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Surveying near highways, rough terrain, or power lines involves significant risks. Working along highways is particularly dangerous and requires the use of warning signs and flagmen. It is safest to avoid working directly on roads and use offsets whenever possible. When highway work is unavoidable, it must follow all safety guidelines. Surveyors should wear bright clothing, such as orange reflective vests, to ensure visibility to motorists, coworkers, and hunters. In construction zones, wearing...
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Nuclear Stability03:18

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Protons and neutrons, collectively called nucleons, are packed together tightly in a nucleus. With a radius of about 10−15 meters, a nucleus is quite small compared to the radius of the entire atom, which is about 10−10 meters. Nuclei are extremely dense compared to bulk matter, averaging 1.8 × 1014 grams per cubic centimeter. If the earth’s density were equal to the average nuclear density, the earth’s radius would be only about 200 meters.
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RNA Stability01:53

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Intact DNA strands can be found in fossils, while scientists sometimes struggle to keep RNA intact under laboratory conditions. The structural variations between RNA and DNA underlie the differences in their stability and longevity. Because DNA is double-stranded, it is inherently more stable. The single-stranded structure of RNA is less stable but also more flexible and can form weak internal bonds. Additionally, most RNAs in the cell are relatively short, while DNA can be up to 250 million...
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The structure and stability of mRNA molecules regulates gene expression, as mRNAs are a key step in the pathway from gene to protein. In eukaryotes, the half-life of mRNA varies from a few minutes up to several days. mRNA stability is essential in growth and development. The absence of the proteins regulating its stability, such as tristetraprolin in mice, can cause systemic issues, including bone marrow overgrowth, inflammation, and autoimmunity.
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The time response of a linear time-invariant (LTI) system can be divided into transient and steady-state responses. The transient response represents the system's initial reaction to a change in input and diminishes to zero over time. In contrast, the steady-state response is the behavior that persists after the transient effects have faded.
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Constructing and Visualizing Models using Mime-based Machine-learning Framework
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事件触发安全稳定框架,用于基于学习控制具有不确定动态的多代理系统.

Zhanxiao Jia, Tao Zhang, Jinya Su

    IEEE transactions on cybernetics
    |February 10, 2026
    PubMed
    概括

    本研究引入了多剂强化学习 (MARL) 的安全稳定层,以确保在复杂环境中安全探索. 该方法提高了任务效率,同时保证了系统稳定性和遵守安全约束.

    科学领域:

    • 机器人和控制系统 机器人和控制系统
    • 人工智能的人工智能
    • 机器学习 机器学习

    背景情况:

    • 多代理增强学习 (MARL) 面临着安全探索高维空间的挑战,冒着系统不稳定和不安全状态的风险.
    • 在安全关键系统中的部署受到强有力的安全保证和不确定的动态下的稳定性需求的阻碍.

    研究的目的:

    • 为在未知的环境中运行的MARL系统提供一种新的安全稳定层,其动态不确定.
    • 整合强大的控制屏障功能 (RCBF) 和输入到状态稳定控制Lyapunov功能 (ISS-CLF),以提高安全性和稳定性.

    主要方法:

    • 开发了一个安全稳定层,集成RCBF和ISS-CLF用于多代理系统.
    • 安全稳定性约束被纳入MARL框架,将培训 (目标实现) 和部署 (过的政策输出) 分开.
    • 事件触发的行动补偿机制旨在优化基于安全评估的计算资源使用.

    主要成果:

    • 拟议的方法确保在政策执行期间严格遵守安全约束.
    • 多代理系统的任务执行效率显著提高.
    • 通过在动态多单车环境中的模拟验证证实了该方法的有效性.

    结论:

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    • 集成的安全稳定层有效地解决了MARL在安全关键应用中的勘探挑战.
    • 该方法为在多代理系统中平衡勘探,安全和效率提供了强大的解决方案.
    • 该方法证明了其实际适用性和在复杂的机器人系统中实际部署的潜力.