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强化学习训练优化器和贝叶斯优化器用于在线粒子加速器调整.

Jan Kaiser1, Chenran Xu2, Annika Eichler3,4

  • 1Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany. jan.kaiser@desy.de.

Scientific reports
|July 8, 2024
PubMed
概括

本研究将贝叶斯优化 (BO) 和强化学习 (RL) 进行比较,用于自主粒子加速器调整. 结果帮助从业人员选择最佳的基于学习的算法,以提高加速器的性能和可用性.

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Ampere-Maxwell's Law: Problem-Solving

A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
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The randomization process involves assigning study participants randomly to experimental or control groups based on their probability of being equally assigned. Randomization is meant to eliminate selection bias and balance known and unknown confounding factors so that the control group is similar to the treatment group as much as possible. A computer program and a random number generator can be used to assign participants to groups in a way that minimizes bias.
Simple randomization
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