TY - JOUR
T1 - The Design and Analysis for the Icing Wind Tunnel Experiment of a New Deicing Coating
AU - Li, Xiaodong
AU - He, Xu
AU - He, Yuanzhen
AU - Zhang, Hui
AU - Zhang, Zhong
AU - Lin, Dennis K.J.
N1 - Funding Information:
This work was jointly supported by Special National Key Research and Development Plan (2016YFD0400206), National Natural Science Foundation of China (NSFC 11501550, NSFC 11671386 and NSFC 11225210), the Strategic Priority Research Program of the Chinese Academy of Sciences (No. XDA09030200), and funding from Chinese Ministry of Science and Technology (2016YFF0203801).
Publisher Copyright:
© 2017 American Statistical Association.
PY - 2017/10/2
Y1 - 2017/10/2
N2 - A new kind of deicing coating is developed to provide aircraft with efficient and durable protection from icing-induced dangers. The icing wind tunnel experiment is indispensable in confirming the usefulness of a deicing coating. Due to the high cost of each batch relative to the available budget, an efficient design of the icing wind tunnel experiment is crucial. The challenges in designing this experiment are multi-fold. It involves between-block factors and within-block factors, incomplete blocking with random effects, related factors, hard-to-change factors, and nuisance factors. Traditional designs and theories cannot be directly applied. To overcome these challenges, we propose using a step-by-step design strategy that includes applying a cross array structure for between-block factors and within-block factors, a group of balanced conditions for optimizing incomplete blocking, a run order method to achieve the minimum number of level changes for hard-to-change factors, and a zero aliased matrix for the nuisance factors. New (theoretical) results for D-optimal design of incomplete blocking experiments with random block effects and minimum number of level changes are obtained. Results of the experiments show that this novel deicing coating is promising in offering both high efficiency of ice reduction and a long service lifetime. The methodology proposed here is generalizable to other applications that involve nonstandard design problems. Supplementary materials for this article are available online.
AB - A new kind of deicing coating is developed to provide aircraft with efficient and durable protection from icing-induced dangers. The icing wind tunnel experiment is indispensable in confirming the usefulness of a deicing coating. Due to the high cost of each batch relative to the available budget, an efficient design of the icing wind tunnel experiment is crucial. The challenges in designing this experiment are multi-fold. It involves between-block factors and within-block factors, incomplete blocking with random effects, related factors, hard-to-change factors, and nuisance factors. Traditional designs and theories cannot be directly applied. To overcome these challenges, we propose using a step-by-step design strategy that includes applying a cross array structure for between-block factors and within-block factors, a group of balanced conditions for optimizing incomplete blocking, a run order method to achieve the minimum number of level changes for hard-to-change factors, and a zero aliased matrix for the nuisance factors. New (theoretical) results for D-optimal design of incomplete blocking experiments with random block effects and minimum number of level changes are obtained. Results of the experiments show that this novel deicing coating is promising in offering both high efficiency of ice reduction and a long service lifetime. The methodology proposed here is generalizable to other applications that involve nonstandard design problems. Supplementary materials for this article are available online.
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U2 - 10.1080/01621459.2017.1281812
DO - 10.1080/01621459.2017.1281812
M3 - Article
AN - SCOPUS:85041106026
SN - 0162-1459
VL - 112
SP - 1417
EP - 1429
JO - Journal of the American Statistical Association
JF - Journal of the American Statistical Association
IS - 520
ER -