Simulated Data Analysis: Particle Pion Simulation and Validation
Extracting simulated data of particle pion, converting files, analysis using Jupyter notebook, validation, and final summary for accurate data generation. Process includes generating, dumping, validating, and analyzing data with visualization for precision.
Download Presentation
Please find below an Image/Link to download the presentation.
The content on the website is provided AS IS for your information and personal use only. It may not be sold, licensed, or shared on other websites without obtaining consent from the author.If you encounter any issues during the download, it is possible that the publisher has removed the file from their server.
You are allowed to download the files provided on this website for personal or commercial use, subject to the condition that they are used lawfully. All files are the property of their respective owners.
The content on the website is provided AS IS for your information and personal use only. It may not be sold, licensed, or shared on other websites without obtaining consent from the author.
E N D
Presentation Transcript
Generate data Zhou ting 2019/12/5
Content: Motivation Generate simulated data of particle ?+? Dump the data from rtraw to csv file Validate data on jupyter notebook Summary
Motivation: Prepare simulation data of pion ,and make data samples for later machine learning training
Dump the date from rtraw to csv file: Dump algorithm : get some message from mc truth eg: Px , Py , Pz , x , y , z , rawtime , cell Job script limiting conditions: take multiturn and minTurn =2
Why I draw data on jupyter notebook: Jupyter notebook is a web-based application for interactive computing.It can be applied to full process computing: developing, documenting, running code, and presenting results. By drawing on jupyter notebook, analyzing the structure of the data and observing various distributions, I verified whether the simulated data I got was correct , so that provide accurate data for later work
Validate data on jupyter notebook: 10000 events: select trackId = 0 maxTurn <6 , pdg=211 , minTturn=2
Peak? 10000 events : no selection
Summary: I got the simulated data of the particle pion, and convert rtraw file to to csv file. Then I drew and analyzed the data on the jupyter notebook, and checked the data. Now I have the simulated data ready.
Generate simulated data of particle ?+? Events: 9878 vs 26162
