Tutorial: AI-assisted exploration and active design of polymers with high intrinsic thermal conductivity

Journal of Applied Physics, Год журнала: 2024, Номер 135(17)

Опубликована: Май 6, 2024

Designing polymers with high intrinsic thermal conductivity (TC) is critically important for the management of organic electronics and photonics. However, this a challenging task owing to diversity chemical space barriers advanced synthetic experiments/characterization techniques polymers. In Tutorial, fundamentals implementation combining classical molecular dynamics simulation machine learning (ML) development TC are comprehensively introduced. We begin by describing core components universal ML framework, involving polymer data sets, property calculators, feature engineering, informatics algorithms. Then, process constructing interpretable regression algorithms prediction introduced, aiming extract underlying relationships between microstructures TCs also explore design sequence-ordered using lightweight mainstream active Lastly, we conclude addressing current limitations suggesting potential avenues future research on topic.

Язык: Английский

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Advances in Environmental Biotechnology with CRISPR/Cas9: Bibliometric Review and Cutting-Edge Applications

Опубликована: Май 2, 2024

CRISPR/Cas9 has emerged as the predominant method for genome editing due to its cost-effectiveness and broad applicability, playing a crucial role in advancing sustainable practices across various sectors. This systematic review leverages PRISMA methodology explore CRISPR/Cas9's impact on environmental protection, thereby supporting Sustainable Development Goals (SDGs). Analyzing data from Web of Science, found significant growth related publications, with 30% increase since 2014, predominantly US, China, Germany, UK. The study categorizes scientific developments into three trends: advancements agriculture, gene techniques, biofuel production. Key discussions include use developing fourth-generation biofuels biosensors, well applications enhancing genetic resilience controlling invasive species. These innovations highlight potential promoting resource management energy generation, marking pivotal contribution ecological conservation sustainability efforts.

Язык: Английский

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Waste-to-Energy technologies for municipal solid waste management: Bibliometric review, life cycle assessment, and energy potential case study

Journal of Cleaner Production, Год журнала: 2024, Номер unknown, С. 143993 - 143993

Опубликована: Окт. 1, 2024

Язык: Английский

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Integrating Biochar in Anaerobic Digestion: Insights into Diverse Feedstocks and Algal Biochar

Environmental Technology & Innovation, Год журнала: 2024, Номер 36, С. 103814 - 103814

Опубликована: Сен. 6, 2024

Язык: Английский

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