Computer Generated Distribution Dataset Similar to Gamma-Ray Spectroscopy
Dataset Description
This data set is similar to gamma-ray spectroscopy data and is designed for machine-learning data analysis.
This dataset is generated by computer.
Scientific Information about Dataset
In gamma-ray spectroscopy, data is generated by capturing the number of emissions within a specific channel range of the radiation emitted by the sample. In scientific data, the sample produces photopeaks exhibiting a Gaussian distribution when statistically examined. A Gaussian distribution (Normal distribution) is a probability distribution dependent on three parameters.
- x0 : Standard deviation
- σ (sigma)∶ Width of the Gaussian Distribution
- N : Number of the occurrences of the event
for more information: https://en.wikipedia.org/wiki/Normal_distribution
In Gamma Ray Spectroscopy
- x0 = Photopeak location
- σ (sigma) ∝ Detector resolution
- N ∝ Activity of the sample
Co-60 Gamma-ray Spectroscopy Example
Dataset Content
cha_ : Number of radiations captured by the channel from 0 to 2000 with 10 intervals
- cha_5 : Number of radiations captured by the channel between 0-10
- cha_15: Number of radiations captured by the channel between 10-20
- cha_25: Number of radiations captured by the channel between 20-30
.
.
. - cha_n: Number of radiations captured by the channel between (n-5)-(n+5)
- x0 : Standard deviation of the Gaussian Distribution
- sigma : Width of the Gaussian Distribution
- N: Number of the emission in the Gaussian Distribution range
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