A novel approach to analyse incomplete design of experiments – Application to the study of the influence of operational parameters on the performance of a solid oxide fuel cell based micro-combined heat and power system. (8th January 2019)
- Record Type:
- Journal Article
- Title:
- A novel approach to analyse incomplete design of experiments – Application to the study of the influence of operational parameters on the performance of a solid oxide fuel cell based micro-combined heat and power system. (8th January 2019)
- Main Title:
- A novel approach to analyse incomplete design of experiments – Application to the study of the influence of operational parameters on the performance of a solid oxide fuel cell based micro-combined heat and power system
- Authors:
- Moçotéguy, P.
Pellegrino, S.
Ludwig, B.
Esposito, A.
Iwanschitz, B.
Mai, A. - Abstract:
- Abstract: A SOFC based commercial μ-CHP system is characterized by Electrochemical Impedance Spectroscopy, using a 2 4 full factorial test plan. The studied factors are: natural gas input power, ratio between oxygen and natural gas flow rates at the reformer inlet, stack average temperature and average operating cell voltage. Six replicates are performed in the domain centre. We performed equivalent circuit analysis and extracted three responses from each spectrum: ohmic resistance together with the two parameters of the CPE used in the model. However, one of our experiment is an outlier. To circumvent this problem, two methods described in the literature were applied: recalculation of missing response and introduction of a dynamic variable. Due their unsatisfactory results, we developed an innovative approach combining an iterative fitting of the multilinear model underlying any factorial design and an N-way ANOVA. Our method is successfully validated on the different 2 4−1 fractional designs deriving from the full factorial one. The only impacted response is the ohmic resistance. It increases as temperature decreases or as applied voltage increases. It is impacted by a strong synergistic effect of pressure and temperature and a compensating effect of pressure and applied voltage. No significant quadratic effect is observed. Highlights: Performance of a commercial SOFC μ-CHP system was studied by EIS and DoE. Spectra were modelled by equivalent circuit analysis with aAbstract: A SOFC based commercial μ-CHP system is characterized by Electrochemical Impedance Spectroscopy, using a 2 4 full factorial test plan. The studied factors are: natural gas input power, ratio between oxygen and natural gas flow rates at the reformer inlet, stack average temperature and average operating cell voltage. Six replicates are performed in the domain centre. We performed equivalent circuit analysis and extracted three responses from each spectrum: ohmic resistance together with the two parameters of the CPE used in the model. However, one of our experiment is an outlier. To circumvent this problem, two methods described in the literature were applied: recalculation of missing response and introduction of a dynamic variable. Due their unsatisfactory results, we developed an innovative approach combining an iterative fitting of the multilinear model underlying any factorial design and an N-way ANOVA. Our method is successfully validated on the different 2 4−1 fractional designs deriving from the full factorial one. The only impacted response is the ohmic resistance. It increases as temperature decreases or as applied voltage increases. It is impacted by a strong synergistic effect of pressure and temperature and a compensating effect of pressure and applied voltage. No significant quadratic effect is observed. Highlights: Performance of a commercial SOFC μ-CHP system was studied by EIS and DoE. Spectra were modelled by equivalent circuit analysis with a resistance-CPE circuit. Successful development of an innovative method to valorise an incomplete DoE. Direct impact of temperature and average cell voltage on ohmic resistance. Interactions between pressure and both temperature and voltage on ohmic resistance. … (more)
- Is Part Of:
- International journal of hydrogen energy. Volume 44:Number 2(2019)
- Journal:
- International journal of hydrogen energy
- Issue:
- Volume 44:Number 2(2019)
- Issue Display:
- Volume 44, Issue 2 (2019)
- Year:
- 2019
- Volume:
- 44
- Issue:
- 2
- Issue Sort Value:
- 2019-0044-0002-0000
- Page Start:
- 1151
- Page End:
- 1165
- Publication Date:
- 2019-01-08
- Subjects:
- SOFC -- μ-CHP system -- Design of experiments -- Incomplete design -- Outlier -- N-way ANOVA
Hydrogen as fuel -- Periodicals
Hydrogène (Combustible) -- Périodiques
Hydrogen as fuel
Periodicals
665.81 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03603199 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ijhydene.2018.11.029 ↗
- Languages:
- English
- ISSNs:
- 0360-3199
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.290000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 21428.xml