325 0

Design of a Test for Detecting the Presence of Impulsive Noise

Title
Design of a Test for Detecting the Presence of Impulsive Noise
Author
남해운
Keywords
impulsive noise; vehicular network; classification; Kolmogorov–Smirnov test
Issue Date
2020-12
Publisher
MDPI
Citation
SENSORS, v. 20, no. 24, Article no. 7135, 14pp
Abstract
This paper proposes a new test method of detecting the presence of impulsive noise based on a complementary cumulative density function (CCDF). Impulsive noise severely degrades performance of communication systems and the conventional Kolmogorov-Smirnov (K-S) test may not perform well, because the test does not consider the characteristics of impulsive noise. In order to detect the presence of impulsive noise reliably, the CCDF of measurement samples is analyzed and compared with the CCDF of additive white Gaussian noise to find the difference between those CCDFs. Due to the nature of heavy-tails in impulsive noise, only the maximum difference may not be sufficient for the accurate detection of impulsive noise. Therefore, the proposed method applies the test hypothesis using the weighted sum of all the differences between those CCDFs. Simulation results justify that the proposed test is more robust and provides lower miss detection probability than the K-S test in the presence of impulsive noise.
URI
http://eds.a.ebscohost.com/eds/detail/detail?vid=0&sid=39624fb2-6157-48a8-ace1-223d2a663001%40sdc-v-sessmgr01&bdata=Jmxhbmc9a28mc2l0ZT1lZHMtbGl2ZQ%3d%3d#AN=000603182900001&db=edswschttps://repository.hanyang.ac.kr/handle/20.500.11754/165063
ISSN
1424-8220
DOI
10.3390/s20247135
Appears in Collections:
COLLEGE OF ENGINEERING SCIENCES[E](공학대학) > ELECTRICAL ENGINEERING(전자공학부) > Articles
Files in This Item:
There are no files associated with this item.
Export
RIS (EndNote)
XLS (Excel)
XML


qrcode

Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.

BROWSE