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相关概念视频

Evaluating Limits by Direct Substitution01:29

Evaluating Limits by Direct Substitution

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In the analysis of functions that represent continuous physical phenomena, it is often necessary to determine the output value as the input approaches a specific point. When a combination of algebraic terms defines the function and exhibits no discontinuities or abrupt changes near the point of interest, the limit of the function can be evaluated directly. This process, known as direct substitution, involves replacing the variable in the expression with the value it approaches.Direct...
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Leveling Equipment

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As leveling involves measuring vertical distances relative to a horizontal line of sight, it requires a graduated rod, called a level rod, for vertical measurements and an instrument called a level for a horizontal sight line. A level includes a high-powered telescope with a mechanism for leveling to ensure the line of sight is horizontal when the bubble in the spirit level is centered. Leveling rods, made of wood, metal, or fiberglass, are graduated in feet or meters and commonly used in two-...
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The relative amounts of reactants and products represented in a balanced chemical equation are often referred to as stoichiometric amounts. However, in reality, the reactants are not always present in the stoichiometric amounts indicated by the balanced equation.
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The number e is a fundamental constant in calculus, playing a central role in describing continuous change, particularly exponential growth. It is most naturally defined through its relationship with the natural logarithm, which is the inverse of the exponential function with base e. This relationship allows e to be characterized using basic principles of differentiation rather than as an arbitrary numerical constant.A key property of the natural logarithm function, ln x, is that its derivative...
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异步批量贝叶斯优化与管道评估在实验设备有限的情况下.

Yujin Taguchi1, Yusuke Shibuya1, Yusuke Hiki1

  • 1Center for Biosciences and Informatics, Graduate School of Fundamental Science and Technology, Keio University, Kanagawa, Japan.

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概括
此摘要是机器生成的。

管道贝叶斯优化 (PipeBO) 通过重叠实验过程加速科学发现. 这种方法显著减少了优化时间,特别是当并行实验受到设备限制的限制时.

关键词:
异步优化优化 异步优化贝叶斯的优化是贝叶斯的优化.设备有限的实验.管道管道是指管道的管道.

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科学领域:

  • 计算科学 计算科学
  • 工程 工程师 工程师 工程师
  • 化学 化学 化学
  • 生物学 生物学 生物学

背景情况:

  • 贝叶斯优化 (BO) 是数据效率高,在科学和工程领域广泛使用.
  • 批量BO通过并行实验来加速优化,但受到设备限制的限制.
  • 当并行实验稀缺时,顺序方法变得具有时间限制.

研究的目的:

  • 开发一种新的方法,管道贝叶斯优化 (PipeBO),以减少优化处理时间.
  • 为了实现高效的优化,即使在有限数量的并行实验.

主要方法:

  • PipeBO的灵感来源于CPU管道,将计算任务分为多个过程.
  • 它通过重叠各种实验过程来实现实验并行.
  • PipeBO使用已完成的结果更新正在运行的实验,将实验建模为异步过程.

主要成果:

  • 对于两个过程的实验,PipeBO 将平均优化处理时间减少了约56%.
  • 对于具有两个以上过程的实验,观察到进一步的时间缩短.
  • 该方法在24个基准函数中的20个中显示出显著的加快速度.

结论:

  • 在设备有限的场景中,PipeBO有效地减少了优化时间.
  • 它为加速科学和工程优化流程提供了可行的解决方案.
  • 即使完全并行是不可行的,PipeBO也可以实现高效的贝叶斯优化.