Author
Listed:
- Rodrigues, Douglas Miranda
- Rodríguez, Elias Carlos Aguirre
- Marins, Fernando Augusto Silva
- de Oliveira, Isaías
- Silva, Messias Borges
- da Silva, Aneirson Francisco
Abstract
Proton exchange membrane fuel cells require catalytic supports with high surface area and controllable surface chemistry to ensure catalyst dispersion, stability, and durability. This study presents an integrated framework combining Define–Measure–Analyze–Improve–Control (DMAIC), Design of Experiments, and Response Surface Methodology to optimize carbon xerogel synthesis for membrane electrode assembly supports in a public research environment. A Box–Behnken design with three factors at three levels (15 runs) evaluated (i) acid type in the sol–gel step, (ii) carbonization temperature (900–1100 °C), and (iii) carbonization time (10–30 min). Two critical-to-quality responses were measured: Raman ID/IG ratio (defect density/functionalization) and Brunauer–Emmett–Teller specific surface area. Second-order regression models showed strong statistical performance and were embedded in a weighted desirability function solved with the Generalized Reduced Gradient algorithm for multi-response optimization. Optimal conditions consistently involved sulfuric acid, temperatures around 970–1020 °C, and 30 min, jointly improving Raman ID/IG ratio and surface area. Confirmation experiments under three representative scenarios yielded values within two-sided 95% prediction intervals, demonstrating model predictability and process reproducibility. The DMAIC cycle concluded with standard operating procedures for knowledge transfer and control. Limitations include the restricted design space and the absence of electrochemical durability and stack-level validation. Even so, the framework proved effective and transferable, aligning optimization with traceability and robustness needs in fuel cell research and development.
Suggested Citation
Rodrigues, Douglas Miranda & Rodríguez, Elias Carlos Aguirre & Marins, Fernando Augusto Silva & de Oliveira, Isaías & Silva, Messias Borges & da Silva, Aneirson Francisco, 2025.
"An innovative DMAIC and response surface methodology framework for optimizing carbon xerogel synthesis in proton exchange membrane fuel cells,"
Energy, Elsevier, vol. 340(C).
Handle:
RePEc:eee:energy:v:340:y:2025:i:c:s0360544225048157
DOI: 10.1016/j.energy.2025.139173
Download full text from publisher
As the access to this document is restricted, you may want to
for a different version of it.
Corrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:energy:v:340:y:2025:i:c:s0360544225048157. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
We have no bibliographic references for this item. You can help adding them by using this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/energy .
Please note that corrections may take a couple of weeks to filter through
the various RePEc services.