使用PyCalibrate进行完全自动化的点差函数分析
Jeremy Metz1, Michele Gintoli2, Alexander David Corbett3,4
1Jeremy Metz, Järfälla, 17739, Sweden.
Biology open
|October 10, 2023
概括
使用PyCalibrate进行光学显微镜校准的自动化可提高可重现性. 该软件完全自动化光珠图像分析,消除手动错误并改善可访问性.
科学领域:
- 光学显微镜的使用方法
- 科学仪器仪表科学仪器仪表
- 图像分析 图像分析
背景情况:
- 光学显微镜中的可复制性受到不频繁和手动仪器性能测量的阻碍.
- 目前的方法依赖于低分辨率的光珠,但需要大量的时间,训练有素的工作人员和手动参数输入.
- 手动输入数据时的人类错误会损害显微镜分析的可靠性和可重复性.
研究的目的:
- 开发一种用于分析光学显微镜中的光珠图像的自动化解决方案.
- 为了提高可访问性和减少仪器性能校准中的人为错误.
- 将自动化软件的性能与现有的分析工具进行比较.
主要方法:
- 开发PyCalibrate,这是一个基于Python的软件,用于自动化珠子图像分析.
- 与BioFormats库集成,以与各种图像格式兼容.
- 与PSFj,MetroloJ QC和DayBook 3相比,PyCalibrate的性能进行了直接比较.
主要成果:
- PyCalibrate完全自动化了光珠图像的分析,消除了手动参数输入.
- 该软件通过本地执行或网络门户提供用户友好的访问.
- 在没有用户监督的情况下,PyCalibrate表现出与现有软件 (PSFj,MetroloJ QC,DayBook 3) 相当的性能.
结论:
- PyCalibrate显著提高了光学显微镜仪器性能测量的可复制性.
- 自动化工作流程减少了人为错误,并增加了研究人员的可访问性.
- PyCalibrate为例行显微镜校准提供了一个强大而高效的替代方案.
相关概念视频
Calibration Curves: Linear Least Squares
1.3K
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...
For data that follow a straight line, the standard method for fitting is the linear...
1.3K
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...
1.6K
Instrument Calibration
204
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...
Analytical Balance Calibration
An analytical balance measures mass and requires regular calibration to...
204
Plotting and Calibrating the Root Locus
123
Root loci often diverge as system poles shift from the real axis to the complex plane. Key points in this transition are the breakaway and break-in points, indicating where the root locus leaves and reenters the real axis. The branches of the root locus form an angle of 180/n degrees with the real axis, where n is the number of branches at a breakaway or break-in point.
The maximum gain occurs at the breakaway points between open-loop poles on the real axis, while the minimum gain is...
The maximum gain occurs at the breakaway points between open-loop poles on the real axis, while the minimum gain is...
123


