Lier, Max (2011) Statistical Methods for Helicopter Preliminary Design and Sizing. 37th European Rotorcraft Forum (ERF) 2011, 2011-09-13 - 2011-09-15, Gallarate, Italien.
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Abstract
The present paper focuses on the applicability of statistical methods to helicopter design. Firstly the structure and statistical dependencies of a database of 150 existing helicopters are investigated by means of principal component and correlation analysis. The multivariate regression method presented is capable of automated computation of regression functions for a variety of input and output parameters. Additionally a minimum degree of complexity of the regression function is estimated by hypothesis testing. In contrast to most of the approaches used in literature a polynomial regression model was chosen in this paper. The regression result can be improved by using a partial data set, which can be extracted using manually defined criteria or – statistically motivated and unsupervised – by clustering. Subject to the underlying database relative errors of less than 10% for certain design parameters are possible – allowing for a suitable application in helicopter preliminary design.
Item URL in elib: | https://elib.dlr.de/70235/ | ||||||||
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Document Type: | Conference or Workshop Item (Speech, Paper) | ||||||||
Title: | Statistical Methods for Helicopter Preliminary Design and Sizing | ||||||||
Authors: |
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Date: | September 2011 | ||||||||
Open Access: | No | ||||||||
Gold Open Access: | No | ||||||||
In SCOPUS: | No | ||||||||
In ISI Web of Science: | No | ||||||||
Status: | Published | ||||||||
Keywords: | Helicopter, preliminary design, statistics, PCA, regression | ||||||||
Event Title: | 37th European Rotorcraft Forum (ERF) 2011 | ||||||||
Event Location: | Gallarate, Italien | ||||||||
Event Type: | international Conference | ||||||||
Event Start Date: | 13 September 2011 | ||||||||
Event End Date: | 15 September 2011 | ||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||
HGF - Program: | Aeronautics | ||||||||
HGF - Program Themes: | Rotorcraft (old) | ||||||||
DLR - Research area: | Aeronautics | ||||||||
DLR - Program: | L RR - Rotorcraft Research | ||||||||
DLR - Research theme (Project): | L - The Innovative Rotorcraft (old) | ||||||||
Location: | Braunschweig | ||||||||
Institutes and Institutions: | Institute of Flight Systems > Rotorcraft | ||||||||
Deposited By: | Lier, Max | ||||||||
Deposited On: | 17 Jan 2012 15:15 | ||||||||
Last Modified: | 24 Apr 2024 19:35 |
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