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Accelerating Bioelectrodechlorination via Data-Driven Inverse Design

delete2025-09-27
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OA
AI
Z
Zhiling Li
T
Tianyi Huang
F
Fan Chen *
J
Junqiu Jiang
A
Aijie Wang *
DOI:10.1016/j.ese.2025.100625delete
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摘要

摘要

En 中文
• 我们基于文献来源构建了一个用于微生物电呼吸脱氯的综合性数据集。 • 一个机器学习框架整合了实验数据和微生物数据,以优化生物电脱氯过程。 • 模型纳入了操作参数和超过200个细菌属,用于预测脱氯速率。 • 关键属如Clostridium和Desulfovibrio在提高脱氯效率方面发挥着关键作用。 • 反向设计加速了最优参数的识别,并通过预测误差小于6%进行了验证。
Keyword:
Microbial electrorespiration
Reductive dechlorination
Machine learning
Data-driven methodologies
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Environmental Science and Ecotechnology 封面图
Environmental Science and Ecotechnology
IF:
14.3
论文数:
516
被引数:
3.3K

机构

H
harbin institute of technology
学者数:
8.0W
论文数: 6.6W
被引数: 66
N
Northwestern Polytechnical University
学者数:
4.6W
论文数: 3.7W
被引数: 5.3W
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