Abstract
An approach using extreme value theory (EVT) to generate conservative overbounds for measurement errors is assessed. In this approach, EVT is used to construct a model for tails of an unknown distribution. Results from a Monte Carlo simulation study are presented, which show that estimated tails are not necessarily conservative. The reasons for this lack of conservatism are described and discussed. A method for addressing this lack of conservatism is proposed and evaluated.
Original language | English (US) |
---|---|
Article number | 7856995 |
Pages (from-to) | 1295-1307 |
Number of pages | 13 |
Journal | IEEE Transactions on Aerospace and Electronic Systems |
Volume | 53 |
Issue number | 3 |
DOIs | |
State | Published - Jun 2017 |
Bibliographical note
Publisher Copyright:© 1965-2011 IEEE.
Keywords
- Certification
- extreme value theory (EVT)
- ground-based augmentation system (GBAS)
- overbounding