Machine learning-driven preparation of high-performance bio-derived carbon catalyst for conversion of cellulose

机器学习驱动制备用于纤维素转化的高性能生物衍生碳催化剂

• 批准号: 22K14713
• 负责人: CHOKRADJAROEN CHAYANAPHAT
• 金额: $ 2.91万
• 依托单位: Nagoya University
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for Early-Career Scientists
• 财政年份: 2022
• 资助国家: 日本
• 起止时间: 2022-04-01 至 2025-03-31
• 项目状态: 未结题
• 来源: https://kaken.nii.ac.jp/en/grant/KAKENHI-PROJECT-22K14713/
• 关键词: natural resources; carbon materials; database; cellulose conversion; bio-derived carbon; conversion; cellulose; catalyst

The research is divided into two parts. One is building database and material informatics. In this part, we have sourced 112 raw materials including both plant-based and animal-based materials. The characterization has been done by FTIR (50 raw materials), XRD (50 raw materials), and SEM (20 raw materials). 20 raw materials were converted into carbon materials. The selection of descriptors and data pre-processing methods have been decided based the demonstration of building data and predictions of 138 commercial carbons (20k data). Part two is the synthesis of catalyst and evaluation for conversion of cellulose. In this part, the preparation for evaluation of products from conversion of cellulose by using the synthesized catalysts have been started, such as setting up the reactor and HPLC.

该研究分为两个部分。一个是构建数据库和物质信息学。在这一部分中，我们采购了112种原材料，包括基于植物的材料和动物材料。该表征是由FTIR（50原材料），XRD（50原材料）和SEM（20原材料）完成的。将20种原材料转化为碳材料。已经确定了描述符和数据预处理方法的选择，以138个商用碳（20K数据）的构建数据和预测进行了证明。第二部分是催化剂的合成和纤维素转化的评估。在这一部分中，已经开始使用合成催化剂来评估纤维素转化的产品的准备，例如设置反应器和HPLC。

项目成果

Solution plasma in aqueous solution and their application in modification of nature-derived polymers

水溶液中的溶液等离子体及其在天然聚合物改性中的应用

• 发表时间: 2023
• 作者: Chayanapat Chokradjaroen

Mahidol University/Chulalongkorn University(タイ)

玛希隆大学/朱拉隆功大学（泰国）