量子计算用于生成化学和药物发现的短期应用
Alexey Pyrkov1, Alex Aliper2, Dmitry Bezrukov1
1Insilico Medicine Hong Kong Ltd, Pak Shek Kok, New Territories, Hong Kong.
Drug discovery today
|June 18, 2023
概括
量子计算为生成化学提供了新的可能性,彻底改变了药物发现和生命科学. 近期的杂量子设备显示出人工智能驱动的分子设计的前景.
科学领域:
- 计算化学是一种计算化学.
- 人工智能的人工智能是人工智能.
- 量子计算是一种量子计算.
背景情况:
- 机器学习和人工智能已经改变了药物发现和生命科学.
- 量子计算正在成为一种变革性技术,在量子化学中早期应用.
研究的目的:
- 审查量子计算在生成化学中的近期应用.
- 为了突出通过杂的中等尺度量子 (NISQ) 设备解决的挑战.
- 讨论将量子生成系统与现有的AI平台集成.
主要方法:
- 关于化学量子计算应用的当前文献的综述.
- 对生成任务的NISQ设备功能进行分析.
- 混合量子-经典AI模型的探索.
主要成果:
- 量子计算对生成化学模拟具有显著的优势.
- NISQ设备有可能解决分子设计中的特定挑战.
- 在当前的人工智能框架内,量子生成系统存在整合途径.
结论:
- 量子计算有望显著影响生成化学和药物发现.
- 克服NISQ限制是实现量子优势的关键.
- 混合方法可能会弥合当前的量子和人工智能能力.
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