Research on Three-Dimensional Attack Area Based on Improved Backtracking and ALPS-GP Algorithms of Air-to-Air Missile
Created by W.Langdon from
gp-bibliography.bib Revision:1.8344
- @Article{Zhang:2025:JSEE,
-
author = "Haodi Zhang and Yuhui Wang and Jiale He",
-
title = "Research on Three-Dimensional Attack Area Based on
Improved Backtracking and {ALPS-GP} Algorithms of
Air-to-Air Missile",
-
journal = "Journal of Systems Engineering and Electronics",
-
year = "2025",
-
volume = "36",
-
number = "1",
-
pages = "292--310",
-
month = feb,
-
keywords = "genetic algorithms, genetic programming, Backtracking,
Solid modelling, Analytical models, Accuracy,
Atmospheric modelling, Computational modelling,
Prediction algorithms, Real-time systems, Polynomials,
Modelling, air combat, three-dimensional attack area,
improved backtracking algorithm, age-layered population
structure genetic programming (ALPS-GP), gradient
descent algorithm",
-
ISSN = "1004-4132",
-
DOI = "
doi:10.23919/JSEE.2024.000129",
-
abstract = "In the field of calculating the attack area of
air-to-air missiles in modern air combat scenarios, the
limitations of existing research, including real-time
calculation, accuracy efficiency trade-off, and the
absence of the three-dimensional attack area model,
restrict their practical applications. To address these
issues, an improved backtracking algorithm is proposed
to improve calculation efficiency. A significant
reduction in solution time and maintenance of accuracy
in the three-dimensional attack area are achieved by
using the proposed algorithm. Furthermore, the
age-layered population structure genetic programming
(ALPS-GP) algorithm is introduced to determine an
analytical polynomial model of the three-dimensional
attack area, considering real-time requirements. The
accuracy of the polynomial model is enhanced through
the coefficient correction using an improved gradient
descent algorithm. The study reveals a remarkable
combination of high accuracy and efficient real-time
computation, with a mean error of 91.89 m using the
analytical polynomial model of the three-dimensional
attack area solved in just $10^{-4}\ \mathrm{s}$, thus
meeting the requirements of real-time combat
scenarios.",
-
notes = "Also known as \cite{10937331}
Department of Geography, University of Florida,
Gainesville, USA",
- }
Genetic Programming entries for
Haodi Zhang
Yuhui Wang
Jiale He
Citations