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Added mdanalysis postprocessing code
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# `mdanalysis` – Post processing of MD | ||
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## Overview | ||
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`mdanalysis.py` is a Python script that provides a set of tools for processing MD trajectory files generated by [**SPARC**](https://github.com/SPARC-X/SPARC/) and calculating various quantities such as total internal energy, total pressure, self-diffusion coefficient, inter-diffusion coefficient, shear viscosity, and pair-correlation funcions. | ||
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## Requirements | ||
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To use `mdanalysis.py`, you need the following: | ||
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- Python 3.6 or later | ||
- Numpy | ||
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## Usage | ||
```shell | ||
$ python mdanalysis.py carbon.mdanalysis.inpt | ||
``` | ||
To use the `mdanalysis.py` one needs an input file `carbon.mdanalysis.inpt` which contains the following variables. | ||
* `SYSTEM_NAME:` - Name of the system. This will determine the names of the file (e.g. C2.out, C2.aimd, C2.out_01 etc) | ||
* `N_FOLDERS:` - Number of folders used to run the simulation (Each folder will be considered a MD trajectory with an indepedent starting point) | ||
* `FOLDER_PATH_SIMULATIONS:` - Location of the folders | ||
* `N_SIMULATIONS_FOLDER:` -Number of simulation run within each folder (If it has 3 simulations, C2.out, C2.out_01, C2.out_02 files are expected.) | ||
* `N_EQUIL:` - Number of MD steps for equilibriation | ||
* `PCF_FLAG:` - Flag to do a pair correlation function calculation | ||
* `RANGE_PCF:` - Maximum radial distance to be considered | ||
* `SIZE_HIST_PCF:` - Total number of spherical shells to be considered | ||
* `SELF_DIFFUSION_FLAG:` - Flag to do self-diffusion coefficient calculation using integration of VACF | ||
* `BLOCK_LENGTH_SELF_DIFFUSION:` - Block length for self diffuison calculation | ||
* `INTER_DIFFUSION_FLAG:` - Flag to do inter-diffusion coefficient calculation using integration of VACF | ||
* `BLOCK_LENGTH_INTER_DIFFUSION:` - Block length for inter diffuison calculation | ||
* `VISCOSITY_FLAG:` - Flag to do shear viscosity calculation using integration of VACF | ||
* `BLOCK_LENGTH_VISCOSITY:` - Block length for viscosity calculation | ||
* `INTERNAL_ENERGY_FLAG:` - Flag to get the mean and error bar of total internal energy (ha/atom) | ||
* `PRESSURE_FLAG:` - Flag to get the mean and error bar of total pressure (GPa) | ||
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An output file named `carbon.mdanalysis.out` will be written with all the values. | ||
## Usage | ||
* The inter-diffusion coefficient has only been implemented for binary systems. | ||
* The error bar has been calculated using the re-blocking method (https://web.ornl.gov/~kentpr/thesis/pkthnode31.html). The data for the standard deviation, block-size is also written in a text file. Please check these files to ensure that the standard deviations have reached close to limiting values | ||
* For diffusion coefficients and viscosity, velocity autocorrelation function (VACF) and stress autocorrelation function (SACF) has also been written in files `vacf.txt` and `sacf.txt`. Check these files to make sure that they have decayes to zero for the specified block length. | ||
* The block length for diffusion coefficients and viscosity calculation needs to be tuned by the user such that the corresponding auto-correlation functions have decayed to zero. | ||
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## Example | ||
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Explore an example of how to use `mdanalysis` to calculate for a dummy carbon system in the `example/` directory. | ||
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t[fs] D_t | ||
0.0000E+00 2.7258E-04 | ||
4.0000E-02 5.4509E-04 | ||
8.0000E-02 8.1743E-04 | ||
1.2000E-01 1.0895E-03 | ||
1.6000E-01 1.3611E-03 | ||
2.0000E-01 1.6321E-03 | ||
2.4000E-01 1.9025E-03 | ||
2.8000E-01 2.1721E-03 | ||
3.2000E-01 2.4408E-03 | ||
3.6000E-01 2.7085E-03 | ||
4.0000E-01 2.9752E-03 | ||
4.4000E-01 3.2406E-03 | ||
4.8000E-01 3.5048E-03 | ||
5.2000E-01 3.7676E-03 | ||
5.6000E-01 4.0290E-03 | ||
6.0000E-01 4.2888E-03 | ||
6.4000E-01 4.5470E-03 | ||
6.8000E-01 4.8035E-03 | ||
7.2000E-01 5.0583E-03 | ||
7.6000E-01 5.3113E-03 | ||
8.0000E-01 5.5625E-03 | ||
8.4000E-01 5.8117E-03 | ||
8.8000E-01 6.0590E-03 | ||
9.2000E-01 6.3044E-03 | ||
9.6000E-01 6.5477E-03 | ||
1.0000E+00 6.7889E-03 | ||
1.0400E+00 7.0281E-03 | ||
1.0800E+00 7.2651E-03 | ||
1.1200E+00 7.5000E-03 | ||
1.1600E+00 7.7328E-03 | ||
1.2000E+00 7.9633E-03 | ||
1.2400E+00 8.1917E-03 | ||
1.2800E+00 8.4180E-03 | ||
1.3200E+00 8.6420E-03 | ||
1.3600E+00 8.8638E-03 | ||
1.4000E+00 9.0834E-03 | ||
1.4400E+00 9.3007E-03 | ||
1.4800E+00 9.5159E-03 | ||
1.5200E+00 9.7288E-03 | ||
1.5600E+00 9.9395E-03 | ||
1.6000E+00 1.0148E-02 | ||
1.6400E+00 1.0354E-02 | ||
1.6800E+00 1.0558E-02 | ||
1.7200E+00 1.0760E-02 | ||
1.7600E+00 1.0960E-02 | ||
1.8000E+00 1.1158E-02 | ||
1.8400E+00 1.1353E-02 | ||
1.8800E+00 1.1547E-02 | ||
1.9200E+00 1.1738E-02 | ||
1.9600E+00 1.1927E-02 | ||
2.0000E+00 1.2114E-02 | ||
2.0400E+00 1.2299E-02 | ||
2.0800E+00 1.2481E-02 | ||
2.1200E+00 1.2662E-02 | ||
2.1600E+00 1.2841E-02 | ||
2.2000E+00 1.3018E-02 | ||
2.2400E+00 1.3193E-02 | ||
2.2800E+00 1.3366E-02 | ||
2.3200E+00 1.3536E-02 | ||
2.3600E+00 1.3705E-02 | ||
2.4000E+00 1.3872E-02 | ||
2.4400E+00 1.4038E-02 | ||
2.4800E+00 1.4201E-02 | ||
2.5200E+00 1.4363E-02 | ||
2.5600E+00 1.4522E-02 | ||
2.6000E+00 1.4680E-02 | ||
2.6400E+00 1.4836E-02 | ||
2.6800E+00 1.4991E-02 | ||
2.7200E+00 1.5143E-02 | ||
2.7600E+00 1.5294E-02 | ||
2.8000E+00 1.5444E-02 | ||
2.8400E+00 1.5591E-02 | ||
2.8800E+00 1.5737E-02 | ||
2.9200E+00 1.5882E-02 | ||
2.9600E+00 1.6024E-02 | ||
3.0000E+00 1.6166E-02 | ||
3.0400E+00 1.6305E-02 | ||
3.0800E+00 1.6443E-02 | ||
3.1200E+00 1.6580E-02 | ||
3.1600E+00 1.6715E-02 | ||
3.2000E+00 1.6849E-02 | ||
3.2400E+00 1.6981E-02 | ||
3.2800E+00 1.7112E-02 | ||
3.3200E+00 1.7241E-02 | ||
3.3600E+00 1.7369E-02 | ||
3.4000E+00 1.7495E-02 | ||
3.4400E+00 1.7621E-02 | ||
3.4800E+00 1.7744E-02 | ||
3.5200E+00 1.7867E-02 | ||
3.5600E+00 1.7988E-02 | ||
3.6000E+00 1.8108E-02 | ||
3.6400E+00 1.8227E-02 | ||
3.6800E+00 1.8344E-02 | ||
3.7200E+00 1.8460E-02 | ||
3.7600E+00 1.8575E-02 | ||
3.8000E+00 1.8689E-02 | ||
3.8400E+00 1.8802E-02 | ||
3.8800E+00 1.8913E-02 | ||
3.9200E+00 1.9023E-02 | ||
3.9600E+00 1.9132E-02 |
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1.000000E+00 1.868896E-02 9.844698E-05 | ||
2.000000E+00 1.868896E-02 1.375621E-04 | ||
4.000000E+00 1.868856E-02 1.910072E-04 | ||
8.000000E+00 1.868856E-02 2.291131E-04 | ||
1.600000E+01 1.866421E-02 2.360276E-04 |
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block-length mean std-dev | ||
1.000E+00 -5.879E+01 2.572E-01 | ||
2.000E+00 -5.879E+01 2.536E-01 | ||
4.000E+00 -5.879E+01 2.730E-01 | ||
8.000E+00 -5.878E+01 3.229E-01 | ||
1.600E+01 -5.877E+01 3.948E-01 | ||
3.200E+01 -5.874E+01 4.953E-01 | ||
6.400E+01 -5.874E+01 6.371E-01 | ||
1.280E+02 -5.863E+01 6.983E-01 |
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block-length mean std-dev | ||
1.000E+00 3.293282E+04 1.714E+01 | ||
2.000E+00 3.293282E+04 2.413E+01 | ||
4.000E+00 3.293075E+04 3.382E+01 | ||
8.000E+00 3.292659E+04 4.689E+01 | ||
1.600E+01 3.291819E+04 6.301E+01 | ||
3.200E+01 3.290485E+04 7.374E+01 | ||
6.400E+01 3.290485E+04 8.589E+01 | ||
1.280E+02 3.293060E+04 1.058E+02 |
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1.000000E+00 1.383397E-02 2.736892E-03 | ||
2.000000E+00 1.383397E-02 3.620604E-03 | ||
4.000000E+00 1.274491E-02 3.574479E-03 |
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*************************************************************************** | ||
* MD analysis (Version 05 Sept 2024) * | ||
* Date: 09/09/2024, 07:07:25 * | ||
*************************************************************************** | ||
Inputs: | ||
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SYSTEM_NAME: carbon # Name of the system. This will determine the names of the file (e.g. C2.out, C2.aimd, C2.out_01 etc) | ||
N_FOLDERS: 1 # Number of folders used to run the simulation (Each folder will be considered a MD trajectory with an indepedent starting point) | ||
FOLDER_PATH_SIMULATIONS: ./ # Location of the folders | ||
N_SIMULATIONS_FOLDER: 1 # Number of simulation run within each folder (If it has 3 simulations, C2.out, C2.out_01, C2.out_02 files are expected.) | ||
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N_EQUIL: 10 # Number of MD steps for equilibriation | ||
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PCF_FLAG: 1 # Flag to do a pair correlation function calculation | ||
RANGE_PCF: 10 # Maximum radial distance to be considered | ||
SIZE_HIST_PCF: 100 # Total number of spherical shells to be considered | ||
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SELF_DIFFUSION_FLAG: 1 # Flag to do self-diffusion coefficient calculation using integration of VACF | ||
BLOCK_LENGTH_SELF_DIFFUSION: 100 # Block length | ||
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INTER_DIFFUSION_FLAG: 0 # Flag to do inter-diffusion coefficient calculation using integration of VACF | ||
BLOCK_LENGTH_INTER_DIFFUSION: 100 # Block length | ||
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VISCOSITY_FLAG: 1 # Flag to do shear viscosity calculation using integration of VACF | ||
BLOCK_LENGTH_VISCOSITY: 100 # Block length | ||
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INTERNAL_ENERGY_FLAG: 1 # Flag to get the mean and error bar of total internal energy (ha/atom) | ||
PRESSURE_FLAG: 1 # Flag to get the mean and error bar of total pressure (GPa) | ||
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*************************************************************************** | ||
Internal energy (UEN + KENIG): | ||
Mean of internal energy [ha/atom]: -5.879440854E+01 | ||
Error bar of internal energy [ha/atom]: 2.536E-01 | ||
*************************************************************************** | ||
Pressure (PRES + PRESIG): | ||
Mean of pressure [GPa]: 3.293282311E+04 | ||
Error bar of pressure [GPa]: 4.689E+01 | ||
*************************************************************************** | ||
Self diffusion coefficient: | ||
Self diffusion coefficients [cm^2/s]: | ||
1.8689E-02, | ||
Self diffusion coefficients error bar[cm^2/s]: | ||
1.3756E-04, | ||
*************************************************************************** | ||
Shear viscosity: | ||
Viscosity [Pa-s]: | ||
1.3834E-02, | ||
Viscosity error bar[Pa-s]: | ||
3.6206E-03, | ||
*************************************************************************** | ||
Pair correlation function: | ||
Pair correlation function written!! |
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