OPEM
OPEM : Open Source PEM Cell Simulation Tool - Published in JOSS (2018)
Science Score: 93.0%
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Published in Journal of Open Source Software
Keywords
Keywords from Contributors
Repository
OPEM (Open Source PEM Fuel Cell Simulation Tool)
Basic Info
- Host: GitHub
- Owner: ECSIM
- License: mit
- Language: Python
- Default Branch: master
- Homepage: http://opem.ecsim.site
- Size: 17.8 MB
Statistics
- Stars: 221
- Watchers: 10
- Forks: 59
- Open Issues: 1
- Releases: 14
Topics
Metadata Files
README.md
Table of Contents
- What is PEM?
- Overview
- Installation
- Usage
* Executable
* Library
* Telegram Bot * Try OPEM in Your Browser! * MATLAB - Issues & Bug Reports
- Contribution
- Outputs
- Thanks
- Reference
- Cite
- Authors
- License
- Show Your Support
- Changelog
- Code of Conduct
Overview
Modeling and simulation of proton-exchange membrane fuel cells (PEMFC) may work as a powerful tool in the research & development of renewable energy sources. The Open-Source PEMFC Simulation Tool (OPEM) is a modeling tool for evaluating the performance of proton exchange membrane fuel cells. This package is a combination of models (static/dynamic) that predict the optimum operating parameters of PEMFC. OPEM contained generic models that will accept as input, not only values of the operating variables such as anode and cathode feed gas, pressure and compositions, cell temperature and current density, but also cell parameters including the active area and membrane thickness. In addition, some of the different models of PEMFC that have been proposed in the OPEM, just focus on one particular FC stack, and some others take into account a part or all auxiliaries such as reformers. OPEM is a platform for collaborative development of PEMFC models.
Fig1. OPEM Block Diagram
| Open Hub | ![]() |
| PyPI Counter | |
| Github Stars |
| Branch | master | develop |
| CI |
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Usage
Executable
- Open
CMD(Windows) orTerminal(UNIX) - Run
opemorpython -m opem(or runOPEM.exe) Enter PEM cell parameters (or run standard test vectors)
Amphlett Static Model
Input Description Unit T Cell operation temperature K PH2 Partial pressure atm PO2 Partial pressure atm i-start Cell operating current start point A i-step Cell operating current step A i-stop Cell operating current end point A A Active area cm^2 l Membrane thickness cm lambda An adjustable parameter with a min value of 14 and max value of 23 -- R(*Optional) R-Electronic ohm JMax Maximum current density A/(cm^2) N Number of single cells -- - For more information about this model visit here
Larminie-Dicks Static Model
Input Description Unit E0 Fuel cell reversible no loss voltage V A The slope of the Tafel line V T Cell operation temperature K i-start Cell operating current start point A i-step Cell operating current step A i-stop Cell operating current end point A in Internal current A i0 Exchange current at which the overvoltage begins to move from zero A i_L Limiting current A RM The membrane and contact resistances ohm N Number of single cells -- - For more information about this model visit here
Chamberline-Kim Static Model
Input Description Unit E0 Open circuit voltage V b Tafel's parameter for the oxygen reduction V R Resistance ohm.cm^2 i-start Cell operating current start point A i-step Cell operating current step A i-stop Cell operating current end point A A Active area cm^2 m Diffusion's parameters V n Diffusion's parameters (A^-1)(cm^2) N Number of single cells -- - For more information about this model visit here
Padulles Dynamic Model I
Input Description Unit E0 No load voltage V T Fuel cell temperature K KH2 Hydrogen valve constant kmol.s^(-1).atm^(-1) KO2 Oxygen valve constant kmol.s^(-1).atm^(-1) tH2 Hydrogen time constant s tO2 Oxygen time constant s B Activation voltage constant V C Activation constant parameter A^(-1) Rint Fuel cell internal resistance ohm rho Hydrogen-Oxygen flow ratio -- qH2 Molar flow of hydrogen kmol/s N0 Number of cells -- i-start Cell operating current start point A i-step Cell operating current step A i-stop Cell operating current end point A - For more information about this model visit here
- For more information about this model visit here
5. Padulles Dynamic Model II
<html>
<table>
<tr>
<td align="center" >Input</td>
<td align="center">Description</td>
<td align="center">Unit</td>
</tr>
<tr>
<td align="center">E0</td>
<td align="center">No load voltage</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">T</td>
<td align="center">Fuel cell temperature</td>
<td align="center">K</td>
</tr>
<tr>
<td align="center">KH2</td>
<td align="center">Hydrogen valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">KH2O</td>
<td align="center">Water valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">KO2</td>
<td align="center">Oxygen valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">tH2</td>
<td align="center">Hydrogen time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">tH2O</td>
<td align="center">Water time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">tO2</td>
<td align="center">Oxygen time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">B</td>
<td align="center">Activation voltage constant</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">C</td>
<td align="center">Activation constant parameter</td>
<td align="center">A^(-1)</td>
</tr>
<tr>
<td align="center">Rint</td>
<td align="center">Fuel cell internal resistance</td>
<td align="center">ohm</td>
</tr>
<tr>
<td align="center">rho</td>
<td align="center">Hydrogen-Oxygen flow ratio</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">qH2</td>
<td align="center">Molar flow of hydrogen</td>
<td align="center">kmol/s</td>
</tr>
<tr>
<td align="center">N0</td>
<td align="center">Number of cells</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">i-start</td>
<td align="center">Cell operating current start point</td>
<td align="center">A</td>
</tr>
<tr>
<td align="center">i-step</td>
<td align="center">Cell operating current step</td>
<td align="center">A</td>
</tr>
<tr>
<td align="center">i-stop</td>
<td align="center">Cell operating current end point</td>
<td align="center">A</td>
</tr>
</table>
</html>
* For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Padulles2.html">here</a>
6. Padulles-Hauer Dynamic Model
<html>
<table>
<tr>
<td align="center" >Input</td>
<td align="center">Description</td>
<td align="center">Unit</td>
</tr>
<tr>
<td align="center">E0</td>
<td align="center">No load voltage</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">T</td>
<td align="center">Fuel cell temperature</td>
<td align="center">K</td>
</tr>
<tr>
<td align="center">KH2</td>
<td align="center">Hydrogen valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">KH2O</td>
<td align="center">Water valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">KO2</td>
<td align="center">Oxygen valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">tH2</td>
<td align="center">Hydrogen time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">tH2O</td>
<td align="center">Water time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">tO2</td>
<td align="center">Oxygen time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">t1</td>
<td align="center">Reformer time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">t2</td>
<td align="center">Reformer time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">B</td>
<td align="center">Activation voltage constant</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">C</td>
<td align="center">Activation constant parameter</td>
<td align="center">A^(-1)</td>
</tr>
<tr>
<td align="center">CV</td>
<td align="center">Conversion factor</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">Rint</td>
<td align="center">Fuel cell internal resistance</td>
<td align="center">ohm</td>
</tr>
<tr>
<td align="center">rho</td>
<td align="center">Hydrogen-Oxygen flow ratio</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">qMethanol</td>
<td align="center">Molar flow of methanol</td>
<td align="center">kmol/s</td>
</tr>
<tr>
<td align="center">N0</td>
<td align="center">Number of cells</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">i-start</td>
<td align="center">Cell operating current start point</td>
<td align="center">A</td>
</tr>
<tr>
<td align="center">i-step</td>
<td align="center">Cell operating current step</td>
<td align="center">A</td>
</tr>
<tr>
<td align="center">i-stop</td>
<td align="center">Cell operating current end point</td>
<td align="center">A</td>
</tr>
</table>
</html>
* For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Padulles_Hauer.html">here</a>
7. Padulles-Amphlett Dynamic Model
<html>
<table>
<tr>
<td align="center" >Input</td>
<td align="center">Description</td>
<td align="center">Unit</td>
</tr>
<tr>
<td align="center">E0</td>
<td align="center">No load voltage</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">T</td>
<td align="center">Fuel cell temperature</td>
<td align="center">K</td>
</tr>
<tr>
<td align="center">KH2</td>
<td align="center">Hydrogen valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">KH2O</td>
<td align="center">Water valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">KO2</td>
<td align="center">Oxygen valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">tH2</td>
<td align="center">Hydrogen time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">tH2O</td>
<td align="center">Water time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">tO2</td>
<td align="center">Oxygen time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">t1</td>
<td align="center">Reformer time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">t2</td>
<td align="center">Reformer time constant</td>
<td align="center">s</td>
</tr>
<tr>
<td align="center">A</td>
<td align="center">Active area</td>
<td align="center">cm^2</td>
</tr>
<tr>
<td align="center">l</td>
<td align="center">Membrane thickness</td>
<td align="center">cm</td>
</tr>
<tr>
<td align="center">lambda</td>
<td align="center">An adjustable parameter with a min value of 14 and max value of 23</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">R(*Optional)</td>
<td align="center">R-Electronic</td>
<td align="center">ohm</td>
</tr>
<tr>
<td align="center">JMax</td>
<td align="center">Maximum current density</td>
<td align="center">A/(cm^2)</td>
</tr>
<tr>
<td align="center">CV</td>
<td align="center">Conversion factor</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">rho</td>
<td align="center">Hydrogen-Oxygen flow ratio</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">qMethanol</td>
<td align="center">Molar flow of methanol</td>
<td align="center">kmol/s</td>
</tr>
<tr>
<td align="center">N0</td>
<td align="center">Number of cells</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">i-start</td>
<td align="center">Cell operating current start point</td>
<td align="center">A</td>
</tr>
<tr>
<td align="center">i-step</td>
<td align="center">Cell operating current step</td>
<td align="center">A</td>
</tr>
<tr>
<td align="center">i-stop</td>
<td align="center">Cell operating current end point</td>
<td align="center">A</td>
</tr>
</table>
</html>
* For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Padulles_Amphlett.html">here</a>
8. Chakraborty Dynamic Model
<html>
<table>
<tr>
<td align="center" >Input</td>
<td align="center">Description</td>
<td align="center">Unit</td>
</tr>
<tr>
<td align="center">E0</td>
<td align="center">No load voltage</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">T</td>
<td align="center">Cell operation temperature</td>
<td align="center">K</td>
</tr>
<tr>
<td align="center">KH2</td>
<td align="center">Hydrogen valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">KH2O</td>
<td align="center">Water valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">KO2</td>
<td align="center">Oxygen valve constant</td>
<td align="center">kmol.s^(-1).atm^(-1)</td>
</tr>
<tr>
<td align="center">rho</td>
<td align="center">Hydrogen-Oxygen flow ratio</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">Rint</td>
<td align="center">Fuel cell internal resistance</td>
<td align="center">ohm</td>
</tr>
<tr>
<td align="center">N0</td>
<td align="center">Number of cells</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">u</td>
<td align="center">Fuel utilization ratio</td>
<td align="center">--</td>
</tr>
<tr>
<td align="center">i-start</td>
<td align="center">Cell operating current start point</td>
<td align="center">A</td>
</tr>
<tr>
<td align="center">i-step</td>
<td align="center">Cell operating current step</td>
<td align="center">A</td>
</tr>
<tr>
<td align="center">i-stop</td>
<td align="center">Cell operating current end point</td>
<td align="center">A</td>
</tr>
</table>
</html>
* For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Chakraborty.html">here</a>
- Find your reports in `Model_Name` folder
#### Screen Record
<div align="center">
<a href="https://asciinema.org/a/170416" target="_blank"><img src="https://asciinema.org/a/170416.png" /></a>
<p>Screen Record</p>
</div>
Library
- Amphlett Static Model
pycon >>> from opem.Static.Amphlett import Static_Analysis >>> Test_Vector={"T": 343.15,"PH2": 1,"PO2": 1,"i-start": 0,"i-stop": 75,"i-step": 0.1,"A": 50.6,"l": 0.0178,"lambda": 23,"N": 1,"R": 0,"JMax": 1.5,"Name": "Amphlett_Test"} >>> data=Static_Analysis(InputMethod=Test_Vector,TestMode=True,PrintMode=False,ReportMode=False)Key Description Type Status Simulation status Bool P Power List I Cell operating current List V FC voltage List EFF Efficiency List Ph Thermal power List V0 Linear-Apx intercept Float K Linear-Apx slope Float EtaActive Eta activation List EtaConc Eta concentration List Eta_Ohmic Eta ohmic List VE Estimated FC voltage List
- For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Static/Amphlett.html">here</a>
- Larminie-Dicks Static Model
pycon >>> from opem.Static.Larminie_Dicks import Static_Analysis >>> Test_Vector = {"A": 0.06,"E0": 1.178,"T": 328.15,"RM": 0.0018,"i_0": 0.00654,"i_L": 100.0,"i_n": 0.23,"N": 23,"i-start": 0.1,"i-stop": 98,"i-step": 0.1,"Name": "Larminiee_Test"} >>> data=Static_Analysis(InputMethod=Test_Vector,TestMode=True,PrintMode=False,ReportMode=False)Key Description Type Status Simulation status Bool P Power List I Cell operating current List V FC voltage List EFF Efficiency List Ph Thermal power List V0 Linear-Apx intercept Float K Linear-Apx slope Float VE Estimated FC voltage List
- For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Static/Larminie_Dicks.html">here</a>
- Chamberline-Kim Static Model
pycon >>> from opem.Static.Chamberline_Kim import Static_Analysis >>> Test_Vector = {"A": 50.0,"E0": 0.982,"b": 0.0689,"R": 0.328,"m": 0.000125,"n": 9.45,"N": 1,"i-start": 1,"i-stop": 42.5,"i-step": 0.1,"Name": "Chamberline_Test"} >>> data=Static_Analysis(InputMethod=Test_Vector,TestMode=True,PrintMode=False,ReportMode=False)Key Description Type Status Simulation status Bool P Power List I Cell operating current List V FC voltage List EFF Efficiency List Ph Thermal power List V0 Linear-Apx intercept Float K Linear-Apx slope Float VE Estimated FC voltage List
- For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Static/Chamberline_Kim.html">here</a>
- Padulles Dynamic Model I
pycon >>> from opem.Dynamic.Padulles1 import Dynamic_Analysis >>> Test_Vector = {"T": 343,"E0": 0.6,"N0": 88,"KO2": 0.0000211,"KH2": 0.0000422,"tH2": 3.37,"tO2": 6.74,"B": 0.04777,"C": 0.0136,"Rint": 0.00303,"rho": 1.168,"qH2": 0.0004,"i-start": 0,"i-stop": 100,"i-step": 0.1,"Name": "PadullesI_Test"} >>> data=Dynamic_Analysis(InputMethod=Test_Vector,TestMode=True,PrintMode=False,ReportMode=False)Key Description Type Status Simulation status Bool P Power List I Cell operating current List V FC voltage List EFF Efficiency List PO2 Partial pressure List PH2 Partial pressure List Ph Thermal power List V0 Linear-Apx intercept Float K Linear-Apx slope Float VE Estimated FC voltage List
- For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Padulles1.html">here</a>
- Padulles Dynamic Model II
pycon >>> from opem.Dynamic.Padulles2 import Dynamic_Analysis >>> Test_Vector = {"T": 343,"E0": 0.6,"N0": 5,"KO2": 0.0000211,"KH2": 0.0000422,"KH2O": 0.000007716,"tH2": 3.37,"tO2": 6.74,"tH2O": 18.418,"B": 0.04777,"C": 0.0136,"Rint": 0.00303,"rho": 1.168,"qH2": 0.0004,"i-start": 0.1,"i-stop": 100,"i-step": 0.1,"Name": "Padulles2_Test"} >>> data=Dynamic_Analysis(InputMethod=Test_Vector,TestMode=True,PrintMode=False,ReportMode=False)Key Description Type Status Simulation status Bool P Power List I Cell operating current List V FC voltage List EFF Efficiency List PO2 Partial pressure List PH2 Partial pressure List PH2O Partial pressure List Ph Thermal power List V0 Linear-Apx intercept Float K Linear-Apx slope Float VE Estimated FC voltage List
- For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Padulles2.html">here</a>
- Padulles-Hauer Dynamic Model
pycon >>> from opem.Dynamic.Padulles_Hauer import Dynamic_Analysis >>> Test_Vector = {"T": 343,"E0": 0.6,"N0": 5,"KO2": 0.0000211,"KH2": 0.0000422,"KH2O": 0.000007716,"tH2": 3.37,"tO2": 6.74,"t1": 2,"t2": 2,"tH2O": 18.418,"B": 0.04777,"C": 0.0136,"Rint": 0.00303,"rho": 1.168,"qMethanol": 0.0002,"CV": 2,"i-start": 0.1,"i-stop": 100,"i-step": 0.1,"Name": "Padulles_Hauer_Test"} >>> data=Dynamic_Analysis(InputMethod=Test_Vector,TestMode=True,PrintMode=False,ReportMode=False)Key Description Type Status Simulation status Bool P Power List I Cell operating current List V FC voltage List EFF Efficiency List PO2 Partial pressure List PH2 Partial pressure List PH2O Partial pressure List Ph Thermal power List V0 Linear-Apx intercept Float K Linear-Apx slope Float VE Estimated FC voltage List
- For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Padulles_Hauer.html">here</a>
- Padulles-Amphlett Dynamic Model
pycon >>> from opem.Dynamic.Padulles_Amphlett import Dynamic_Analysis >>> Test_Vector = {"A": 50.6,"l": 0.0178,"lambda": 23,"JMax": 1.5,"T": 343,"N0": 5,"KO2": 0.0000211,"KH2": 0.0000422,"KH2O": 0.000007716,"tH2": 3.37,"tO2": 6.74,"t1": 2,"t2": 2,"tH2O": 18.418,"rho": 1.168,"qMethanol": 0.0002,"CV": 2,"i-start": 0.1,"i-stop": 75,"i-step": 0.1,"Name": "Padulles_Amphlett_Test"} >>> data=Dynamic_Analysis(InputMethod=Test_Vector,TestMode=True,PrintMode=False,ReportMode=False)Key Description Type Status Simulation status Bool P Power List I Cell operating current List V FC voltage List EFF Efficiency List PO2 Partial pressure List PH2 Partial pressure List PH2O Partial pressure List Ph Thermal power List V0 Linear-Apx intercept Float K Linear-Apx slope Float EtaActive Eta activation List EtaConc Eta concentration List Eta_Ohmic Eta ohmic List VE Estimated FC voltage List
- For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Padulles_Amphlett.html">here</a>
- Chakraborty Dynamic Model
pycon >>> from opem.Dynamic.Chakraborty import Dynamic_Analysis >>> Test_Vector = {"T": 1273,"E0": 0.6,"u":0.8,"N0": 1,"R": 3.28125 * 10**(-3),"KH2O": 0.000281,"KH2": 0.000843,"KO2": 0.00252,"rho": 1.145,"i-start": 0.1,"i-stop": 300,"i-step": 0.1,"Name": "Chakraborty_Test"} >>> data=Dynamic_Analysis(InputMethod=Test_Vector,TestMode=True,PrintMode=False,ReportMode=False)Key Description Type Status Simulation status Bool P Power List I Cell operating current List V FC voltage List EFF Efficiency List PO2 Partial pressure List PH2 Partial pressure List PH2O Partial pressure List Ph Thermal power List Nernst Gain Nernst Gain List Ohmic Loss Ohmic Loss List V0 Linear-Apx intercept Float K Linear-Apx slope Float VE Estimated FC voltage List
- For more information about this model visit <a href="https://www.ecsim.site/opem/doc/Dynamic/Chakraborty.html">here</a>
#### Parameters
1. `TestMode` : Active test mode and get/return data as `dict`, (Default : `False`)
2. `ReportMode` : Generate reports(`.csv`,`.opem`,`.html`) and print result in console, (Default : `True`)
3. `PrintMode` : Control printing in console, (Default : `True`)
4. `Folder` : Reports folder, (Default : `os.getcwd()`)
#### Note
- Return type : `dict`
Telegram Bot
- Send
/startcommand to OPEM BOT - Choose models from menu
- Send your test vector according to the template
- Download your results
Try OPEM in Your Browser!
OPEM can be used online in interactive Jupyter Notebooks via the Binder service! Try it out now! :
- Check
.ipynbfiles inDocumentsfolder - Edit and execute each part of the notes, step by step from the top panel by run button
- For executing a complete simulation, you can edit
Test_VectorinFull Runsection
Issues & Bug Reports
Just fill an issue and describe it. We'll check it ASAP!
or send an email to opem@ecsim.site.
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Outputs
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Reference
1- J. C. Amphlett, R. M. Baumert, R. F. Mann, B. A. Peppley, and P. R. Roberge. 1995. "Performance Modeling of the Ballard Mark IV Solid Polymer Electrolyte Fuel Cell." J. Electrochem. Soc. (The Electrochemical Society, Inc.) 142 (1): 9-15. doi: 10.1149/1.2043959.
2- Jeferson M. Correa, Felix A. Farret, Vladimir A. Popov, Marcelo G. Simoes. 2005. "Sensitivity Analysis of the Modeling Parameters Used in Simulation of Proton Exchange Membrane Fuel Cells." IEEE Transactions on Energy Conversion (IEEE) 20 (1): 211-218. doi:10.1109/TEC.2004.842382.
3- Junbom Kim, Seong-Min Lee, Supramaniam Srinivasan, Charles E. Chamberlin. 1995. "Modeling of Proton Exchange Membrane Fuel Cell Performance with an Empirical Equation." Journal of The Electrochemical Society (The Electrochemical Society) 142 (8): 2670-2674. doi:10.1149/1.2050072.
4- I. Sadli, P. Thounthong, J.-P. Martin, S. Rael, B. Davat. 2006. "Behaviour of a PEMFC supplying a low voltage static converter." Journal of Power Sources (Elsevier) 156: 119–125. doi:10.1016/j.jpowsour.2005.08.021.
5- J. Padulles, G.W. Ault, J.R. McDonald. 2000. "An integrated SOFC plant dynamic model for power systems simulation." Journal of Power Sources (Elsevier) 86 (1-2): 495-500. doi:10.1016/S0378-7753(99)00430-9.
6- Hauer, K.-H. 2001. "Analysis tool for fuel cell vehicle hardware and software (controls) with an application to fuel economy comparisons of alternative system designs." Ph.D. dissertation, Transportation Technology and Policy, University of California Davis.
7- A. Saadi, M. Becherif, A. Aboubou, M.Y. Ayad. 2013. "Comparison of proton exchange membrane fuel cell static models." Renewable Energy (Elsevier) 56: 64-71. doi:dx.doi.org/10.1016/j.renene.2012.10.012.
8- Diego Feroldi, Marta Basualdo. 2012. "Description of PEM Fuel Cells System." Green Energy and Technology (Springer) 49-72. doi:10.1007/978-1-84996-184-4_2
9- Gottesfeld, Shimshon. n.d. The Polymer Electrolyte Fuel Cell: Materials Issues in a Hydrogen Fueled Power Source. http://physics.oregonstate.edu/~hetheriw/energy/topics/doc/electrochemistry/fc/basic/The_Polymer_Electrolyte_Fuel_Cell.htm
10- Mohamed Becherif, Aïcha Saadi, Daniel Hissel, Abdennacer Aboubou, Mohamed Yacine Ayad. 2011. "Static and dynamic proton exchange membrane fuel cell models." Journal of Hydrocarbons Mines and Environmental Research 2 (1)
11- Larminie, J., Dicks, A., & McDonald, M. S. 2003. Fuel cell systems explained (Vol. 2, pp. 207-225). Chichester, UK: J. Wiley. doi: 10.1002/9781118706992.
12- Rho, Y. W., Srinivasan, S., & Kho, Y. T. 1994. ''Mass transport phenomena in proton exchange membrane fuel cells using o 2/he, o 2/ar, and o 2/n 2 mixtures ii. Theoretical analysis.'' Journal of the Electrochemical Society, 141(8), 2089-2096. doi: 10.1149/1.2055066.
13- U. Chakraborty, A New Model for Constant Fuel Utilization and Constant Fuel Flow in Fuel Cells, Appl. Sci. 9 (2019) 1066. https://doi.org/10.3390/app9061066.
Cite
If you use OPEM in your research , please cite this paper :
@article{Haghighi2018,
doi = {10.21105/joss.00676},
url = {https://doi.org/10.21105/joss.00676},
year = {2018},
month = {jul},
publisher = {The Open Journal},
volume = {3},
number = {27},
pages = {676},
author = {Sepand Haghighi and Kasra Askari and Sarmin Hamidi and Mohammad Mahdi Rahimi},
title = {{OPEM} : Open Source {PEM} Cell Simulation Tool},
journal = {Journal of Open Source Software}
}
Download OPEM.bib(BibTeX Format)
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Electrochemistry Simulation Tools
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OPEM : Open Source PEM Cell Simulation Tool
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electrochemistry simulation fuel-cell pem chemistry static-analysis dynamic-analysisGitHub Events
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| dependabot-preview[bot] | 2****] | 20 |
| sadrasabouri | s****a@g****m | 19 |
| dependabot[bot] | 4****] | 16 |
| Nicholas Nadeau, P.Eng., AVS | n****u | 4 |
| Nicholas Nadeau | n****u@g****m | 2 |
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pypi.org: opem
Open Source PEM Cell Simulation Tool
- Homepage: https://github.com/ecsim/opem
- Documentation: https://opem.readthedocs.io/
- License: MIT
-
Latest release: 1.4
published almost 2 years ago
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Dependencies
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- actions/setup-python v2 composite
- ubuntu 16.04 build
- art ==5.2 development
- bandit >=1.5.1 development
- codecov >=2.0.15 development
- notebook >=5.2.2 development
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- pytest-cov >=2.6.1 development
- requests ==2.26.0 development
- setuptools >=40.8.3 development
- vulture >=1.0 development
- art >0.7
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