دورية أكاديمية

A Novel Heterogeneous Sensor-Weapon-Target Cooperative Assignment for Ground-to-Air Defense by Efficient Evolutionary Approaches

التفاصيل البيبلوغرافية
العنوان: A Novel Heterogeneous Sensor-Weapon-Target Cooperative Assignment for Ground-to-Air Defense by Efficient Evolutionary Approaches
المؤلفون: Kai Zhang, Deyun Zhou, Zhen Yang, Weiren Kong, Lina Zeng
المصدر: IEEE Access, Vol 8, Pp 227373-227398 (2020)
بيانات النشر: IEEE, 2020.
سنة النشر: 2020
المجموعة: LCC:Electrical engineering. Electronics. Nuclear engineering
مصطلحات موضوعية: Decision support system, sensor-weapon resources management, cooperative engagement, combinatorial optimization, evolutionary algorithm, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
الوصف: Based on the tactics of “intercepting at the furthest and resisting in steps” in the ground-to-air defense, an integrated sensor/heterogeneous weapon allocation problem is proposed for the first time. It is formulated as a dynamic sensor/heterogeneous weapon target assignment (DS/HWTA) model in continuous time domain, including the models of the threat assessment, sensor detection probability, weapon damage probability, decision timing, unified optimization objective and constraints. An evolutionary algorithm for dynamic sensor/heterogeneous weapon target assignment (EA-DS/HWTA) is proposed, in which three coding methods are designed to build the solution individuals. The de-constrained initial population is realized based on type I coding. A modified position based crossover (MPBX) based on type II coding is presented to maintain the sensor-weapon synergy of the solutions. Based on a greedy fitness strategy, the type II coding individual is complemented and transformed to type III coding to calculate the solution fitness. The extensive experiments show that the DS/HWTA model reflects the cooperation requirements of sensor-weapon in anti-penetration operation, and the proposed solving algorithm has good convergence and real-time performance.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2169-3536
Relation: https://ieeexplore.ieee.org/document/9288732/; https://doaj.org/toc/2169-3536
DOI: 10.1109/ACCESS.2020.3043667
URL الوصول: https://doaj.org/article/ea5bbae0b46a4800b7269032b8cb90ae
رقم الأكسشن: edsdoj.5bbae0b46a4800b7269032b8cb90ae
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:21693536
DOI:10.1109/ACCESS.2020.3043667