Theses and Dissertations
Issuing Body
Mississippi State University
Advisor
Mercer, Andrew
Committee Member
Dixon, Grady
Committee Member
Brown, Michael
Date of Degree
5-12-2012
Document Type
Graduate Thesis - Open Access
Major
Geosciences
Degree Name
Master of Science (M.S.)
College
College of Arts and Sciences
Department
Department of Geosciences
Abstract
The purpose of this research is to identify whether synoptic patterns and variables were statistically significantly different between East Coast United States track bomb and ordinary cyclogenesis. The differentiation of East Coast track bomb and ordinary cyclogenesis was completed through the utility of the principal component analysis, a K-means cluster analysis, a subjective composite analysis, and permutation tests. The principal component analysis determined that there were three leading modes of variability within the bomb and ordinary composites. The K-means cluster analysis was used to cluster these leading patterns of variability into three distinct clusters for the bomb and ordinary cyclones. The subjective composite analysis, created by averaging all the variables from each cyclone in each cluster, identified several synoptic variables and patterns to be objectively compared through permutation tests. The permutation tests revealed that synoptic variables and patterns associated with bomb cyclogenesis statistically significantly differ from ordinary cyclogenesis.
URI
https://hdl.handle.net/11668/16576
Recommended Citation
Thomas, Evan Edward, "Differentiation between "Bomb" and Ordinary U.S. East Coast Cyclogenesis using Principal Component Analysis and K-means Cluster Analysis" (2012). Theses and Dissertations. 1502.
https://scholarsjunction.msstate.edu/td/1502