Sensitivity of Single-Pulse Radar Detection to Aircraft Pose Uncertainties
Mission planners for aircraft that operate in radar detection environments are often concerned with the probability of detection. The probability of detection is a nonlinear function of the aircraft pose and radar position. Current path planning techniques for this application assume that the aircra...
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Veröffentlicht in: | IEEE transactions on aerospace and electronic systems 2023-06, Vol.59 (3), p.1-10 |
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creator | Costley, Austin Christensen, Randall Leishman, Robert C. Droge, Greg |
description | Mission planners for aircraft that operate in radar detection environments are often concerned with the probability of detection. The probability of detection is a nonlinear function of the aircraft pose and radar position. Current path planning techniques for this application assume that the aircraft pose is deterministic. In practice, however, the aircraft pose is estimated using a navigation filter and therefore contains uncertainty. The uncertainty in the aircraft pose induces uncertainty in the probability of detection, but this phenomenon is generally not considered when path planning. This paper provides a method for combining aircraft pose uncertainty with single-pulse radar detection models to aid mission planning efforts. The method linearizes the expression for the probability of detection and two radar cross section models. The linearized models are then used to determine the variability of the probability of detection induced by uncertainty in the aircraft pose. The results of this paper verifies the linearization using Monte Carlo analysis and explores the sensitivity of the probability of detection to aircraft pose uncertainty. |
doi_str_mv | 10.1109/TAES.2022.3213793 |
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The probability of detection is a nonlinear function of the aircraft pose and radar position. Current path planning techniques for this application assume that the aircraft pose is deterministic. In practice, however, the aircraft pose is estimated using a navigation filter and therefore contains uncertainty. The uncertainty in the aircraft pose induces uncertainty in the probability of detection, but this phenomenon is generally not considered when path planning. This paper provides a method for combining aircraft pose uncertainty with single-pulse radar detection models to aid mission planning efforts. The method linearizes the expression for the probability of detection and two radar cross section models. The linearized models are then used to determine the variability of the probability of detection induced by uncertainty in the aircraft pose. The results of this paper verifies the linearization using Monte Carlo analysis and explores the sensitivity of the probability of detection to aircraft pose uncertainty.</description><subject>Airborne radar</subject><subject>Aircraft</subject><subject>Aircraft detection</subject><subject>Atmospheric modeling</subject><subject>Linearization</subject><subject>Mission planning</subject><subject>Path planning</subject><subject>Planning</subject><subject>Pulse radar</subject><subject>Radar</subject><subject>Radar cross sections</subject><subject>Radar detection</subject><subject>Uncertainty</subject><issn>0018-9251</issn><issn>1557-9603</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kE1LAzEQhoMoWKs_QLwEPG_NTLK7ybHU-kXBYttzSLNZSam7NUmF_ntTKp6Gl3neGXgIuQU2AmDqYTmeLkbIEEccgdeKn5EBlGVdqIrxczJgDGShsIRLchXjJkchBR-Qt4Xrok_-x6cD7Vu68N3n1hXz_TY6-mEaE-ijS84m33c09XTsgw2mTXTeZ2DVWReS8V3yLl6Ti9bk2s3fHJLV03Q5eSlm78-vk_GssKh4KiqGghsLKKrSKWD12soGGHMGbWMQAFUj5doZBZVsTI1V3st1zZXgthENH5L7091d6L_3Lia96fehyy81ShRZh-CYKThRNvQxBtfqXfBfJhw0MH1Upo_K9FGZ_lOWO3enjnfO_fNKQY2y5L_rcGba</recordid><startdate>20230601</startdate><enddate>20230601</enddate><creator>Costley, Austin</creator><creator>Christensen, Randall</creator><creator>Leishman, Robert C.</creator><creator>Droge, Greg</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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subjects | Airborne radar Aircraft Aircraft detection Atmospheric modeling Linearization Mission planning Path planning Planning Pulse radar Radar Radar cross sections Radar detection Uncertainty |
title | Sensitivity of Single-Pulse Radar Detection to Aircraft Pose Uncertainties |
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