4.5 Article

Designs of Experiments for Beginners-A Quick Start Guide for Application to Electrode Formulation

Journal

BATTERIES-BASEL
Volume 5, Issue 4, Pages -

Publisher

MDPI
DOI: 10.3390/batteries5040072

Keywords

lithium-ion; design of experiment; formulation; optimal combined design; empirical model; optimization

Funding

  1. National Sciences and Engineering Research Council of Canada (NSERC)
  2. Hutchinson Aeronautics and Industry
  3. Total (NSERC Collaborative Research and Development) [RDCPJ468656-14]
  4. State of Hawaii
  5. University of Hawaii Material Science Consortium for Research and Education (UHM MS-CORE)

Ask authors/readers for more resources

In this paper, we will describe in detail the setting up of a Design of Experiments (DoE) applied to the formulation of electrodes for Li-ion batteries. We will show that, with software guidance, Designs of Experiments are simple yet extremely useful statistical tools to set up and embrace. An Optimal Combined Design was used to identify influential factors and pinpoint the optimal formulation, according to the projected use. Our methodology follows an eight-step workflow adapted from the literature. Once the study objectives are clearly identified, it is necessary to consider the time, cost, and complexity of an experiment before choosing the responses that best describe the system, as well as the factors to vary. By strategically selecting the mixtures to be characterized, it is possible to minimize the number of experiments, and obtain a statistically relevant empirical equation which links responses and design factors.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.5
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available