[人工智能时代的发酵优化和扩展技术的机遇和挑战]
Jianye Xia1,2, Jing Liu3, Yingping Zhuang4
1Smart Biomanufacturing Platform Lab, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China.
Sheng wu gong cheng xue bao = Chinese journal of biotechnology
|September 12, 2023
概括
人工智能 (AI) 和合成生物学正在彻底改变发酵行业. 这篇评论探讨了人工智能应用程序,如数字双胞胎,以优化发酵过程并满足新的需求.
科学领域:
- 生物技术和工业微生物学:专注于人工智能和传统发酵过程的交集.
背景情况:
- 发酵行业面临的挑战和机遇是由于合成生物技术的进步和需要高通量菌株性能验证.
- 新兴的人工智能技术,特别是数字双胞胎和知识图,为升级传统发酵优化和扩展提供了巨大的潜力.
研究的目的:
- 在合成生物学背景下,审查发酵优化和扩展的挑战和核心技术.
- 探索高吞吐量发酵设备和数据可视化在过程改进中的作用.
- 检查人工智能的应用,特别是数字双胞胎和知识图技术,以增强传统发酵.
主要方法:
- 文献综述和对人工智能,合成生物学和发酵技术当前研究的综合.
- 分析发酵优化和扩展方面的挑战.
- 讨论高吞吐量发酵设备和数据可视化的技术进步.
- 探索人工智能应用,包括数字双胞胎和知识图,在发酵中.
主要成果:
- 合成生物技术为菌株开发提供了增强的能力,需要先进的优化技术.
- 人工智能技术,特别是数字双胞胎和知识图,为升级发酵过程提供了强大的工具.
- 高通量设备和数据可视化对于管理和优化复杂的发酵数据至关重要.
- 这些技术的整合为传统发酵行业带来了重大机遇.
结论:
- 人工智能,合成生物学和先进发酵技术的整合将推动发酵的新工业革命.
- 未来的工业发酵将需要更新的技术和新的技能培训人员.
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