혼합 시퀀스 커널을 이용한 조종사의 비동적 행위 모델링

Title
혼합 시퀀스 커널을 이용한 조종사의 비동적 행위 모델링
Other Titles
A Non-Kinetic Behavior Modeling for Pilots Using a Hybrid Sequence Kernel
Author
신동민
Keywords
Non-Kinetic Behavior Modeling(비동적 행위 모델링);Pilots(조종사);Hybrid Sequence Kernel(혼합 시퀀스커널);Combat Logs(전투 로그);Support Vector Machines(지지기반벡터)
Issue Date
2014-12
Publisher
한국군사과학기술학회
Citation
한국군사과학기술학회지, v. 17, no. 6, page. 773-785
Abstract
For decades, modeling of pilots has been intensively studied due to its advantages in reducing costs for trainingand enhancing safety of pilots. In particular, research for modeling of pilots’ non-kinetic behaviors which refer tothe decisions made by pilots is beneficial as the expertise of pilots can be inherent in the models. With the recentgrowth in the amount of combat logs accumulated, employing statistical learning methods for the modelingbecomes possible. However, the combat logs consist of heterogeneous data that are not only continuous or discretebut also sequence independent or dependent, making it difficult to directly applying the learning methods withoutmodifications. Therefore, in this paper, we present a kernel function named hybrid sequence kernel which addressesthe problem by using multiple kernel learning methods. Based on the empirical experiments by using combat logsobtained from a simulator, the proposed kernel showed satisfactory results.
URI
http://repository.hanyang.ac.kr/handle/20.500.11754/79940http://koreascience.or.kr/journal/view.jsp?kj=GSGGBW&py=2014&vnc=v17n6&sp=773
ISSN
1598-9127
DOI
10.9766/KIMST.2014.17.6.773
Appears in Collections:
COLLEGE OF ENGINEERING SCIENCES[E](공학대학) > INDUSTRIAL AND MANAGEMENT ENGINEERING(산업경영공학과) > Articles
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