Acta Armamentarii ›› 2023, Vol. 44 ›› Issue (8): 2233-2244.doi: 10.12382/bgxb.2022.0326
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ZHANG An, XU Shuangfei, BI Wenhao*(), XU Han
Received:
2022-04-29
Online:
2023-08-30
Contact:
BI Wenhao
CLC Number:
ZHANG An, XU Shuangfei, BI Wenhao, XU Han. Weapon-target Assignment and Guidance Sequence Optimization in Air-to-Ground Multi-target Attack[J]. Acta Armamentarii, 2023, 44(8): 2233-2244.
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类别 | 位置坐标/km |
---|---|
攻击机 | (24,13), (37,29), (29,54), (19,73), (29,91), (37,116), (29,135), (20,155), (20,177), (26,193) |
目标 | (387,27), (387,67), (387,107), (387,147), (387,187) |
制导站 | (50,21), (129,17), (203,16), (261,19), (343,27), (57,53), (125,53), (207,56), (279,64), (335,62), (51,100), (132,97), (190,103), (275,94), (335,93), (61,136), (134,142), (208,143), (265,146), (332,142), (69,177), (138,181), (209,181), (267,181), (332,179) |
Table 1 Locations of attack aircrafts, targets and guidance stations
类别 | 位置坐标/km |
---|---|
攻击机 | (24,13), (37,29), (29,54), (19,73), (29,91), (37,116), (29,135), (20,155), (20,177), (26,193) |
目标 | (387,27), (387,67), (387,107), (387,147), (387,187) |
制导站 | (50,21), (129,17), (203,16), (261,19), (343,27), (57,53), (125,53), (207,56), (279,64), (335,62), (51,100), (132,97), (190,103), (275,94), (335,93), (61,136), (134,142), (208,143), (265,146), (332,142), (69,177), (138,181), (209,181), (267,181), (332,179) |
序号 | f1 | f2 | 序号 | f1 | f2 |
---|---|---|---|---|---|
1 | 0.2665 | 5 | 6 | 0.0795 | 10 |
2 | 0.2082 | 6 | 7 | 0.0579 | 11 |
3 | 0.1520 | 7 | 8 | 0.0482 | 12 |
4 | 0.1265 | 8 | 9 | 0.0471 | 13 |
5 | 0.1025 | 9 | 10 | 0.0444 | 14 |
Table 2 Results of the case
序号 | f1 | f2 | 序号 | f1 | f2 |
---|---|---|---|---|---|
1 | 0.2665 | 5 | 6 | 0.0795 | 10 |
2 | 0.2082 | 6 | 7 | 0.0579 | 11 |
3 | 0.1520 | 7 | 8 | 0.0482 | 12 |
4 | 0.1265 | 8 | 9 | 0.0471 | 13 |
5 | 0.1025 | 9 | 10 | 0.0444 | 14 |
目标编号 | 导弹型号 | 导弹所属攻击机 | 制导序列 |
---|---|---|---|
1 | 1 | 6 | 16-12-18-9-5 |
1 | 10 | 21-12-13-4-5 | |
2 | 3 | 4 | 6-7-3-4-15 |
2 | 5 | 16-7-13-19-10 | |
3 | 1 | 3 | 6-17-23-24-15 |
1 | 4 | 11-7-8-4-15 | |
2 | 6 | 11-22-23-14-20 | |
4 | 2 | 6 | 11-17-18-24-20 |
2 | 10 | 21-12-8-19-20 | |
5 | 3 | 2 | 1-16-22-18-24-25 |
3 | 5 | 6-2-3-14-25 |
Table 3 Details of the final scheme
目标编号 | 导弹型号 | 导弹所属攻击机 | 制导序列 |
---|---|---|---|
1 | 1 | 6 | 16-12-18-9-5 |
1 | 10 | 21-12-13-4-5 | |
2 | 3 | 4 | 6-7-3-4-15 |
2 | 5 | 16-7-13-19-10 | |
3 | 1 | 3 | 6-17-23-24-15 |
1 | 4 | 11-7-8-4-15 | |
2 | 6 | 11-22-23-14-20 | |
4 | 2 | 6 | 11-17-18-24-20 |
2 | 10 | 21-12-8-19-20 | |
5 | 3 | 2 | 1-16-22-18-24-25 |
3 | 5 | 6-2-3-14-25 |
算法 | 平均计算 时长/s | 平均非支 配解数量 | 平均非支配 比率/% |
---|---|---|---|
DSMPNSGA-Ⅱ | 25.88 | 8.10 | 46.08 |
单种群NSGA-Ⅱ | 24.27 | 7.05 | 20.08 |
MODPSO算法 | 104.89 | 7.65 | 33.84 |
Table 4 Algorithm comparison results table for Case 1
算法 | 平均计算 时长/s | 平均非支 配解数量 | 平均非支配 比率/% |
---|---|---|---|
DSMPNSGA-Ⅱ | 25.88 | 8.10 | 46.08 |
单种群NSGA-Ⅱ | 24.27 | 7.05 | 20.08 |
MODPSO算法 | 104.89 | 7.65 | 33.84 |
算法 | 平均计算 时长/s | 平均非支配 解数量 | 平均非支配 比率/% |
---|---|---|---|
DSMPNSGA-Ⅱ | 21.46 | 3.55 | 45.17 |
单种群NSGA-Ⅱ | 20.38 | 2.95 | 14.23 |
MODPSO算法 | 75.83 | 3.35 | 40.60 |
Table 5 Comparison results of algorithms for Case 2
算法 | 平均计算 时长/s | 平均非支配 解数量 | 平均非支配 比率/% |
---|---|---|---|
DSMPNSGA-Ⅱ | 21.46 | 3.55 | 45.17 |
单种群NSGA-Ⅱ | 20.38 | 2.95 | 14.23 |
MODPSO算法 | 75.83 | 3.35 | 40.60 |
算法 | 平均计算 时长/s | 平均非支配 解数量 | 平均非支配 比率/% |
---|---|---|---|
DSMPNSGA-Ⅱ | 18.01 | 3.85 | 47.61 |
单种群NSGA-Ⅱ | 17.46 | 3.00 | 10.83 |
MODPSO算法 | 66.11 | 3.80 | 41.56 |
Table 6 Comparison results of algorithms for Case 3
算法 | 平均计算 时长/s | 平均非支配 解数量 | 平均非支配 比率/% |
---|---|---|---|
DSMPNSGA-Ⅱ | 18.01 | 3.85 | 47.61 |
单种群NSGA-Ⅱ | 17.46 | 3.00 | 10.83 |
MODPSO算法 | 66.11 | 3.80 | 41.56 |
[1] |
徐宏伟, 李鹏, 王玄. 无人机载空地导弹关键技术研究[J]. 弹箭与制导学报, 2018, 38(6):64-67.
|
|
|
[2] |
石章松, 吴玲, 吴中红, 等. 多平台协同制导技术及应用[M]. 北京: 电子工业出版社, 2019:4-18.
|
|
|
[3] |
张进, 郭浩, 陈统. 基于可适应匈牙利算法的武器-目标分配问题[J]. 兵工学报, 2021, 42(6):1339-1344.
doi: 10.3969/j.issn.1000-1093.2021.06.025 |
doi: 10.3969/j.issn.1000-1093.2021.06.025 |
|
[4] |
doi: 10.1016/j.cor.2018.10.015 URL |
[5] |
doi: 10.1109/TSMCA.2011.2159591 URL |
[6] |
苗李达, 姜青山. 基于毁伤积累的武装直升机对地火力分配[J]. 火力与指挥控制, 2018, 43(5):167-171.
|
|
|
[7] |
doi: 10.1287/opre.1070.0440 URL |
[8] |
夏维, 刘新学, 范阳涛, 等. 基于改进型多目标粒子群优化算法的武器-目标分配[J]. 兵工学报, 2016, 37(11):2085-2093.
doi: 10.3969/j.issn.1000-1093.2016.11.017 |
doi: 10.3969/j.issn.1000-1093.2016.11.017 |
|
[9] |
王然辉, 王超. 面向对地打击武器-目标分配问题的遗传算法变量取值控制技术[J]. 兵工学报, 2016, 37(10):1889-1895.
doi: 10.3969/j.issn.1000-1093.2016.10.016 |
|
|
[10] |
doi: 10.1016/j.asoc.2018.06.014 URL |
[11] |
龙腾, 刘震宇, 史人赫, 等. 基于神经网络的防空武器目标智能分配方法[J]. 空天防御, 2021, 4(1):1-7.
|
|
|
[12] |
王邑, 孙金标, 肖明清, 等. 基于类型2区间模糊K近邻分类器的动态武器-目标分配方法研究[J]. 系统工程与电子技术, 2016, 38(6):1314-1319.
|
|
|
[13] |
阎栋, 苏航, 朱军. 基于DQN的反舰导弹火力分配方法研究[J]. 导航定位与授时, 2019, 6(5):18-24.
|
|
|
[14] |
孙海文, 谢晓方, 庞威, 等. 基于改进火力分配模型的综合防空火力智能优化分配[J]. 控制与决策, 2020, 35(5):1102-1112.
|
|
|
[15] |
|
[16] |
doi: 10.1109/TSMCB.2012.2231673 pmid: 24273148 |
[17] |
刘海鸥, 晋磊, 董诗瑾, 等. 重型自动机械变速车辆换挡序列优化[J]. 兵工学报, 2015, 36(8):1377-1383.
doi: 10.3969/j.issn.1000-1093.2015.08.001 |
|
|
[18] |
赵晶, 苏东楠. 多目标混合装配线平衡方法优化[J]. 计算机仿真, 2019, 36(2):145-148.
|
|
|
[19] |
|
[20] |
窦建平, 李俊, 苏春. 基于可行工序序列遗传算法的工序排序优化[J]. 计算机集成制造系统, 2019, 25(8):1981-1990.
|
|
|
[21] |
冯睽睽, 张发平, 王武宏, 等. 基于非支配排序遗传算法的涡轮发动机转子系统装配参数优化[J]. 兵工学报, 2021, 42(5):1092-1100.
doi: 10.3969/j.issn.1000-1093.2021.05.022 |
doi: 10.3969/j.issn.1000-1093.2021.05.022 |
|
[22] |
任禹谋. 高速铁路大型客运站到发线分配优化策略及方法研究[D]. 北京: 中国铁道科学研究院, 2021.
|
|
|
[23] |
|
[24] |
doi: 10.1162/evco_a_00210 URL |
[25] |
doi: 10.1016/j.cja.2016.04.023 URL |
[26] |
喻明让, 陈云, 张志刚. 离散粒子群优化算法求解多目标柔性作业车间调度问题[J]. 制造技术与机床, 2019(1):159-165.
|
|
|
[27] |
王丽萍, 任宇, 邱启仓, 等. 多目标进化算法性能评价指标研究综述[J]. 计算机学报, 2021, 44(8):1590-1619.
|
|
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