[an error occurred while processing this directive] [an error occurred while processing this directive] [an error occurred while processing this directive]
[an error occurred while processing this directive]

Combined Guidance Law Model Based on Particle Swarm Optimization

  • XU Renke ,
  • LONG Bo ,
  • PENG Xiaole ,
  • WANG Jianan
Expand
  • Norla Institute of Technical Physics, Chengdu 610046, Sichuan, China

Received date: 2024-05-09

  Online published: 2024-12-18

Abstract

The proportional guidance law is a classical guidance method that offers significant benefits, such as excellent ballistics and minimal data requirements. However, this method faces challenges in meeting requirements related to maneuvering targets and inter-bomb coordination time constraints, due to its ballistic characteristics. Particle swarm optimization (PSO) is a widely used optimization strategy that can search for parameter-optimal solutions within constraints. This strategy follows established design steps. In this article, the proportional guidance law is enhanced by the correction of strike angle and strike time, resulting in a combined guidance law. By using constraint functions for striking angle, overload, off-target amount, and striking time, the PSO technique is employed to optimize the parameters of the combined guidance law, thereby achieving an effective strike. The experimental results show that this guidance law design and the intelligent parameter selection strategy can enable a missile to meet relevant requirements with a strike time error of less than 1%. Compared to traditional empirical parameter selection methods, intelligent parameter selection yields better ballistic characteristics and reduces the effect of target maneuvering.

Cite this article

XU Renke , LONG Bo , PENG Xiaole , WANG Jianan . Combined Guidance Law Model Based on Particle Swarm Optimization[J]. Journal of Projectiles, Rockets, Missiles and Guidance, 2024 , 44(4) : 53 -61 . DOI: 10.15892/j.cnki.djzdxb.2024.04.007

[an error occurred while processing this directive]
[1]
XIAN Y, REN L L, XU Y J, et al. Impact point prediction guidance of ballistic missile in high maneuver penetration condition[J]. Defence Technology, 2023, 26(8): 213-230.

[2]
WANG Y H, FAN S P, WANG J, et al. Quick identification of guidance law for an incoming missile using multiple-model mechanism[J]. Chinese Journal of Aeronautics, 2022, 35(9): 282-292.

[3]
RAMESH D, ARNAB M, UMAKANT J. Three-dimensional field of view and impact angle constrained guidance with terminal speed maximization[J]. Aerospace Science and Technology, 2022, 126: 107552.

[4]
WAN Q Z, WAN C C, WEN B Y. Impact-angle and terminal-maneuvering-acceleration constrained guidance against maneuvering target[J]. Aerospace, 2022, 9(22): 22-59.

[5]
张锦林, 李炯, 雷虎民, 等. 有限过载的三维现实真比例导引的捕获区域[J]. 系统工程与电子技术, 2022, 44(3): 986-997.

DOI

ZHANG J L, LI J, LEI H M, et al. Capture region of 3D realistic true proportional navigation with finite overload[J]. System Engineering and Electronics, 2022, 44(3): 986-997.

[6]
WEI L L, LEI C, KE X L, et al. Optimizing constrained guidance policy with minimum overload regularization[J]. IEEE Transactions on Circuits and Systems I-regular Papers, 2022, 69(7): 2994-3005.

[7]
常思江, 吴放, 陈升富. 无奇点三维攻击时间控制滑模导引律[J]. 国防科技大学学报, 2021, 43(2): 84-92.

CHANG S J, WU F, CHEN S F. Nonsingular sliding mode guidance law for impact time control in three-dimensional space[J]. Journal of National University of Defense Techonlogy, 2021, 43(2): 84-92.

[8]
武建, 赵斌, 韩拓. 一种弹间协同的目标察打时间可调制导方法[J]. 宇航学报, 2023, 44(7): 1084-1093.

WU J, ZHAO B, HAN T. Missile-cooperation target detection and interception time adjustable guidance law[J]. Journal of Astronautics, 2023, 44(7): 1084-1093.

[9]
王坤, 段欣然, 陈征, 等. 过载和攻击时间约束下的非线性最优制导方法[J]. 系统工程于电子技术, 2024, 46(2): 649-657.

WANG K, DUAN X R, CHEN Z, et al. Nonlinear optimal guidance method with constraints on overload and impact time[J]. Systems Engineering and Electronics, 2024, 46(2): 649-657.

DOI

[10]
李贵栋, 陆海英, 李志维, 等. 一种改进的带角度约束最优制导律[J]. 现代防御技术, 2022, 50(5): 52-58.

DOI

LI G D, LU H Y, LI Z X, et al. An improved optimal guidance law with angle constraint[J]. Modern Defence Technology, 2022, 50(5): 52-58.

[11]
赵斌, 梁乐成, 蒋瑞民, 等. 终端角度约束制导及制导控制一体化方法综述[J]. 宇航学报, 2022, 43(5): 563-579.

ZHAO B, LIANG L C, JIANG R M, et al. Review of guidance and integrated guidance and control methods under terminal angle constraints[J]. Journal of Astronautics, 2022, 43(5): 563-579.

[12]
李庆波, 李芳, 董瑞星, 等. 利用强化学习开展比例导引律的导航比设计[J]. 兵工学报, 2022, 43(12): 3040-3047.

LI Q B, LI F, DONG R X, et al. Navigation ratio design of propor tional navigation law using reinforcement learning[J]. Acta Armamentarii, 2022, 43(12): 3040-3047.

[13]
陈亚东, 王琭珉, 郭大庆, 等. 视场角受限的三维攻击角度控制导引律[J]. 宇航学报, 2022, 43(11): 1487-1498.

CHEN Y D, WANG L M, GUO D Q, et al. Field-of-view constrained three-dimensional impact angle control guidance law[J]. Journal of Astronautics, 2022, 43(11): 1487-1498.

[14]
鲁娇娇, 董蒙, 郭正玉. 考虑导引头耦合作用的带落角约束制导律设计[J]. 航空兵器, 2023, 30(1): 44-50.

LU J J, DONG M, GUO Z Y. Design of guidance laws with falling angle constraint and coupling of seeker dynamics[J]. Aero Weaponry, 2023, 30(1): 44-50.

[15]
刘畅, 王江, 范世鹏, 等. 基于BP神经网络的自适应偏置比例导引[J]. 兵工学报, 2022, 43(11): 2798-2809.

LIU C, WANG J, FAN S F, et al. BP neural network-based adaptive biased proportional navigation guidance law[J]. Acta Armamentarii, 2022, 43(11): 2798-2809.

DOI

[16]
王黎光, 于长青, 赵炯, 等. 基于预测模型迭代优化的改进比例导引律[J]. 飞行力学, 2021, 39(1): 66-70.

WANG L G, YU C Q, ZHAO J, et al. Improved proportion navigation based on iterative optimization of prediction model[J]. Flight Dynamics, 2021, 39(1): 66-70.

[17]
GONG M, ZHOU D, ZOU X G. Saturated super-twisting sliding mode missile guidance[J]. Chinese Journal of Aeronautics, 2022, 35(10): 292-300.

[18]
周敏, 王一鸣, 郭建国, 等. 多弹协同末制导方法综述[J]. 航空兵器, 2023, 30(4): 17-25.

ZHOU M, WANG Y M, GUO J G, et al. A survey of multi-missile cooperative terminal guidance[J]. Aero Weaponry, 2023, 30(4): 17-25.

[19]
WANG J N, TAO X Z, DONG W, et al. Three-dimensional predefined-time impact angle control guidance law with field-of-view limit[J]. Journal of the Franklin Institute, 2023, 360(12): 7621-7644.

[20]
马雪飞, 王智, 宋清华, 等. 基于终端角度约束的鱼雷滑模制导律[J]. 中国惯性技术学报, 2023, 31(10): 1044-1052.

MA X F, WANG Z, SONG Q H, et al. Torpedo sliding mode guidance law based on terminal angle constraint[J]. Journal of Chinese Inertial Technology, 2023, 31(10): 1044-1052.

[21]
胡乔杨, 潘涛, 孔哲, 等. 一种攻击机动目标的角度约束时间协同制导律研究[J]. 战术导弹技术, 2023, 30(4): 50-60.

HU Q Y, PAN T, KONG Z, et al. A cooperative guidance law with impact angle constraint against maneuvering target[J]. Tactical Missile Technology, 2023, 30(4): 50-60.

[22]
孙世岩, 姜尚, 田福庆, 等. 带多约束的多弹分布式自适应协同导引律[J]. 系统工程与电子技术, 2021, 43(1): 181-190.

DOI

SUN S Y, JIANG S, TIAN F Q, et al. Distributed adaptive cooperative guidance law of multip-projectiles with multiple constrain[J]. Systems Engineering and Electronics, 2021, 43(1): 181-190.

[23]
YANG F, WEI C Z, CUI N G, et al. Adaptive generalized super-twisting algorithm based guidance law design[C]// IEEE. Proceedings of the IEEE International Workshop on Variable Structure System. New York: IEEE, 2016, 47-52.

Outlines

/

[an error occurred while processing this directive]