Abstract
Oil spill and microplastics (MPs) pollution has raised global concerns, due to the negative impacts on ocean sustainability. Chemical dispersants were widely adopted as oil-spill-treating agents. When MPs exist during oil dispersion, MP/oil-dispersant agglomerates (MODAs) are observed. This study explored how MPs affect oil-dispersion efficiency in oceans. Results showed that, under dispersant-to-oil volumetric ratio (DOR) 1:10 and mixing energy of 200 rpm, the addition of MPs increased the oil droplet size, total oil volume concentration, and oil-dispersion efficiency. Under DOR 1:25 and mixing energy of 120 rpm, the addition of MPs increased the oil droplet size but resulted in a decrease of total oil volume concentration and dispersion efficiency. Compared with the oil volume concentration, the oil droplet size may no longer be an efficient parameter for evaluating oil-dispersion efficiency with the existence of MODAs. A machine learning (ML)-based XGBRegressor model was further constructed to predict how MPs affected oil volume concentration and oil-dispersion efficiency in oceans. The research outputs would facilitate decision-making during oil-spill responses and build a foundation for the risk assessment of oil and MP co-contaminants that is essential for maintaining ocean sustainability.
Highlights
Accepted: 11 December 2021Microplastics (MPs), defined as plastic particles between 1 and 5000 μm in size, have been widespread in the marine environment [1,2]
The surface morphology of MPs and MP/oil-dispersant agglomerates (MODAs) was observed through an scanning electron microscopy (SEM)
The results showed that, under dispersant-to-oil volumetric ratio (DOR) 1:10 and mixing energy of 200 rpm, the oil droplet size and volume concentration decreased first and increased with the addition of MPs
Summary
Microplastics (MPs), defined as plastic particles between 1 and 5000 μm in size, have been widespread in the marine environment [1,2]. They can transfer from the seawater surface to deep-sea [3,4,5]. MPs could serve as vectors for organic contaminants owing to their strong hydrophobicity and large specific surface area [8]. Rainbowfish (Melanotaenia fluviatilis) could accumulate the MPs and sorbed polybrominated diphenyl ethers (PBDEs) co-contaminants to a high concentration after 21 days of exposure [10]. The larvae growth of zebrafish was negatively affected by the accumulation of the MPs and butylated hydroxyanisole (BHA)
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