IV: Brute-force diode parameter extraction
[1]:
from pvops.iv import simulator, extractor
Step 1: Collect your IV curves.
In this case, we simulate some curves, but you can replace this step by reading in your own data, if wanted.
[2]:
sim = simulator.Simulator(
mod_specs = {
'Jinko_Solar_Co___Ltd_JKM270PP_60': {'ncols': 6,
'nsubstrings': 3
}
}
)
sim.build_strings({'Unstressed': ['pristine']*12})
N = 100
dicts = {'E': {'mean': 800,
'std': 500,
'low': 400,
'upp': 1100
},
'Tc': {'mean': 30,
'std': 5,
},
'Rs_mult': {'mean': 1.3,
'std': 0.6,
'low': 0.9,
'upp': 1.5
},
'Rsh_mult': {'mean': 0.8,
'std': 0.9,
'low': 0.3,
'upp': 1.0
},
'Il_mult': {'mean': 1.0,
'std': 0.5,
'low': 0.95,
'upp': 1.05
},
'Io_mult': {'mean': 1.0,
'std': 0.6,
'low': 0.85,
'upp': 1.1
},
'nnsvth_mult': {'mean': 1.0,
'std': 0.5,
'low': 0.85,
'upp': 1.1
}
}
sim.generate_many_samples('pristine', N, dicts)
sim.simulate()
sim.print_info()
Simulating cells: 0%| | 0/1 [00:00<?, ?it/s]/home/klbonne/.local/bin/anaconda3/envs/pvops_dev/lib/python3.8/site-packages/scipy/optimize/_zeros_py.py:466: RuntimeWarning: some failed to converge after 100 iterations
warnings.warn(msg, RuntimeWarning)
Simulating cells: 100%|██████████| 1/1 [00:02<00:00, 2.63s/it]
Adding up simulations: 100%|██████████| 1/1 [00:01<00:00, 1.69s/it]
Adding up other definitions: 100%|██████████| 1/1 [00:00<00:00, 10433.59it/s]
Condition list: (Cell definitions)
[pristine]: 101 definition(s)
Modcell types: (Cell mappings on module)
[pristine]: 1 definition(s)
String definitions (Series of modcells)
[Unstressed]: 101 definition(s)
[3]:
sim.visualize()
/home/klbonne/Documents/GitHub/pvOps/pvops/iv/simulator.py:1442: UserWarning:
`distplot` is a deprecated function and will be removed in seaborn v0.14.0.
Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).
For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751
axs = sns.distplot(
/home/klbonne/Documents/GitHub/pvOps/pvops/iv/simulator.py:1445: UserWarning:
`distplot` is a deprecated function and will be removed in seaborn v0.14.0.
Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).
For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751
axs = sns.distplot(
/home/klbonne/Documents/GitHub/pvOps/pvops/iv/simulator.py:1445: UserWarning:
`distplot` is a deprecated function and will be removed in seaborn v0.14.0.
Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).
For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751
axs = sns.distplot(
/home/klbonne/Documents/GitHub/pvOps/pvops/iv/simulator.py:1445: UserWarning:
`distplot` is a deprecated function and will be removed in seaborn v0.14.0.
Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).
For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751
axs = sns.distplot(
/home/klbonne/Documents/GitHub/pvOps/pvops/iv/simulator.py:1445: UserWarning:
`distplot` is a deprecated function and will be removed in seaborn v0.14.0.
Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).
For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751
axs = sns.distplot(
/home/klbonne/Documents/GitHub/pvOps/pvops/iv/simulator.py:1445: UserWarning:
`distplot` is a deprecated function and will be removed in seaborn v0.14.0.
Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).
For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751
axs = sns.distplot(
/home/klbonne/Documents/GitHub/pvOps/pvops/iv/simulator.py:1445: UserWarning:
`distplot` is a deprecated function and will be removed in seaborn v0.14.0.
Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).
For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751
axs = sns.distplot(
[4]:
df = sim.sims_to_df(focus=['string'], cutoff=True)
df.head()
[4]:
| current | voltage | E | T | mode | level | |
|---|---|---|---|---|---|---|
| 0 | [9.214203000284689, 9.210691359222285, 9.20726... | [3.834932371660216e-12, 11.207809937682319, 22... | 1000.000000 | 50.000000 | Unstressed | string |
| 1 | [5.284107412718183, 5.2776846348732525, 5.2714... | [3.836930773104541e-12, 10.94261122291978, 21.... | 587.317020 | 30.336647 | Unstressed | string |
| 2 | [7.125172224252341, 7.119234129879513, 7.11343... | [3.838707129943941e-12, 12.742973777314244, 25... | 775.239408 | 35.517139 | Unstressed | string |
| 3 | [6.431353183119788, 6.424342644781958, 6.41749... | [3.834932371660216e-12, 12.216345601755854, 24... | 732.303708 | 35.722979 | Unstressed | string |
| 4 | [9.322058378622014, 9.31619129152217, 9.310464... | [3.835043393962678e-12, 11.380842316022822, 22... | 1025.459067 | 31.791829 | Unstressed | string |
Step 2: Conduct diode parameter extraction
[5]:
# Only created to retrieve cell_parameters
temporary_sim = simulator.Simulator(
mod_specs = {
'Jinko_Solar_Co___Ltd_JKM270PP_60': {'ncols': 6,
'nsubstrings': 3
}
}
)
extr = extractor.BruteForceExtractor(input_df=df,
current_col='current',
voltage_col='voltage',
irradiance_col='E',
temperature_col='T',
T_type='cell',
windspeed_col=None,
Simulator_mod_specs=None,
Simulator_pristine_condition=None)
