TY - JOUR
T1 - Scalable level-wise screening experiments using locating arrays
AU - Akhtar, Yasmeen
AU - Zhang, Fan
AU - Colbourn, Charles J.
AU - Stufken, John
AU - Syrotiuk, Violet R.
N1 - Publisher Copyright:
© 2023 American Society for Quality.
PY - 2023
Y1 - 2023
N2 - Alternative design and analysis methods for screening experiments based on locating arrays are presented. The number of runs in a locating array grows logarithmically based on the number of factors, providing efficient methods for screening complex engineered systems, especially those with large numbers of categorical factors having different numbers of levels. Our analysis method focuses on levels of factors in the identification of important main effects and two-way interactions. We demonstrate the validity of our design and analysis methods on both well-studied and synthetic data sets and investigate both statistical and combinatorial properties of locating arrays that appear to be related to their screening capability.
AB - Alternative design and analysis methods for screening experiments based on locating arrays are presented. The number of runs in a locating array grows logarithmically based on the number of factors, providing efficient methods for screening complex engineered systems, especially those with large numbers of categorical factors having different numbers of levels. Our analysis method focuses on levels of factors in the identification of important main effects and two-way interactions. We demonstrate the validity of our design and analysis methods on both well-studied and synthetic data sets and investigate both statistical and combinatorial properties of locating arrays that appear to be related to their screening capability.
KW - algorithms
KW - analysis of designed experiments
KW - applications and case studies
KW - experimental design
UR - https://www.scopus.com/pages/publications/85164563822
U2 - 10.1080/00224065.2023.2220973
DO - 10.1080/00224065.2023.2220973
M3 - Article
AN - SCOPUS:85164563822
SN - 0022-4065
VL - 55
SP - 584
EP - 597
JO - Journal of Quality Technology
JF - Journal of Quality Technology
IS - 5
ER -