Optimization of a Novel Engineered Ecosystem Integrating Carbon, Nitrogen, Phosphorus, and Sulfur Biotransformation for Saline Wastewater Treatment Using an Interpretable Machine Learning Approach

Environmental Science & Technology, Год журнала: 2024, Номер 58(29), С. 12989 - 12999

Опубликована: Июль 10, 2024

The denitrifying sulfur (S) conversion-associated enhanced biological phosphorus removal (DS-EBPR) process for treating saline wastewater is characterized by its unique microbial ecology that integrates carbon (C), nitrogen (N), (P), and S biotransformation. However, operational instability arises due to the numerous parameters intricates bacterial interactions. This study introduces a two-stage interpretable machine learning approach predict conversion-driven P efficiency optimize DS-EBPR process. Stage one utilized XGBoost regression model, achieving an

Язык: Английский

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Machine learning modeling of thermally assisted biodrying process for municipal sludge

Waste Management, Год журнала: 2024, Номер 188, С. 95 - 106

Опубликована: Авг. 10, 2024

Язык: Английский

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Global Advances and Innovations in Bacteria-Based Biosorption for Heavy Metal Remediation: A Bibliometric and Analytical Perspective

Integrated Environmental Assessment and Management, Год журнала: 2025, Номер unknown

Опубликована: Янв. 6, 2025

Abstract Industrialization and urbanization have significantly escalated the discharge of heavy metals into aquatic environments, posing serious ecological public health risks. This study explores global research landscape bacterial biosorption for metal removal, emphasizing advancements in methodologies technologies that redefined this field. A bibliometric analysis 298 publications (1987–2024) was conducted to identify key trends, collaboration networks, innovations. Notable include integration nanotechnology, which has enhanced adsorption efficiency selectivity specific metals, genetic engineering approaches optimize strains higher capacity. Furthermore, these developments transformed traditional remediation strategies by providing cost-effective, sustainable, scalable solutions industries such as textiles, mining, energy production. underscores practical relevance wastewater treatment, achieving removal efficiencies exceeding 99% some cases, demonstrated Aspergillus versicolor Shewanella oneidensis MR-1. By bridging scientific innovation with environmental sustainability, highlights a pivotal green technology, offering actionable insights industrial applications sustainability goals.

Язык: Английский

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Iron-based nanomaterials enhanced immobilization of Cd2+ and Pb2+ in mine wastewater and soil by Clostridium sulfidigenes HY-1

The Science of The Total Environment, Год журнала: 2025, Номер 978, С. 179429 - 179429

Опубликована: Апрель 16, 2025

Язык: Английский

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Validation of machine learning models for heavy metals bioavailability prediction: A comparative study

Journal of environmental chemical engineering, Год журнала: 2025, Номер unknown, С. 116749 - 116749

Опубликована: Апрель 1, 2025

Язык: Английский

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Fluid Catalytic Cracking Waste Slag-Enhanced Sulfate-Reducing Bacteria for Efficient Remediation of Cd/Zn Pollution in Smelting Soils

Environmental Research, Год журнала: 2025, Номер 278, С. 121719 - 121719

Опубликована: Апрель 28, 2025

Язык: Английский

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Effect of carbon source on the migration and transformation of sulfate and rare earth elements in wastewater by sulfate-reducing anaerobic digestion

Journal of Environmental Management, Год журнала: 2025, Номер 385, С. 125676 - 125676

Опубликована: Май 8, 2025

Язык: Английский

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Advances in sulfate-reducing bacteria-driven bioelectrolysis: mechanisms and applications in microbial electrolysis cell technology

Environmental Research, Год журнала: 2025, Номер 279, С. 121857 - 121857

Опубликована: Май 14, 2025

Язык: Английский

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Integrated multi-omics and DNA stable-isotope probing approaches to reveal soil-ryegrass response to ionic rare earth mineral ammonium-lead contamination

Journal of Hazardous Materials, Год журнала: 2025, Номер unknown, С. 138658 - 138658

Опубликована: Май 1, 2025

Язык: Английский

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