Variations in the abundance and morphotypes were seemingly not only influenced by the seasonal change but also might be due to hydromorphological characteristics of the river, especially riverbed morphology, and the flow of the water. Only 5.2 % of the total items found were identified using μ-FTIR (micro-Fourier Transformed Infrared Spectroscope) which consisted of 70.7 % plastic items. Spectroscopy revealed that polyethylene terephthalate was an abundantly found polymer that largely prevailed in the form of fibers, followed by polypropylene and polyethylene. Most of the fragments, foams, and films were composed of polypropylene, polystyrene, and rayon respectively. Being an urban river, the polymeric profile demonstrated that anthropogenic activities had a significant impact on polluting the river. These findings are a very important source to understand the profile of plastic pollution in the Soan River and also a significant reference for policy-making in controlling plastic pollution among the riverine networks.
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Affiliation(s)
- Khalida Jabeen
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai 200062, China; Institute of Plastic Cycle and Innovation, East China Normal University, 200062 Shanghai, China; Regional Training and Research Center on Plastic Marine Debris and Microplastics, IOC-UNESCO, Shanghai 200241, China
| | - Jiayi Xu
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai 200062, China; Institute of Plastic Cycle and Innovation, East China Normal University, 200062 Shanghai, China; Regional Training and Research Center on Plastic Marine Debris and Microplastics, IOC-UNESCO, Shanghai 200241, China
| | - Kai Liu
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai 200062, China; Institute of Plastic Cycle and Innovation, East China Normal University, 200062 Shanghai, China; Regional Training and Research Center on Plastic Marine Debris and Microplastics, IOC-UNESCO, Shanghai 200241, China
| | - Lixin Zhu
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai 200062, China; Institute of Plastic Cycle and Innovation, East China Normal University, 200062 Shanghai, China; Regional Training and Research Center on Plastic Marine Debris and Microplastics, IOC-UNESCO, Shanghai 200241, China
| | - Daoji Li
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai 200062, China; Institute of Plastic Cycle and Innovation, East China Normal University, 200062 Shanghai, China; Regional Training and Research Center on Plastic Marine Debris and Microplastics, IOC-UNESCO, Shanghai 200241, China.
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6
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Liro M, Zielonka A, van Emmerik THM. Macroplastic fragmentation in rivers. ENVIRONMENT INTERNATIONAL 2023; 180:108186. [PMID: 37716340 DOI: 10.1016/j.envint.2023.108186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 08/09/2023] [Accepted: 09/03/2023] [Indexed: 09/18/2023]
Abstract
The process of macroplastic (>0.5 cm) fragmentation results in the production of smaller plastic particles, which threaten biota and human health and are difficult to remove from the environment. The global coverage and long retention times of macroplastic waste in fluvial systems (ranging from years to centuries) create long-lasting and widespread potential for its fragmentation and the production of secondary micro- and nanoplastics. However, the pathways and rates of this process are mostly unknown and existing experimental data not fully informative, which constitutes a fundamental knowledge gap in our understanding of macroplastic fate in rivers and the transfer of produced microparticles throughout the environment. Here we present a conceptual framework which identifies two types of riverine macroplastic fragmentation controls: intrinsic (resulting from plastic item properties) and extrinsic (resulting from river characteristics and climate). First, based on the existing literature, we identify the intrinsic properties of macroplastic items that make them particularly prone to fragmentation (e.g., film shape, low polymer resistance, previous weathering). Second, we formulate a conceptual model showing how extrinsic controls can modulate the intensity of macroplastic fragmentation in perennial and intermittent rivers. Using this model, we hypothesize that the inundated parts of perennial river channels-as specific zones exposed to the constant transfer of water and sediments-provide particular conditions that accelerate the physical fragmentation of macroplastics resulting from their mechanical interactions with water, sediments, and riverbeds. The unvegetated areas in the non-inundated parts of perennial river channels provide conditions for biochemical fragmentation via photo-oxidation. In intermittent rivers, the whole channel zone is hypothesized to favor both the physical and biochemical fragmentation of macroplastics, with the dominance of the mechanical type during the periods with water flow. Our conceptualization aims to support future experimental and modelling works quantifying plastic footprint of different macroplastic waste in different types of rivers.
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Affiliation(s)
- Maciej Liro
- Institute of Nature Conservation, Polish Academy of Sciences, al. Adama Mickiewicza 33, 31-120 Kraków, Poland.
| | - Anna Zielonka
- Faculty of Geography and Geology, Institute of Geography and Spatial Management, Jagiellonian University, Gronostajowa 7, 30-387 Kraków, Poland
| | - Tim H M van Emmerik
- Hydrology and Environmental Hydraulics Group, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands
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7
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Lofty J, Valero D, Wilson CAME, Franca MJ, Ouro P. Microplastic and natural sediment in bed load saltation: Material does not dictate the fate. WATER RESEARCH 2023; 243:120329. [PMID: 37453401 DOI: 10.1016/j.watres.2023.120329] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Revised: 06/20/2023] [Accepted: 07/07/2023] [Indexed: 07/18/2023]
Abstract
Microplastic (MP) pollution is a well document threat to our aquatic and terrestrial ecosystems, however, the mechanisms by which MPs are transported in river flows are still unknown. The transport of MPs and natural sediment in aquatic flows could be somewhat comparable, as particles are similar in size. However, it is unknown how the lower density of MPs, their shape and their different material properties impact transport dynamics. To answer this, novel laboratory experiments on bed load saltation dynamics in an open-channel flow, using high-speed camera imaging and the detection of 11,035 individual saltation events were used to identify the similarities and differences between spherical MPs and spherical natural sediments transport. The tested MPs and sediment varied in terms of size and material properties (density and elasticity). Our analysis shows that the Rouse number accurately describes saltation length, height, transport velocity and collision angles equally well for both MPs and natural sediments. Through statistical inference, the distribution functions of saltation trajectory characteristics for MPs were analogous to natural sediment with only one sediment experiment (1.4% of cases) differing from all other plastic experiments. Similarly, only nine experiments (9.3% of cases) showed that collision angles for MPs differed from those of natural sediment experiments. Differences observed in terms of restitution become negligible in overall transport dynamics as turbulence overcomes the kinetic energy lost at particle-bed impact, which keeps particle motion independent from impact. Overall, spherical MP particles behave similarly to spherical natural sediments in aquatic environments under the examined experimental conditions. This is significant because there is an established body of knowledge for sediment transport that can serve as a foundation for the study of MP transport.
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Affiliation(s)
- J Lofty
- School of Engineering, Hydro-Environmental Research Centre, Cardiff University, Cardiff, Wales, UK
| | - D Valero
- Karlsruhe Institute of Technology, Karlsruhe, Germany; IHE Delft, Water Resources and Ecosystems Department, Delft, the Netherlands
| | - C A M E Wilson
- School of Engineering, Hydro-Environmental Research Centre, Cardiff University, Cardiff, Wales, UK
| | - M J Franca
- Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - P Ouro
- School of Engineering, University of Manchester, Manchester, UK.
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8
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Born MP, Brüll C, Schaefer D, Hillebrand G, Schüttrumpf H. Determination of Microplastics' Vertical Concentration Transport (Rouse) Profiles in Flumes. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:5569-5579. [PMID: 36976958 PMCID: PMC10132703 DOI: 10.1021/acs.est.2c06885] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 02/22/2023] [Accepted: 03/08/2023] [Indexed: 06/18/2023]
Abstract
The transport behavior of microplastics (MPs) in the fluvial environment is scarcely researched. Besides settling velocities and critical shear stress for erosion, only a few investigations aim at MPs' vertical concentration profile and the underlying theory required. Therefore, this paper's experiments investigate vertical concentration profiles of approximately spherical MP particles (d = 1-3 mm) with densities close to water (0.91-1.13 g/cm3) in flow channels, coupling them with fundamental theory for the first time. The experiments were conducted in a tiling flume (slope of 0-2.4%) at 67 and 80 mm water depth, with a turbulent flow, velocities ranging from 0.4 to 1.8 m/s, and turbulence kinetic energy from 0.002 to 0.08 m2/s2. The measured profiles confirm the assumption that the concentration profile shapes of settling plastics are similar to those of sediments and running reversed for buoyant plastics. Furthermore, the hypothesis of the Rouse formula's applicability for floating and sinking plastics could be confirmed for approximately uniform flows. Future studies tying in with this research should increase particle properties and hydraulic parameter variation.
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Affiliation(s)
- Maximilian P. Born
- Institute
of Hydraulic Engineering and Water Resources Management, RWTH-Aachen University, Mies-van-der-Rohe-Straße 17, 52074 Aachen, Germany
| | - Catrina Brüll
- Institute
of Hydraulic Engineering and Water Resources Management, RWTH-Aachen University, Mies-van-der-Rohe-Straße 17, 52074 Aachen, Germany
| | - Dirk Schaefer
- Federal
Institute for Hydrology, Am Mainzer Tor 1, 56068 Koblenz, Germany
| | - Gudrun Hillebrand
- Federal
Institute for Hydrology, Am Mainzer Tor 1, 56068 Koblenz, Germany
| | - Holger Schüttrumpf
- Institute
of Hydraulic Engineering and Water Resources Management, RWTH-Aachen University, Mies-van-der-Rohe-Straße 17, 52074 Aachen, Germany
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9
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Velimirovic M, Teunkens B, Ghorbanfekr H, Buelens B, Hermans T, Van Damme S, Tirez K, Vanhaecke F. What can we learn from studying plastic debris in the Sea Scheldt estuary? THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 851:158226. [PMID: 35998716 DOI: 10.1016/j.scitotenv.2022.158226] [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: 05/11/2022] [Revised: 08/18/2022] [Accepted: 08/19/2022] [Indexed: 06/15/2023]
Abstract
The Sea Scheldt estuary has been suggested to be a significant pathway for transfer of plastic debris to the North Sea. We have studied 12,801 plastic items that were collected in the Sea Scheldt estuary (Belgium) during 3 sampling campaigns (in spring, summer, and autumn) using a technique called anchor netting. The investigation results indicated that the abundance of plastic debris in the Scheldt River was on average 1.6 × 10-3 items per m3 with an average weight of 0.38 × 10-3 g per m3. Foils were the most abundant form, accounting for >88 % of the samples, followed by fragments for 11 % of the samples and filaments, making up for <1 % of the plastic debris. FTIR spectroscopy of 7 % of the total number of plastic debris items collected in the Sea Scheldt estuary (n = 883) revealed that polypropylene (PP), polyethylene (PE), and polystyrene (PS) originating from disposable packaging materials were the most abundant types of polymers. A limited number of plastic debris items (n = 100) were selected for non-destructive screening of their mineral element composition using micro-X-ray fluorescence spectrometry (μXRF). The corresponding results revealed that S, Ca, Si, P, Al, and Fe were the predominant mineral elements. These elements originate from flame retardants, mineral fillers, and commonly used catalysts for plastic production. Finally, machine learning algorithms were deployed to test a new concept for forensic identification of the different plastic entities based on the most important elements present using a limited subset of PP (n = 36) and PE (n = 35) plastic entities.
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Affiliation(s)
- Milica Velimirovic
- Atomic & Mass Spectrometry-A&MS Research Group, Department of Chemistry, Ghent University, Campus Sterre, Krijgslaan 281-S12, 9000 Ghent, Belgium; Flemish Institute for Technological Research (VITO), Boeretang 200, 2400 Mol, Belgium
| | - Bert Teunkens
- Ecosystem Management Research Group, Department of Biology, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium
| | - Hossein Ghorbanfekr
- Flemish Institute for Technological Research (VITO), Boeretang 200, 2400 Mol, Belgium
| | - Bart Buelens
- Flemish Institute for Technological Research (VITO), Boeretang 200, 2400 Mol, Belgium
| | - Tom Hermans
- Faculty of Technology, UC Leuven-Limburg, Campus Diepenbeek, Agoralaan, gebouw B/1, 3590 Diepenbeek, Belgium
| | - Stefan Van Damme
- Ecosystem Management Research Group, Department of Biology, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium
| | - Kristof Tirez
- Flemish Institute for Technological Research (VITO), Boeretang 200, 2400 Mol, Belgium
| | - Frank Vanhaecke
- Atomic & Mass Spectrometry-A&MS Research Group, Department of Chemistry, Ghent University, Campus Sterre, Krijgslaan 281-S12, 9000 Ghent, Belgium.
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