Polymerization reactor modeling package using the method of moments
Project description
PyPoly Reactor
pypoly.py is a single-file Python module for polymerization reactor simulations.
This distribution folder is intentionally simple. It contains only:
README.md
pypoly.py
The module provides the PolyRxn class, which can be used for:
- Batch reactor simulation
- CSTR reactor simulation
- LDPE tubular PFR model construction
The model calculates polymer properties such as:
- Number-average molecular weight,
Mn - Weight-average molecular weight,
Mw - Polydispersity index,
PDI
Installation
This version is distributed as a single .py file. You do not need to build a Python package before using it.
Install the required Python packages in a Conda environment:
conda create -n poly python=3.10 numpy scipy matplotlib
conda activate poly
Place pypoly.py in the same folder as your simulation script:
my_project/
├── pypoly.py
└── Sim_Batch.py
Then import the model:
from pypoly import PolyRxn
For detailed installation instructions, see:
docs/installation.md
Quick Start
Create a file named quick_start.py in the same folder as pypoly.py:
from pypoly import PolyRxn
model = PolyRxn(
kd=0.8,
kp=15.0,
ktc=0.02,
ktd=0.02,
ktrm=15e-3,
ktrp=10e-3,
kca=5e-3,
f=0.8,
dH_p=-100 * 1000,
Mw_mono=28.05,
)
R_gas = 8.3145
Mw_mono = 28.05
P_assu = 3000 * 1e5
T_assu = 150 + 273.15
model.set_batch_params(
Tc_const=200 + 273.15,
rho=Mw_mono * (P_assu / R_gas / T_assu),
Cp_ass=42.9 / Mw_mono,
U_heat=400,
D=0.05,
)
result = model.run_batch(
mono_0=8000.0,
ini_0=50.0,
CTA_0=50.0,
T_0=200 + 273.15,
t_end=5.0,
dt=0.01,
)
print("Final Mn:", result["Mn_final"])
print("Final Mw:", result["Mw_final"])
print("Final PDI:", result["PDI_final"])
print("Final temperature:", result["T_final"])
Run:
python quick_start.py
Documentation
Detailed documentation is available in the docs/ folder:
docs/
├── installation.md
├── batch.md
├── cstr.md
├── pfr.md
└── api_reference.md
Recommended reading order:
docs/installation.mddocs/batch.mddocs/cstr.mddocs/pfr.mddocs/api_reference.md
Example Directory
For a simple single-file setup, use this structure:
my_project/
├── pypoly.py
├── Sim_Batch.py
├── Sim_CSTR.py
└── Sim_PFR.py
Each simulation file can import the model with:
from pypoly import PolyRxn
Notes
- Keep
pypoly.pyin the same directory as your simulation script, or place it in a folder included inPYTHONPATH. - This single-file distribution does not install command-line tools such as
pypoly-rl. - The single-file module focuses on reactor simulation code.
- Reinforcement-learning training scripts should be distributed separately if needed.
- Temperature values in the examples are in Kelvin.
- The kinetic constants in the examples are illustrative test values chosen for speed, not a calibrated LDPE data set.
License
Use this file according to the license or distribution agreement provided by the project owner.
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