Data wrangling & common calculations for results from qMem measurement software

Overview

qMem Datawrangler

This script processes output of qMem measurement software into an Origin Ā® compatible *.csv files and matplotlib graphs to quickly visualy analyze data. Odd and even sweep numbers are treated seperately to account for hysteretic or memristive effects.

It also performs the following calculations:

  • Absolute values of current / current density (for semi-log plots)
  • Memory window (the ratio between the absolute values of odd and even sweeps)
  • Differential resistance
  • Fowler-Nordheim with variable exponent
  • Normalized differential resistance (NDR)
  • Statistics on all measured and calculated data (min, max, avg)

Parameters

Calculations made and plots generated by this script are controlled via the config.ini file within the same folder as the main script. The following Parameters can be set:

section parameter type explanation
Directory home_directory Bool The directory where all folders with data can be found.\Will automatically change to last one used and leaving it empty will set it to root
Parameters filter string The column that is evaluated from the file. Could be "Current [A]" or "Current Density"
Parameters resistance_slice double The value at which the differential resistance calculation is displayed
Parameters resistance_range double The size of the window used to perform linear fits of data to to calculate the differential resistance
Parameters mem_method string The method of how the memory window is calculated. Either "divide" if currents have to be devided (standard method) ord "substract" if currents should be subtracted.
Parameters start_index integer The first sweep that is used for calculations. "2" ignores the first sweep that often shows "burn-in" effects
Calculate absolute bool Parameter that sets whether or not the absolute value of currents is calculated (required "True" for semi-log plots, "False" for further Tunneling model processing)
Calculate stats bool Parameter that sets whether or not the sweep-to-sweep statistics are calculated.
Calculate fowler-nordheim bool Parameter that sets whether or not fowler_nordheim calculations should be performed (i.e. a dataset with ln(J/V)^2 vs J/V)
Calculate memory_window bool Parameter that sets whether or not the memory window should be calculated
Calculate differential_resistance bool Parameter that sets whether or not the normalized differential resistance should be calculated
Plot currents bool Parameter that sets whether or not I-V or J-V Data from all sweeps should be plotted
Plot stats bool Parameter that sets whether or not I-V or J-V min,max and average Data should be plotted
Plot currents bool Parameter that sets whether or not Fowler Nordheim Plots should be generated.
Plot currents bool Parameter that sets whether or not the memory window vs voltage plots should be generated.
Plot currents bool Parameter that sets whether or not the differential resistance vs voltage plots should be generated
Plot currents bool Parameter that sets whether or not the resistance slice and resulting fit should be displayed

Files Generated

After processing, csv files are generated and suffixes according to their content are added:

  • *_header: The header extracted from the measurement file - including all measurement parameters (e.g. step size, operator, material ID, ..)
  • *_all: File with all sweeps or *_stats: File with only the statistical analysis of all sweeps
  • *-abs: indicating that only absolute J or I values are recorded
  • *_Current _[A] or _Current-density: Indicating either current or current density within the file
  • *_fn: Results from Fowler Nordheim calculations (including V-->1/V at x-Position)
  • *_mwindow _ {method} where {method} is either "divide" or "subtract"
Owner
Julian
Julian
A male and female dog names python package

A male and female dog names python package

Fayas Noushad 3 Dec 12, 2021
Reference python implementation of Chia pool operations for pool operators

This repository provides a sample server written in python, which is meant to server as a basis for a Chia Pool. While this is a fully functional implementation, it requires some work in scalability

Chia Network 451 Dec 13, 2022
Problem statements on System Design and Software Architecture as part of Arpit's System Design Masterclass

Problem statements on System Design and Software Architecture as part of Arpit's System Design Masterclass

Relog 1.1k Jan 04, 2023
šŸ¦‹ hundun is a python library for the exploration of chaos.

hundun hundun is a python library for the exploration of chaos. Please note that this library is in beta phase. Example Import the package's equation

kosh 7 Nov 07, 2022
Sudo type me a payload

payloadSecretary Sudo type me a payload Have you ever found yourself having to perform a test, and a client has provided you with a VM inside a VDI in

7 Jul 21, 2022
Linux Security and Monitoring Scripts

Linux Security and Monitoring Scripts These are a collection of security and monitoring scripts you can use to monitor your Linux installation for sec

Andre Pawlowski 65 Aug 27, 2022
Perform oocyst segmentation in mercurochrome stained mosquito midgut

Midgut_oocyst_segmentation Perform oocyst segmentation in mercurochrome stained mosquito midguts This oocyst segmentation model also powers the webtoo

Duo Peng 3 Oct 27, 2021
Gerenciador de processos e registros pessoais do Departamento de Fiscalização de Produtos Controlados.

CRManager Gerenciador de processos e registros pessoais do Departamento de Fiscalização de Produtos Controlados. Descrição Este projeto tem como objet

Wolfgang Almeida 1 Nov 15, 2021
Python module for creating the circuit simulation definitions for Elmer FEM

elmer_circuitbuilder Python module for creating the circuit simulation definitions for Elmer FEM. The circuit definitions enable easy setup of coils (

5 Oct 03, 2022
Repository for my Monika Assistant project

Monika_Assistant Repository for my Monika Assistant project Major changes: Added face tracker Added manual daily log to see how long it takes me to fi

3 Jan 10, 2022
A lightweight and unlocked launcher for Lunar Client made in Python.

LCLPy LCL's Python Port of Lunar Client Lite. Releases: https://github.com/Aetopia/LCLPy/releases Build Install PyInstaller. pip install PyInstaller

21 Aug 03, 2022
Advanced Keylogger in Python

Advanced Keylogger in Python Important Disclaimer: The author will not be held r

Suvanth Erranki 1 Feb 07, 2022
Prophet is a tool to discover resources detailed for cloud migration, cloud backup and disaster recovery

Prophet is a tool to discover resources detailed for cloud migration, cloud backup and disaster recovery

22 May 31, 2022
Python - Aprendendo Python na ByLearn

PYTHON Identação Escopo Pai Escopo filho Escopo neto Variaveis

Italo Rafael 3 May 31, 2022
Simple logger for Urbit pier size, with systemd timer template

urbit-piermon Simple logger for Urbit pier size, with systemd timer template. Syntax piermon.py -i [PATH TO PIER] -o [PATH TO OUTPUT CSV] systemd serv

1 Nov 07, 2021
Minterpy - Multidimensional interpolation in Python.

minterpy is an open-source Python package for a multivariate generalization of the classical Newton and Lagrange interpolation schemes as well as related tasks.

Center for Advanced Systems Understanding 18 Jan 06, 2023
Junos PyEZ is a Python library to remotely manage/automate Junos devices.

The repo is under active development. If you take a clone, you are getting the latest, and perhaps not entirely stable code. DOCUMENTATION Official Do

Juniper Networks 623 Dec 10, 2022
List of all D&D 5e monsters: WotC + popular third-party sourcebooks

Xio's Guide to Monsters If you're a DM like me, and you have multiple sources of D&D 5e monsters that include WotC as well as third-party suppliers, y

20 Jan 06, 2023
Beancount Importers for DKB (Deutsche Kredit Bank) CSV Exports

Beancount DKB Importer beancount-dkb provides an Importer for converting CSV exports of DKB (Deutsche Kreditbank) account summaries to the Beancount f

Siddhant Goel 24 Aug 06, 2022
Blender-3D-SH-Dma-plugin - Import and export Sonic Heroes Delta Morph animations (.anm) into Blender 3D

io_scene_sonic_heroes_dma This plugin for Blender 3D allows you to import and ex

Psycrow 3 Mar 22, 2022