دورية أكاديمية

Variable structure interacting multiple model for highly aperiodic sensors with poor measurement precision

التفاصيل البيبلوغرافية
العنوان: Variable structure interacting multiple model for highly aperiodic sensors with poor measurement precision
المؤلفون: Petr Lukeš, Milan Říha
المصدر: IET Radar, Sonar & Navigation, Vol 15, Iss 10, Pp 1181-1194 (2021)
بيانات النشر: Wiley, 2021.
سنة النشر: 2021
المجموعة: LCC:Telecommunication
مصطلحات موضوعية: aircraft, Markov processes, matrix algebra, mean square error methods, radar tracking, target tracking, Telecommunication, TK5101-6720
الوصف: Abstract The issue of aircraft tracking using passive sensors with poor measurement precision and a variable update rate is investigated. First, the need for a time‐dependent Markov chain transition matrix for the Interacting Multiple Model (IMM) is thoroughly evaluated using simulation and real data from an experimental multilateration system. Three different methods for computing the time‐dependent matrix are compared, showing their superiority for highly aperiodic sensors. Second, the Variable Structure Interacting Multiple Model (VS‐IMM) for passive sensors with poor geometry is proposed, in which the mode set update is based on local dilution of precision or distance root mean square error. The performance of the estimator is compared with the IMM using real data. The VS‐IMM results in the best performance for areas of both high and low measurement precision.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1751-8792
1751-8784
Relation: https://doaj.org/toc/1751-8784; https://doaj.org/toc/1751-8792
DOI: 10.1049/rsn2.12102
URL الوصول: https://doaj.org/article/486c42f90c4d4304a913f629ce57c87e
رقم الأكسشن: edsdoj.486c42f90c4d4304a913f629ce57c87e
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:17518792
17518784
DOI:10.1049/rsn2.12102