Construction of Yarrowia lipolytica for degradation of low-density polyethylene

Process Safety and Environmental Protection, Год журнала: 2025, Номер unknown, С. 106818 - 106818

Опубликована: Янв. 1, 2025

Язык: Английский

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Optimizing Hydrogen Production in the Co-Gasification Process: Comparison of Explainable Regression Models Using Shapley Additive Explanations

Entropy, Год журнала: 2025, Номер 27(1), С. 83 - 83

Опубликована: Янв. 17, 2025

The co-gasification of biomass and plastic waste offers a promising solution for producing hydrogen-rich syngas, addressing the rising demand cleaner energy. However, optimizing this complex process to maximize hydrogen yield remains challenging, particularly when balancing diverse feedstocks improving efficiency. While machine learning (ML) has shown significant potential in simulating such processes, there is no clear consensus on most effective regression models co-gasification, especially with limited experimental data. Additionally, interpretability these key concern. This study aims bridge gaps through two primary objectives: (1) modeling using seven different ML algorithms, (2) developing framework evaluating model interpretability, ultimately identifying suitable optimization. A comprehensive set experiments was conducted across three dimensions, generalization ability, predictive accuracy, thoroughly assess models. Support Vector Regression (SVR) exhibited superior performance, achieving highest coefficient determination (R2) 0.86. SVR outperformed other capturing non-linear dependencies demonstrated overfitting mitigation. further highlights limitations models, emphasizing importance regularization hyperparameter tuning stability. By integrating Shapley Additive Explanations (SHAP) into evaluation, work first provide detailed insights feature demonstrate operational feasibility industrial-scale production process. findings contribute development robust supporting advancement sustainable energy technologies reduction greenhouse gas (GHG) emissions.

Язык: Английский

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Advanced Biotechnological Approaches for the Management of Plastic Waste

Опубликована: Янв. 1, 2025

Язык: Английский

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Reliable methodology to determine biotransformation of PBAT in anaerobic conditions

Bioresource Technology, Год журнала: 2025, Номер unknown, С. 132242 - 132242

Опубликована: Фев. 1, 2025

Язык: Английский

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Enzyme mimics based on self-assembled peptide functionalized with graphene oxide for polyethylene terephthalate degradation

Colloids and Surfaces B Biointerfaces, Год журнала: 2025, Номер 251, С. 114588 - 114588

Опубликована: Фев. 22, 2025

Язык: Английский

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