
					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
															
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								BI  Wenhao   
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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 | 
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