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相关概念视频

Calibration Curves: Linear Least Squares01:20

Calibration Curves: Linear Least Squares

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A calibration curve is a plot of the instrument's response against a series of known concentrations of a substance. This curve is used to set the instrument response levels, using the substance and its concentrations as standards. Alternatively, or additionally, an equation is fitted to the calibration curve plot and subsequently used to calculate the unknown concentrations of other samples reliably.
For data that follow a straight line, the standard method for fitting is the linear...
1.3K
Sampling Plans01:23

Sampling Plans

180
Sampling is a crucial step in analytical chemistry, allowing researchers to collect representative data from a large population. Common sampling methods include random, judgmental, systematic, stratified, and cluster sampling.
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
180
Instrument Calibration01:12

Instrument Calibration

177
Instrument calibration is essential for ensuring that instruments produce accurate and consistent results. It is vital in manufacturing, healthcare, testing laboratories, and scientific research. Calibration processes are specific to each instrument and help enhance data accuracy. Each instrument has a unique calibration process tailored to its design and function to improve data accuracy.
Analytical Balance Calibration
An analytical balance measures mass and requires regular calibration to...
177
Cluster Sampling Method01:20

Cluster Sampling Method

11.9K
Appropriate sampling methods ensure that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
11.9K
Sampling Methods: Overview01:06

Sampling Methods: Overview

309
A sample refers to a smaller subset representative of a larger population. In analytical chemistry, studying or analyzing an entire population is often impractical or impossible. Therefore, samples are used to draw inferences and generalize the whole population. The sampling method selects individuals or items from a population to create a sample. Standard sampling methods include random, judgemental, systematic, stratified, and cluster sampling. 
In analytical chemistry, the choice of...
309
Calibration Curves: Correlation Coefficient01:10

Calibration Curves: Correlation Coefficient

1.6K
In a linear calibration curve, there is a value called the calibration coefficient, denoted by 'r,' which measures the strength and the direction of association between two variables. The correlation coefficient value ranges from −1 to +1. A value of +1 indicates a perfect positive linear correlation, −1 denotes a perfect negative correlation, and 0 implies no correlation between the two variables. A positive correlation value establishes that as one variable increases, the...
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相关实验视频

Updated: Jun 24, 2025

Split Point Analysis and Uncertainty Quantification of Thermal-Optical Organic/Elemental Carbon Measurements
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Split Point Analysis and Uncertainty Quantification of Thermal-Optical Organic/Elemental Carbon Measurements

Published on: September 7, 2019

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集群采样和可扩展的贝叶斯优化与负色调发展阻力模型校准约束.

Le Ma, Xingyu Ma, Shaogang Hao

    Optics express
    |June 11, 2024
    PubMed
    概括

    这项研究引入了一种新的方法来校准负音色发展 (NTD) 抵抗模型,提高高级半导体光刻的准确性和效率. 该方法使用集群采样和具有约束的可扩展贝叶斯优化 (BO).

    科学领域:

    • 半导体制造业 半导体制造业
    • 石版技术 石版技术 石版技术
    • 材料科学 材料科学 材料科学

    背景情况:

    • 缩小的半导体技术节点在 lithography 中实现较小的关键尺寸方面存在挑战.
    • 负色调开发 (NTD) 过程对于高级节点至关重要,因为它们具有广泛的过程窗口.
    • 由于缩效应等独特特征,NTD抵抗模型校准是复杂的.

    研究的目的:

    • 开发一种更准确,更高效的NTD电阻模型校准方法.
    • 解决NTD模型校准中传统的梯度下降 (GD) 和启发式方法的局限性.
    • 在抵抗建模中增强高维参数空间的全球优化.

    主要方法:

    • 提出了一种结合集群采样和具有约束性的可扩展贝叶斯优化 (BO) 的新方法.
    • 利用集群抽样进行增强的全球初始抽样.
    • 采用可扩展的BO,具有优化高维参数空间的约束.

    主要成果:

    • 与GD和启发式方法相比,校准准确度显著提高.
    • 与GD相比,大大提高了计算效率.
    • 展示了复杂的NTD抵抗模型校准的强大方法.

    更多相关视频

    Construction of Models for Nondestructive Prediction of Ingredient Contents in Blueberries by Near-infrared Spectroscopy Based on HPLC Measurements
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    Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption
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    Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption

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    相关实验视频

    Last Updated: Jun 24, 2025

    Split Point Analysis and Uncertainty Quantification of Thermal-Optical Organic/Elemental Carbon Measurements
    10:22

    Split Point Analysis and Uncertainty Quantification of Thermal-Optical Organic/Elemental Carbon Measurements

    Published on: September 7, 2019

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    Construction of Models for Nondestructive Prediction of Ingredient Contents in Blueberries by Near-infrared Spectroscopy Based on HPLC Measurements
    10:25

    Construction of Models for Nondestructive Prediction of Ingredient Contents in Blueberries by Near-infrared Spectroscopy Based on HPLC Measurements

    Published on: June 28, 2016

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    Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption
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    Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption

    Published on: November 3, 2023

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    结论:

    • 拟议的集群采样和可扩展的BO与约束方法为NTD抵抗模型校准提供了优越的替代方案.
    • 这种方法克服了局部最佳问题,并减少了计算时间.
    • 为先进的半导体光刻挑战提供了新的,高效和准确的解决方案.