人工智能辅助化学研究:通过知识图表对进化路径和热点进行全面分析
Lin Yang1, Qingle Guo1, Lijing Zhang2
1School of Intellectual Property, Dalian University of Technology, Dalian 116024, Liaoning, P. R. China.
概括
人工智能 (AI) 正通过优化流程和提高效率来彻底改变化学研究. 这项研究揭示了AI + chem正在经历爆炸式增长,在分子和药物设计等领域具有显著的未来潜力.
科学领域:
- 化学 化学 化学
- 计算机科学 计算机科学
- 材料科学 材料科学 材料科学
背景情况:
- 人工智能 (AI) 为推进化学研究提供了重大机会.
- 化学中的AI整合 (AI + chem) 是一个快速增长的全球研究领域.
- 了解人工智能+化学的现状和未来发展轨迹至关重要.
研究的目的:
- 进行人工智能+化学研究的科学文献计量调查.
- 想象AI + chem.的知识背景,当前状态和知识结构.
- 分析最近的进展,并预测人工智能+化学领域的未来趋势.
主要方法:
- 使用CiteSpace软件进行图书统计分析.
- 从科学网络核心集合 (2000-2024) 获取数据.
- 研究趋势的可视化和知识映射.
主要成果:
- 人工智能+化学研究正处于爆炸性增长的阶段,纸质出版持续高速.
- 确定关键的研究领域及其演变.
- 知识结构和新兴趋势的可视化.
结论:
- 人工智能+化学是一个充满活力和快速发展的领域.
- 未来的趋势包括分子设计,反应预测,材料设计,药物设计和量子化学的重大进展.
- 这项研究提供了AI + chem景观的全面概述.
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