Performance modelling of fuel cell systems through Petri nets

This paper introduces a model based on the Petri net method for the performance evaluation of fuel cell systems during operation. The model simulates the operation of the fuel cell stack and its supporting systems by taking into account the causal relationships between the operation of the balance o...

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Main Authors: Fecarotti, Claudia, Andrews, John
Format: Conference or Workshop Item
Published: 2016
Subjects:
Online Access:https://eprints.nottingham.ac.uk/39061/
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author Fecarotti, Claudia
Andrews, John
author_facet Fecarotti, Claudia
Andrews, John
author_sort Fecarotti, Claudia
building Nottingham Research Data Repository
collection Online Access
description This paper introduces a model based on the Petri net method for the performance evaluation of fuel cell systems during operation. The model simulates the operation of the fuel cell stack and its supporting systems by taking into account the causal relationships between the operation of the balance of plant and the fuel cell stack performance. Failures of the supporting system affect the operating parameters such as the stack temperature and humidity, the reactants’ flow and pressure, and, in turn, the stack performance in terms of output voltage. Voltage degradation rates are needed in order to evaluate the system lifetime. The voltage degradation is related to the important operating parameters by means of empirical relationships. In order to demonstrate the capability of the model, numerical simulations are performed using data for voltage degradation rates collected from the literature. The voltage decay rate is modelled as a random variable within the aforementioned ranges. Time to failure and time to repair of components are generated from stochastic distributions. The use of a stochastic approach allows taking into account data uncertainty and variability. The modelling process produces distributions of the output parameters rather than point estimates delivered by alternative methods. This enables an appreciation of the best and worst possible output lifetime as well as the expected system performance. The model can be used to support the design, operation and maintenance of fuel cell systems.
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format Conference or Workshop Item
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institution University of Nottingham Malaysia Campus
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publishDate 2016
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spelling nottingham-390612020-05-04T17:47:26Z https://eprints.nottingham.ac.uk/39061/ Performance modelling of fuel cell systems through Petri nets Fecarotti, Claudia Andrews, John This paper introduces a model based on the Petri net method for the performance evaluation of fuel cell systems during operation. The model simulates the operation of the fuel cell stack and its supporting systems by taking into account the causal relationships between the operation of the balance of plant and the fuel cell stack performance. Failures of the supporting system affect the operating parameters such as the stack temperature and humidity, the reactants’ flow and pressure, and, in turn, the stack performance in terms of output voltage. Voltage degradation rates are needed in order to evaluate the system lifetime. The voltage degradation is related to the important operating parameters by means of empirical relationships. In order to demonstrate the capability of the model, numerical simulations are performed using data for voltage degradation rates collected from the literature. The voltage decay rate is modelled as a random variable within the aforementioned ranges. Time to failure and time to repair of components are generated from stochastic distributions. The use of a stochastic approach allows taking into account data uncertainty and variability. The modelling process produces distributions of the output parameters rather than point estimates delivered by alternative methods. This enables an appreciation of the best and worst possible output lifetime as well as the expected system performance. The model can be used to support the design, operation and maintenance of fuel cell systems. 2016-04-07 Conference or Workshop Item PeerReviewed Fecarotti, Claudia and Andrews, John (2016) Performance modelling of fuel cell systems through Petri nets. In: IEEE Proceedings of the 2016 Annual Reliability and Maintainability Symposium (RAMS), 25-28 Jan 2016, Tucson, USA. Fuel cell system; System lifetime; Simulation; Petri nets http://ieeexplore.ieee.org/document/7448013/
spellingShingle Fuel cell system; System lifetime; Simulation; Petri nets
Fecarotti, Claudia
Andrews, John
Performance modelling of fuel cell systems through Petri nets
title Performance modelling of fuel cell systems through Petri nets
title_full Performance modelling of fuel cell systems through Petri nets
title_fullStr Performance modelling of fuel cell systems through Petri nets
title_full_unstemmed Performance modelling of fuel cell systems through Petri nets
title_short Performance modelling of fuel cell systems through Petri nets
title_sort performance modelling of fuel cell systems through petri nets
topic Fuel cell system; System lifetime; Simulation; Petri nets
url https://eprints.nottingham.ac.uk/39061/
https://eprints.nottingham.ac.uk/39061/