Machine learning prediction and interpretation of the impact of microplastics on soil properties
Published 2023 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Machine learning prediction and interpretation of the impact of microplastics on soil properties
Authors
Keywords
-
Journal
ENVIRONMENTAL POLLUTION
Volume -, Issue -, Pages 122833
Publisher
Elsevier BV
Online
2023-11-06
DOI
10.1016/j.envpol.2023.122833
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Effect of polyethylene microplastics and acid rain on the agricultural soil ecosystem in Southern China
- (2022) Ziqiang Liu et al. ENVIRONMENTAL POLLUTION
- Biochar alters chemical and microbial properties of microplastic-contaminated soil
- (2022) Kumuduni Niroshika Palansooriya et al. ENVIRONMENTAL RESEARCH
- Prediction of Soil Heavy Metal Immobilization by Biochar Using Machine Learning
- (2022) Kumuduni N. Palansooriya et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Polyethylene microplastics alter the microbial functional gene abundances and increase nitrous oxide emissions from paddy soils
- (2022) Yongxiang Yu et al. JOURNAL OF HAZARDOUS MATERIALS
- Effect of LDPE and biodegradable PBAT primary microplastics on bacterial community after four months of soil incubation
- (2022) Chengtao Li et al. JOURNAL OF HAZARDOUS MATERIALS
- The individual and combined effects of polystyrene and silver nanoparticles on nitrogen transformation and bacterial communities in an agricultural soil
- (2022) Keqin Jiao et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Effects of microplastics and carbon nanotubes on soil geochemical properties and bacterial communities
- (2022) Quanlong Wang et al. JOURNAL OF HAZARDOUS MATERIALS
- The application of machine learning methods for prediction of metal immobilization remediation by biochar amendment in soil
- (2022) Yang Sun et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Microplastic presence significantly alters soil nitrogen transformation and decreases nitrogen bioavailability under contrasting temperatures
- (2022) Jia Shi et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Microplastics in soil can increase nutrient uptake by wheat
- (2022) Yuhuai Liu et al. JOURNAL OF HAZARDOUS MATERIALS
- Effects of Polyethylene Microplastics and Phenanthrene on Soil Properties, Enzyme Activities and Bacterial Communities
- (2022) Shasha Liu et al. Processes
- Modeling phytoremediation of heavy metal contaminated soils through machine learning
- (2022) Liang Shi et al. JOURNAL OF HAZARDOUS MATERIALS
- Mapping soil arsenic pollution at a brownfield site using satellite hyperspectral imagery and machine learning
- (2022) Xiyue Jia et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Contamination vertical distribution and key factors identification of metal(loid)s in site soil from an abandoned Pb/Zn smelter using machine learning
- (2022) Zhaohui Guo et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Digital mapping for soil texture class prediction in northwestern Türkiye by different machine learning algorithms
- (2022) Fuat Kaya et al. Geoderma Regional
- Understanding and optimizing the gasification of biomass waste with machine learning
- (2022) Jie Li et al. Green Chemical Engineering
- Effects of microplastics and drought on soil ecosystem functions and multifunctionality
- (2021) Yudi M. Lozano et al. JOURNAL OF APPLIED ECOLOGY
- Effect of microplastics and arsenic on nutrients and microorganisms in rice rhizosphere soil
- (2021) Youming Dong et al. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY
- Microplastics in soil-plant system: effects of nano/microplastics on plant photosynthesis, rhizosphere microbes and soil properties in soil with different residues
- (2021) Xinwei Ren et al. PLANT AND SOIL
- The microplastisphere: biodegradable microplastics addition alters soil microbial community structure and function
- (2021) Jie Zhou et al. SOIL BIOLOGY & BIOCHEMISTRY
- Comparing the long-term responses of soil microbial structures and diversities to polyethylene microplastics in different aggregate fractions
- (2021) Junhua Hou et al. ENVIRONMENT INTERNATIONAL
- Long-Term Fertilization History Alters Effects of Microplastics on Soil Properties, Microbial Communities, and Functions in Diverse Farmland Ecosystem
- (2021) Hong-Zhe Li et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Spatiotemporal modelling of soil moisture in an A tlantic forest through machine learning algorithms
- (2021) Vinicius Augusto Oliveira et al. EUROPEAN JOURNAL OF SOIL SCIENCE
- Effects of microplastics on plant growth and arbuscular mycorrhizal fungal communities in a soil spiked with ZnO nanoparticles
- (2021) Weiwei Yang et al. SOIL BIOLOGY & BIOCHEMISTRY
- Applied Machine Learning for Prediction of CO2 Adsorption on Biomass Waste-Derived Porous Carbons
- (2021) Xiangzhou Yuan et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Predicting Micropollutant Removal by Reverse Osmosis and Nanofiltration Membranes: Is Machine Learning Viable?
- (2021) Nohyeong Jeong et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Sources of abiotic hydrolysis of chromogenic substrates in soil enzyme assays: Storage, termination, and incubation
- (2021) Rachel C. Daughtridge et al. SOIL BIOLOGY & BIOCHEMISTRY
- Microplastics Increase Soil pH and Decrease Microbial Activities as a Function of Microplastic Shape, Polymer Type, and Exposure Time
- (2021) Tingting Zhao et al. Frontiers in Environmental Science
- Effects of different concentrations and types of microplastics on bacteria and fungi in alkaline soil
- (2021) Ping Fan et al. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY
- Microplastic residues in wetland ecosystems: Do they truly threaten the plant-microbe-soil system?
- (2021) Hongwei Yu et al. ENVIRONMENT INTERNATIONAL
- Combined effects of degradable film fragments and micro/nanoplastics on growth of wheat seedling and rhizosphere microbes
- (2021) Xinwei Ren et al. ENVIRONMENTAL POLLUTION
- Predicting Heavy Metal Adsorption on Soil with Machine Learning and Mapping Global Distribution of Soil Adsorption Capacities
- (2021) Hongrui Yang et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Effects of microplastics derived from polymer-coated fertilizer on maize growth, rhizosphere, and soil properties
- (2021) Jiapan Lian et al. Journal of Cleaner Production
- The persistent impacts of polyester microfibers on soil bio-physical properties following thermal treatment
- (2021) Q.Q. Guo et al. JOURNAL OF HAZARDOUS MATERIALS
- Presence of microplastics alone and co-existence with hydrochar unexpectedly mitigate ammonia volatilization from rice paddy soil and affect structure of soil microbiome
- (2021) Yuanyuan Feng et al. JOURNAL OF HAZARDOUS MATERIALS
- Effects of microplastics on soil properties: Current knowledge and future perspectives
- (2021) Fayuan Wang et al. JOURNAL OF HAZARDOUS MATERIALS
- Microplastics change soil properties, heavy metal availability and bacterial community in a Pb-Zn-contaminated soil
- (2021) Xueying Feng et al. JOURNAL OF HAZARDOUS MATERIALS
- A critical review of microplastics in the soil-plant system: Distribution, uptake, phytotoxicity and prevention
- (2021) Zhiqin Zhang et al. JOURNAL OF HAZARDOUS MATERIALS
- Simulation of the effects of microplastics on the microbial community structure and nitrogen cycle of paddy soil
- (2021) Xia Sun et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Effects of microplastics on soil carbon dioxide emissions and the microbial functional genes involved in organic carbon decomposition in agricultural soil
- (2021) Yanxia Zhang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Field application of pure polyethylene microplastic has no significant short-term effect on soil biological quality and function
- (2021) Robert W. Brown et al. SOIL BIOLOGY & BIOCHEMISTRY
- Effects of Soil Heterogeneity and Species on Plant Interactions
- (2021) Guoe Li et al. Frontiers in Ecology and Evolution
- Short-term effects of polyethene and polypropylene microplastics on soil phosphorus and nitrogen availability
- (2021) Haixiao Li et al. CHEMOSPHERE
- Effect of different polymers of microplastics on soil organic carbon and nitrogen – A mesocosm experiment
- (2021) Fanrong Meng et al. ENVIRONMENTAL RESEARCH
- Microplastics altered soil microbiome and nitrogen cycling: The role of phthalate plasticizer
- (2021) Fengxiao Zhu et al. JOURNAL OF HAZARDOUS MATERIALS
- Recent advances in impacts of microplastics on nitrogen cycling in the environment: A review
- (2021) Maocai Shen et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Addition of biodegradable microplastics alters the quantity and chemodiversity of dissolved organic matter in latosol
- (2021) Miao Chen et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Prediction and analysis of net ecosystem carbon exchange based on gradient boosting regression and random forest
- (2020) Jianchao Cai et al. APPLIED ENERGY
- A deep learning neural network approach for predicting the sorption of ionizable and polar organic pollutants to a wide range of carbonaceous materials
- (2020) Gabriel Sigmund et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Degradation Rates of Plastics in the Environment
- (2020) Ali Chamas et al. ACS Sustainable Chemistry & Engineering
- Meta-analysis of heavy metal effects on soil enzyme activities
- (2020) Aponte Humberto et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Fuel properties of hydrochar and pyrochar: Prediction and exploration with machine learning
- (2020) Jie Li et al. APPLIED ENERGY
- Effect of Polyvinyl Chloride Microplastics on Bacterial Community and Nutrient Status in Two Agricultural Soils
- (2020) Yuanyuan Yan et al. BULLETIN OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY
- Adsorption of three bivalent metals by four chemical distinct microplastics
- (2020) Jiying Zou et al. CHEMOSPHERE
- Atmospheric transport is a major pathway of microplastics to remote regions
- (2020) N. Evangeliou et al. Nature Communications
- Interactions of microplastics and cadmium on plant growth and arbuscular mycorrhizal fungal communities in an agricultural soil
- (2020) Fayuan Wang et al. CHEMOSPHERE
- Environmentally relevant concentrations of microplastic exhibits negligible impacts on thiacloprid dissipation and enzyme activity in soil
- (2020) Zhenlan Xu et al. ENVIRONMENTAL RESEARCH
- Soil dissolved organic carbon in terrestrial ecosystems: Global budget, spatial distribution and controls
- (2020) Ziyu Guo et al. GLOBAL ECOLOGY AND BIOGEOGRAPHY
- Living in the plastic age - Different short-term microbial response to microplastics addition to arable soils with contrasting soil organic matter content and farm management legacy
- (2020) Lisa Blöcker et al. ENVIRONMENTAL POLLUTION
- Soil and Aquifer Properties Combine as Predictors of Groundwater Uranium Concentrations within the Central Valley, California
- (2020) Alandra M. Lopez et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Microplastic Addition Alters the Microbial Community Structure and Stimulates Soil Carbon Dioxide Emissions in Vegetable‐Growing Soil
- (2020) Bo Gao et al. ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY
- Soil microplastic pollution in an e-waste dismantling zone of China
- (2020) Bingwen Chai et al. WASTE MANAGEMENT
- Polyester microfiber and natural organic matter impact microbial communities, carbon-degraded enzymes, and carbon accumulation in a clayey soil
- (2020) Q.Q. Guo et al. JOURNAL OF HAZARDOUS MATERIALS
- Microplastic pollution alters forest soil microbiome
- (2020) Ee Ling Ng et al. JOURNAL OF HAZARDOUS MATERIALS
- Data-driven prediction of battery cycle life before capacity degradation
- (2019) Kristen A. Severson et al. Nature Energy
- Enhancement in adsorption potential of microplastics in sewage sludge for metal pollutants after the wastewater treatment process
- (2019) Xiaowei Li et al. WATER RESEARCH
- Microplastics Can Change Soil Properties and Affect Plant Performance
- (2019) Anderson Abel de Souza Machado et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Effects of polyester microfibers on soil physical properties: Perception from a field and a pot experiment
- (2019) G.S. Zhang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Evidence of microplastic accumulation in agricultural soils from sewage sludge disposal
- (2019) Fabio Corradini et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Effects of Microplastics in Soil Ecosystems: Above and Below Ground
- (2019) Bas Boots et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Interactive effects of microplastics and glyphosate on the dynamics of soil dissolved organic matter in a Chinese loess soil
- (2019) Hongfei Liu et al. CATENA
- The mechanism for adsorption of Cr(VI) ions by PE microplastics in ternary system of natural water environment
- (2019) Wei Zhang et al. ENVIRONMENTAL POLLUTION
- The application of machine learning methods for prediction of metal sorption onto biochars
- (2019) Xinzhe Zhu et al. JOURNAL OF HAZARDOUS MATERIALS
- Effects of plastic mulch film residues on wheat rhizosphere and soil properties
- (2019) Yueling Qi et al. JOURNAL OF HAZARDOUS MATERIALS
- Response of soil enzyme activities and bacterial communities to the accumulation of microplastics in an acid cropped soil
- (2019) Yufan Fei et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Mixing effect of polylactic acid microplastic and straw residue on soil property and ecological function
- (2019) Huiping Chen et al. CHEMOSPHERE
- Effects of microplastics on greenhouse gas emissions and the microbial community in fertilized soil
- (2019) Xinwei Ren et al. ENVIRONMENTAL POLLUTION
- Airborne microplastics: Consequences to human health?
- (2018) Joana Correia Prata ENVIRONMENTAL POLLUTION
- Microplastic and mesoplastic pollution in farmland soils in suburbs of Shanghai, China
- (2018) Mengting Liu et al. ENVIRONMENTAL POLLUTION
- Microplastic Disguising As Soil Carbon Storage
- (2018) Matthias C. Rillig ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Spatial prediction of soil water retention in a Páramo landscape: Methodological insight into machine learning using random forest
- (2018) Carlos M. Guio Blanco et al. GEODERMA
- Similarity encoding for learning with dirty categorical variables
- (2018) Patricio Cerda et al. MACHINE LEARNING
- A critical perspective on early communications concerning human health aspects of microplastics
- (2018) Sinja Rist et al. SCIENCE OF THE TOTAL ENVIRONMENT
- The distribution of microplastics in soil aggregate fractions in southwestern China
- (2018) G.S. Zhang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Impacts of Microplastics on the Soil Biophysical Environment
- (2018) Anderson Abel de Souza Machado et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Identification and quantification of macro- and microplastics on an agricultural farmland
- (2018) Sarah Piehl et al. Scientific Reports
- Application of biodegradable seedling trays in paddy fields: Impacts on the microbial community
- (2018) Ke Meng et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Microplastics in freshwater and terrestrial environments: Evaluating the current understanding to identify the knowledge gaps and future research priorities
- (2017) Alice A. Horton et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Residual plastic mulch fragments effects on soil physical properties and water flow behavior in the Minqin Oasis, northwestern China
- (2017) Xiao Jin Jiang et al. SOIL & TILLAGE RESEARCH
- Global patterns of phosphatase activity in natural soils
- (2017) O. Margalef et al. Scientific Reports
- A Procedure for Measuring Microplastics using Pressurized Fluid Extraction
- (2016) Stephen Fuller et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Dynamics of soil labile organic carbon fractions and C-cycle enzyme activities under straw mulch in Chengdu Plain
- (2016) Sen Li et al. SOIL & TILLAGE RESEARCH
- Missing data imputation by K nearest neighbours based on grey relational structure and mutual information
- (2015) Ruilin Pan et al. APPLIED INTELLIGENCE
- Microplastic is an Abundant and Distinct Microbial Habitat in an Urban River
- (2014) Amanda McCormick et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Fixation and defixation of ammonium in soils: a review
- (2010) Rolf Nieder et al. BIOLOGY AND FERTILITY OF SOILS
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreDiscover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversation