Environmental Risk Assessment of Silver Nanoparticles in Aquatic Ecosystems Using Fuzzy Logic

The rapid development of nanotechnology has stimulated the use of silver nanoparticles (AgNPs) in various fields that leads to their presence in different ecosystem compartments, in particular aquatic ecosystems. Several studies have shown that a variety of living organisms are affected by AgNPs. Th...

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Main Authors: Rosember Ramirez, Vicenç Martí, Rosa Mari Darbra
Format: Article
Language:English
Published: MDPI AG 2022-06-01
Series:Water
Subjects:
Online Access:https://www.mdpi.com/2073-4441/14/12/1885
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author Rosember Ramirez
Vicenç Martí
Rosa Mari Darbra
author_facet Rosember Ramirez
Vicenç Martí
Rosa Mari Darbra
author_sort Rosember Ramirez
collection DOAJ
description The rapid development of nanotechnology has stimulated the use of silver nanoparticles (AgNPs) in various fields that leads to their presence in different ecosystem compartments, in particular aquatic ecosystems. Several studies have shown that a variety of living organisms are affected by AgNPs. Therefore, a methodology to assess the risk of AgNPs for aquatic ecosystems was developed. The methodology is based on fuzzy logic, a proven method for dealing with variables with an associated uncertainty, as is the case with many variables related to AgNPs. After a careful literature search, a selection of relevant variables was carried out and the fuzzy model was designed. From inputs such as AgNPs’ size, shape, and coating, it is possible to determine their level of toxicity which, together with their level of concentration, are sufficient to create a risk assessment. Two case studies to assess this methodology are presented, one involving continuous effluent from a wastewater treatment plant and the second involving an accidental spill. The results showed that the accidental spills have a higher risk than WWTP release, with the combination of Plates–BPEI being the most toxic one. This approach can be adapted to different situations and types of nanoparticles, making it highly useful for both stakeholders and decision makers.
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spelling doaj.art-a4d041ede42e4361ad63b912dd1ca2382023-11-23T19:29:04ZengMDPI AGWater2073-44412022-06-011412188510.3390/w14121885Environmental Risk Assessment of Silver Nanoparticles in Aquatic Ecosystems Using Fuzzy LogicRosember Ramirez0Vicenç Martí1Rosa Mari Darbra2Resource Recovery and Environmental Management (R2EM), Department of Chemical Engineering, Universitat Politècnica de Catalunya, 08028 Barcelona, SpainResource Recovery and Environmental Management (R2EM), Department of Chemical Engineering, Universitat Politècnica de Catalunya, 08028 Barcelona, SpainResource Recovery and Environmental Management (R2EM), Department of Chemical Engineering, Universitat Politècnica de Catalunya, 08028 Barcelona, SpainThe rapid development of nanotechnology has stimulated the use of silver nanoparticles (AgNPs) in various fields that leads to their presence in different ecosystem compartments, in particular aquatic ecosystems. Several studies have shown that a variety of living organisms are affected by AgNPs. Therefore, a methodology to assess the risk of AgNPs for aquatic ecosystems was developed. The methodology is based on fuzzy logic, a proven method for dealing with variables with an associated uncertainty, as is the case with many variables related to AgNPs. After a careful literature search, a selection of relevant variables was carried out and the fuzzy model was designed. From inputs such as AgNPs’ size, shape, and coating, it is possible to determine their level of toxicity which, together with their level of concentration, are sufficient to create a risk assessment. Two case studies to assess this methodology are presented, one involving continuous effluent from a wastewater treatment plant and the second involving an accidental spill. The results showed that the accidental spills have a higher risk than WWTP release, with the combination of Plates–BPEI being the most toxic one. This approach can be adapted to different situations and types of nanoparticles, making it highly useful for both stakeholders and decision makers.https://www.mdpi.com/2073-4441/14/12/1885silver nanoparticlesrisk assessmentaquatic ecosystemsfuzzy logic
spellingShingle Rosember Ramirez
Vicenç Martí
Rosa Mari Darbra
Environmental Risk Assessment of Silver Nanoparticles in Aquatic Ecosystems Using Fuzzy Logic
Water
silver nanoparticles
risk assessment
aquatic ecosystems
fuzzy logic
title Environmental Risk Assessment of Silver Nanoparticles in Aquatic Ecosystems Using Fuzzy Logic
title_full Environmental Risk Assessment of Silver Nanoparticles in Aquatic Ecosystems Using Fuzzy Logic
title_fullStr Environmental Risk Assessment of Silver Nanoparticles in Aquatic Ecosystems Using Fuzzy Logic
title_full_unstemmed Environmental Risk Assessment of Silver Nanoparticles in Aquatic Ecosystems Using Fuzzy Logic
title_short Environmental Risk Assessment of Silver Nanoparticles in Aquatic Ecosystems Using Fuzzy Logic
title_sort environmental risk assessment of silver nanoparticles in aquatic ecosystems using fuzzy logic
topic silver nanoparticles
risk assessment
aquatic ecosystems
fuzzy logic
url https://www.mdpi.com/2073-4441/14/12/1885
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AT vicencmarti environmentalriskassessmentofsilvernanoparticlesinaquaticecosystemsusingfuzzylogic
AT rosamaridarbra environmentalriskassessmentofsilvernanoparticlesinaquaticecosystemsusingfuzzylogic