Automating Care by Self-maintainability for Full Laboratory Automation
Automating Care by Self-maintainability for Full Laboratory Automation
The automation of experiments in life sciences and chemistry has significantly advanced with the development of various instruments and AI technologies. However, achieving full laboratory automation, where experiments conceived by scientists are seamlessly executed in automated laboratories, remains a challenge. We identify the lack of automation in planning and operational tasks--critical human-managed processes collectively termed "care"--as a major barrier. Automating care is the key enabler for full laboratory automation. To address this, we propose the concept of self-maintainability (SeM): the ability of a laboratory system to autonomously adapt to internal and external disturbances, maintaining operational readiness akin to living cells. A SeM-enabled laboratory features autonomous recognition of its state, dynamic resource and information management, and adaptive responses to unexpected conditions. This shifts the planning and execution of experimental workflows, including scheduling and reagent allocation, from humans to the system. We present a conceptual framework for implementing SeM-enabled laboratories, comprising three modules--Requirement manager, Labware manager, and Device manager--and a Central manager. SeM not only enables scientists to execute envisioned experiments seamlessly but also provides developers with a design concept that drives the technological innovations needed for full automation.
Akari Kato、Haruka Ozaki、Kazunari Kaizu、Koichi Takahashi、Yuya Tahara-Arai、Makoto Umeno、Koji Ochiai、Genki N. Kanda、Hirokazu Kariyazaki
生物科学研究方法、生物科学研究技术自动化技术、自动化技术设备
Akari Kato,Haruka Ozaki,Kazunari Kaizu,Koichi Takahashi,Yuya Tahara-Arai,Makoto Umeno,Koji Ochiai,Genki N. Kanda,Hirokazu Kariyazaki.Automating Care by Self-maintainability for Full Laboratory Automation[EB/OL].(2025-01-10)[2025-08-02].https://arxiv.org/abs/2501.05789.点此复制
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