Reliability modelling of PEM fuel cells with hybrid Petri nets
In this paper, a novel model for dynamic reliability analysis of a PEM fuel cell system is developed using Modelica language in order to account for multi-state dynamics and aging. The modelling approach constitutes the combination of physical and stochastic sub-models with shared variables. The phy...
| Main Authors: | , , , |
|---|---|
| Format: | Book Section |
| Published: |
CRC Press
2017
|
| Online Access: | https://eprints.nottingham.ac.uk/41084/ |
| _version_ | 1848796193485750272 |
|---|---|
| author | Vasilyev, A. Andrews, John D. Jackson, L.M. Dunnett, S. |
| author_facet | Vasilyev, A. Andrews, John D. Jackson, L.M. Dunnett, S. |
| author_sort | Vasilyev, A. |
| building | Nottingham Research Data Repository |
| collection | Online Access |
| description | In this paper, a novel model for dynamic reliability analysis of a PEM fuel cell system is developed using Modelica language in order to account for multi-state dynamics and aging. The modelling approach constitutes the combination of physical and stochastic sub-models with shared variables. The physical model consist of deterministic calculations of the system state described by variables such as temperature, pressure, mass flow rates and voltage output. Additionally, estimated component degradation rates are also taken into account.
The non-deterministic model, on the other hand, is implemented with stochastic Petri nets which represent different events that can occur at random times during fuel cell lifetime. A case study of effects of a cooling system on fuel cell performance was investigated. Monte Carlo simulations of the process resulted in a distribution of system parameters, thus providing an estimate of best and worst scenarios of a fuel cell lifetime. |
| first_indexed | 2025-11-14T19:44:05Z |
| format | Book Section |
| id | nottingham-41084 |
| institution | University of Nottingham Malaysia Campus |
| institution_category | Local University |
| last_indexed | 2025-11-14T19:44:05Z |
| publishDate | 2017 |
| publisher | CRC Press |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | nottingham-410842020-05-04T18:47:10Z https://eprints.nottingham.ac.uk/41084/ Reliability modelling of PEM fuel cells with hybrid Petri nets Vasilyev, A. Andrews, John D. Jackson, L.M. Dunnett, S. In this paper, a novel model for dynamic reliability analysis of a PEM fuel cell system is developed using Modelica language in order to account for multi-state dynamics and aging. The modelling approach constitutes the combination of physical and stochastic sub-models with shared variables. The physical model consist of deterministic calculations of the system state described by variables such as temperature, pressure, mass flow rates and voltage output. Additionally, estimated component degradation rates are also taken into account. The non-deterministic model, on the other hand, is implemented with stochastic Petri nets which represent different events that can occur at random times during fuel cell lifetime. A case study of effects of a cooling system on fuel cell performance was investigated. Monte Carlo simulations of the process resulted in a distribution of system parameters, thus providing an estimate of best and worst scenarios of a fuel cell lifetime. CRC Press 2017-05-25 Book Section PeerReviewed Vasilyev, A., Andrews, John D., Jackson, L.M. and Dunnett, S. (2017) Reliability modelling of PEM fuel cells with hybrid Petri nets. In: Safety and Reliability – Theory and Application: ESREL 2017. CRC Press. ISBN 9781138629370 |
| spellingShingle | Vasilyev, A. Andrews, John D. Jackson, L.M. Dunnett, S. Reliability modelling of PEM fuel cells with hybrid Petri nets |
| title | Reliability modelling of PEM fuel cells with hybrid Petri nets |
| title_full | Reliability modelling of PEM fuel cells with hybrid Petri nets |
| title_fullStr | Reliability modelling of PEM fuel cells with hybrid Petri nets |
| title_full_unstemmed | Reliability modelling of PEM fuel cells with hybrid Petri nets |
| title_short | Reliability modelling of PEM fuel cells with hybrid Petri nets |
| title_sort | reliability modelling of pem fuel cells with hybrid petri nets |
| url | https://eprints.nottingham.ac.uk/41084/ |