系统工程与电子技术 ›› 2020, Vol. 42 ›› Issue (8): 1794-1803.doi: 10.3969/j.issn.1001-506X.2020.08.20
收稿日期:
2019-09-12
出版日期:
2020-07-25
发布日期:
2020-07-27
作者简介:
葛亚维 (1990-),男,助理研究员,博士,主要研究方向为运筹决策、体系评估。E-mail:Received:
2019-09-12
Online:
2020-07-25
Published:
2020-07-27
摘要:
针对不完备决策信息条件下的信息化体系对抗策略评估问题,提出了基于对数模糊偏好规划的评估方法。结合对抗策略评估相关要素的分析和领域内专家的经验,构建对抗策略评估的层次化结构。在此基础上,提出了对数模糊偏好规划评估模型以及两阶段集成处理方法,可同时利用定性和定量数据,为模糊两两比较矩阵生成唯一的归一化最优评估优先向量,并直接、同时地处理对抗策略评估过程中的全局模糊比较超矩阵。结合战机突防案例进行实例分析,结果表明该方法可在不同策略准则情况下,给出不同最优对抗策略评估,可用于指导战机飞行员选取相应的最佳行动。
中图分类号:
葛亚维, 侯西倩. 基于对数模糊偏好规划的层次化对抗策略评估[J]. 系统工程与电子技术, 2020, 42(8): 1794-1803.
Yawei GE, Xiqian HOU. Hierarchical countermeasures assessment based on logarithmic fuzzy preference programming[J]. Systems Engineering and Electronics, 2020, 42(8): 1794-1803.
表3
战机突防对抗策略准则模糊评判"
敌方探测阵地处于活跃状态(C1) | Search (C11) | Acquisition (C12) | Non-adaptive Track (C13) |
Search (C11) | (1, 1, 1) | (2, 3, 4) | (4, 5, 6) |
Acquisition (C12) | (1/4, 1/3, 1/2) | (1, 1, 1) | (1, 2, 3) |
Non-adaptive Track (C13) | (1/6, 1/5, 1/4) | (1/3, 1/2, 1) | (1, 1, 1) |
探测与跟踪(C2) | Range Resolution (C21) | Track Maintenance (C22) | Passive Track (C23) |
Range Resolution (C21) | (1, 1, 1) | (1/3, 1/2, 1) | (1, 2, 3) |
Track Maintenance (C22) | (1, 2, 3) | (1, 1, 1) | (1, 2, 3) |
Passive Track (C23) | (1/3, 1/2, 1) | (1/3, 1/2, 1) | (1, 1, 1) |
导弹发射与制导(C3) | Missile Launching (C31) | Mid-Course Guidance (C32) | Terminal Guidance(C33) |
Missile Launching (C31) | (1, 1, 1) | (1/9, 1/8, 1/7) | (1/3, 1/2, 1) |
Mid-Course Guidance (C32) | (7, 8, 9) | (1, 1, 1) | (2, 3, 4) |
Terminal Guidance (C33) | (1, 2, 3) | (1/4, 1/3, 1/2) | (1, 1, 1) |
导弹命中(C4) | Hit (C41) | Miss (C42) | |
Hit (C41) | (1, 1, 1) | (1/8, 1/7, 1/6) | |
Miss (C42) | (6, 7, 8) | (1, 1, 1) |
表4
战机突防对抗策略选择模糊判据"
C11 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (2/9, 1/4, 2/7) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (1, 2, 3) | (3/2, 2, 5/2) |
RFT | (7/2, 4, 9/2) | (1, 1, 1) | (3/2, 2, 5/2) | (3/2, 2, 5/2) | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (2, 3, 4) |
NoJ | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (1, 1, 1) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) |
4M+C+F | (3/2, 2, 5/2) | (2/5, 1/2, 2/3) | (2/3, 1, 3/2) | (1, 1, 1) | (2/3, 1, 3/2) | (3/2, 2, 5/2) | (1/2, 1, 2) |
4M+VRGPO | (1/2, 1, 2) | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) | (1/2, 1, 2) | (1/2, 1, 2) |
RGPO | (1/3, 1/2, 1) | (2/7, 1/3, 2/5) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (1, 1, 1) | (3/2, 2, 5/2) |
4M+MFT | (2/5, 1/2, 2/3) | (1/4, 1/3, 1/2) | (1/2, 1, 2) | (1/2, 1, 2) | (1/2, 1, 2) | (2/5, 1/2, 2/3) | (1, 1, 1) |
C12 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 2, 3) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) |
RFT | (1/2, 1, 2) | (1, 1, 1) | (1, 2, 3) | (1/3, 1/2, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/7, 1/3, 2/5) |
NoJ | (2/3, 1, 3/2) | (1/3, 1/2, 1) | (1, 1, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1/4, 1/3, 1/2) |
4M+C+F | (1/2, 1, 2) | (1, 2, 3) | (2/3, 1, 3/2) | (1, 1, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/9, 1/4, 2/7) |
4M+VRGPO | (1/3, 1/2, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 1, 1) | (1, 2, 3) | (2/5, 1/2, 2/3) |
RGPO | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/3, 1/2, 1) | (1, 1, 1) | (1/2, 1, 2) |
4M+MFT | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (2, 3, 4) | (7/2, 4, 9/2) | (3/2, 2, 5/2) | (1/2, 1, 2) | (1, 1, 1) |
C13 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (1/2, 1, 2) | (1, 2, 3) | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (2/3, 1, 3/2) |
RFT | (1/2, 1, 2) | (1, 1, 1) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 2, 3) | (2/5, 1/2, 2/3) | (2/3, 1, 3/2) |
NoJ | (1/3, 1/2, 1) | (2/3, 1, 3/2) | (1, 1, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (2/7, 1/3, 2/5) | (1/2, 1, 2) |
4M+C+F | (1/2, 1, 2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) | (1, 1, 1) | (1/4, 1/3, 1/2) | (2/3, 1, 3/2) |
4M+VRGPO | (2/3, 1, 3/2) | (1/3, 1/2, 1) | (2/3, 1, 3/2) | (1, 1, 1) | (1, 1, 1) | (2/9, 1/4, 2/7) | (2/3, 1, 3/2) |
RGPO | (3/2, 2, 5/2) | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (2, 3, 4) | (7/2, 4, 9/2) | (1, 1, 1) | (3/2, 2, 5/2) |
4M+MFT | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (1, 1, 1) |
C21 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (2/5, 1/2, 2/3) | (2/7, 1/3, 2/5) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) |
RFT | (3/2, 2, 5/2) | (1, 1, 1) | (2/5, 1/2, 2/3) | (3/2, 2, 5/2) | (1, 2, 3) | (1/2, 1, 2) | (2/3, 1, 3/2) |
NoJ | (5/2, 3, 7/2) | (3/2, 2, 5/2) | (1, 1, 1) | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (3/2, 2, 5/2) | (2, 3, 4) |
4M+C+F | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (2/5, 1/2, 2/3) | (1, 1, 1) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) |
4M+VRGPO | (1/2, 1, 2) | (1/3, 1/2, 1) | (2/7, 1/3, 2/5) | (2/3, 1, 3/2) | (1, 1, 1) | (1, 2, 3) | (1/2, 1, 2) |
RGPO | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (1/3, 1/2, 1) | (1, 1, 1) | (2/3, 1, 3/2) |
4M+MFT | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/4, 1/3, 1/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) |
C22 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1/3, 1/2, 1) | (1, 2, 3) | (2/5, 1/2, 2/3) |
RFT | (1/2, 1, 2) | (1, 1, 1) | (2/3, 1, 3/2) | (1/3, 1/2, 1) | (1/2, 1, 2) | (1, 2, 3) | (2/7, 1/3, 2/5) |
NoJ | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1, 1, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/7, 1/3, 2/5) |
4M+C+F | (1/2, 1, 2) | (1, 2, 3) | (2/3, 1, 3/2) | (1, 1, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/9, 1/4, 2/7) |
4M+VRGPO | (1, 2, 3) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 1, 1) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) |
RGPO | (1/3, 1/2, 1) | (1/3, 1/2, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1, 1, 1) | (1/4, 1/3, 1/2) |
4M+MFT | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (5/2, 3, 7/2) | (7/2, 4, 9/2) | (3/2, 2, 5/2) | (2, 3, 4) | (1, 1, 1) |
C23 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (3/2, 2, 5/2) | (7/2, 4, 9/2) | (5/2, 3, 7/2) | (5/2, 3, 7/2) | (3/2, 2, 5/2) | (3/2, 2, 5/2) |
RFT | (2/5, 1/2, 2/3) | (1, 1, 1) | (1, 2, 3) | (3/2, 2, 5/2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) |
NoJ | (2/9, 1/4, 2/7) | (1/3, 1/2, 1) | (1, 1, 1) | (2/3, 1, 3/2) | (1/3, 1/2, 1) | (2/3, 1, 3/2) | (1/2, 1, 2) |
4M+C+F | (2/7, 1/3, 2/5) | (2/5, 1/2, 2/3) | (2/3, 1, 3/2) | (1, 1, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) |
4M+VRGPO | (2/7, 1/3, 2/5) | (1/2, 1, 2) | (1, 2, 3) | (1/2, 1, 2) | (1, 1, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) |
RGPO | (2/5, 1/2, 2/3) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 1, 1) | (1/2, 1, 2) |
4M+MFT | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (1/2, 1, 2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 1, 1) |
C31 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (7/2, 4, 9/2) | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (3/2, 2, 5/2) |
RFT | (2/9, 1/4, 2/7) | (1, 1, 1) | (1/3, 1/2, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) | (3/2, 2, 5/2) | (1/2, 1, 2) |
NoJ | (2/5, 1/2, 2/3) | (1, 2, 3) | (1, 1, 1) | (1/3, 1/2, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) |
4M+C+F | (2/7, 1/3, 2/5) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (1, 1, 1) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1/2, 1, 2) |
4M+VRGPO | (2/5, 1/2, 2/3) | (1, 2, 3) | (1/2, 1, 2) | (1/2, 1, 2) | (1, 1, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) |
RGPO | (2/7, 1/3, 2/5) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1/2, 1, 2) | (1, 1, 1) | (1/2, 1, 2) |
4M+MFT | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1/2, 1, 2) | (1, 1, 1) |
C32 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (1, 2, 3) | (1/2, 1, 2) |
RFT | (2/3, 1, 3/2) | (1, 1, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (2/7, 1/3, 2/5) | (1/2, 1, 2) | (1, 2, 3) |
NoJ | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) | (1/2, 1, 2) | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (2/3, 1, 3/2) |
4M+C+F | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 1, 1) | (1/4, 1/3, 1/2) | (2/3, 1, 3/2) | (1/2, 1, 2) |
4M+VRGPO | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (3/2, 2, 5/2) | (2, 3, 4) | (1, 1, 1) | (5/2, 3, 7/2) | (3/2, 2, 5/2) |
RGPO | (1/3, 1/2, 1) | (1/2, 1, 2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/7, 1/3, 2/5) | (1, 1, 1) | (1/2, 1, 2) |
4M+MFT | (1/2, 1, 2) | (1/3, 1/2, 1) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (1, 1, 1) |
C33 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (2/3, 1, 3/2) | (1, 1, 1) | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (3/2, 2, 5/2) | (2/3, 1, 3/2) |
RFT | (1/3, 1/2, 1) | (1, 1, 1) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) |
NoJ | (1, 1, 1) | (2/3, 1, 3/2) | (1, 1, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (1/2, 1, 2) |
4M+C+F | (3/2, 2, 5/2) | (3/2, 2, 5/2) | (2/3, 1, 3/2) | (1, 1, 1) | (2, 3, 4) | (7/2, 4, 9/2) | (3/2, 2, 5/2) |
4M+VRGPO | (1/2, 1, 2) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/4, 1/3, 1/2) | (1, 1, 1) | (1, 2, 3) | (2/3, 1, 3/2) |
RGPO | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (3/2, 2, 5/2) | (2/9, 1/4, 2/7) | (1/3, 1/2, 1) | (1, 1, 1) | (1/2, 1, 2) |
4M+MFT | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1/2, 2/5) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 1, 1) |
C41 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (3/2, 2, 5/2) | (5/2, 3, 7/2) | (3/2, 2, 5/2) | (7/2, 4, 9/2) | (5/2, 3, 7/2) | (3/2, 2, 5/2) |
RFT | (2/5, 1/2, 2/3) | (1, 1, 1) | (3/2, 2, 5/2) | (2/3, 1, 3/2) | (1, 2, 3) | (1/2, 1, 2) | (1/3, 1/2, 1) |
NoJ | (2/7, 1/3, 2/5) | (1/2, 1, 2) | (1, 1, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/3, 1/2, 1) | (2/5, 1/2, 2/3) |
4M+C+F | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) | (1, 2, 3) | (1/2, 1, 2) | (1/2, 1, 2) |
4M+VRGPO | (2/9, 1/4, 2/7) | (1/2, 1, 2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) |
RGPO | (2/7, 1/3, 2/5) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) | (1/2, 1, 2) |
4M+MFT | (2/5, 1/2, 2/3) | (1/2, 1, 2) | (1/2, 1, 2) | (1/2, 1, 2) | (1/2, 1, 2) | (2/3, 1, 3/2) | (1, 1, 1) |
C42 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT |
MFT | (1, 1, 1) | (2/5, 1/2, 2/3) | (2/5, 1/2, 2/3) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (2/3, 1, 3/2) |
RFT | (3/2, 2, 5/2) | (1, 1, 1) | (2/5, 1/2, 2/3) | (3/2, 2, 5/2) | (1, 2, 3) | (2/3, 1, 3/2) | (2/3, 1, 3/2) |
NoJ | (3/2, 2, 5/2) | (3/2, 2, 5/2) | (1, 1, 1) | (5/2, 3, 7/2) | (5/2, 3, 7/2) | (2, 3, 4) | (3/2, 2, 5/2) |
4M+C+F | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (2/7, 1/3, 2/5) | (1, 1, 1) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (2/3, 1, 3/2) |
4M+VRGPO | (2/3, 1, 3/2) | (1/3, 1/2, 1) | (2/7, 1/3, 2/5) | (2/3, 1, 3/2) | (1, 1, 1) | (1/2, 1, 2) | (2/3, 1, 3/2) |
RGPO | (1/2, 1, 2) | (2/3, 1, 3/2) | (1/4, 1/3, 1/2) | (2/3, 1, 3/2) | (1/2, 1, 2) | (1, 1, 1) | (1/2, 1, 2) |
4M+MFT | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (2/5, 1/2, 2/3) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (2/3, 1, 3/2) | (1, 1, 1) |
表5
战机突防阶段重要度优先级"
战机突防对抗策略评估 | 敌方探测阵地处于活跃状态(C1) | 探测与跟踪(C2) | 导弹发射与制导(C3) | 导弹命中(C4) | 重要度优先级 |
敌方探测阵地处于活跃状态(C1) | (1, 1, 1) | (1/4, 1/3, 1/2) | (1/3, 1/2, 1) | (1, 2, 3) | 0.169 4 |
探测与跟踪(C2) | (2, 3, 4) | (1, 1, 1) | (1, 2, 3) | (3, 4, 5) | 0.448 8 |
导弹发射与制导(C3) | (1, 2, 3) | (1/3, 1/2, 1) | (1, 1, 1) | (2, 3, 4) | 0.277 2 |
导弹命中(C4) | (1/3, 1/2, 1) | (1/5, 1/4, 1/3) | (1/4, 1/3, 1/2) | (1, 1, 1) | 0.104 6 |
表6
战机突防对抗策略准则重要度优先级"
突防阶段 | 对抗策略准则 | 局部权重值 |
敌方探测阵地处于活跃状态(C1, λ=0.834 1) | Search (C11) | 0.642 1 |
Acquisition (C12) | 0.229 2 | |
Non-adaptive Track (C13) | 0.128 7 | |
探测与跟踪(C2, λ=0.616 7) | Range Resolution (C21) | 0.344 1 |
Track Maintenance (C22) | 0.480 6 | |
Passive Track (C23) | 0.205 3 | |
导弹发射与制导(C3, λ=0.666 6) | Missile Launching (C31) | 0.091 6 |
Mid-Course Guidance (C32) | 0.697 9 | |
Terminal Guidance (C33) | 0.210 5 | |
导弹命中(C4, λ=1) | Hit (C41) | 0.125 0 |
Miss (C42) | 0.875 0 |
表7
基于LFPP两阶段集成方法获取对抗策略评估全局权重"
对抗策略 | MFT | RFT | NoJ | 4M+C+F | 4M+VRGPO | RGPO | 4M+MFT | 全局权重 |
C11 | 0.103 1 | 0.298 9 | 0.099 0 | 0.154 6 | 0.157 6 | 0.107 9 | 0.078 8 | 0.165 5 |
C12 | 0.141 8 | 0.094 5 | 0.094 5 | 0.090 9 | 0.141 8 | 0.141 8 | 0.294 7 | 0.125 9 |
C13 | 0.128 7 | 0.129 6 | 0.118 1 | 0.090 0 | 0.089 6 | 0.315 1 | 0.129 0 | 0.166 1 |
C21 | 0.107 7 | 0.163 4 | 0.270 1 | 0.108 4 | 0.108 7 | 0.107 5 | 0.134 2 | 0.046 8 |
C22 | 0.155 5 | 0.101 4 | 0.128 7 | 0.086 7 | 0.193 0 | 0.101 4 | 0.233 3 | 0.028 8 |
C23 | 0.296 6 | 0.171 7 | 0.084 2 | 0.110 1 | 0.094 3 | 0.120 9 | 0.122 3 | 0.109 4 |
C31 | 0.316 0 | 0.104 7 | 0.123 9 | 0.123 9 | 0.123 9 | 0.081 0 | 0.126 4 | 0.038 6 |
C32 | 0.118 9 | 0.118 1 | 0.118 2 | 0.116 8 | 0.293 9 | 0.116 9 | 0.117 2 | 0.104 5 |
C33 | 0.129 6 | 0.152 5 | 0.111 9 | 0.242 5 | 0.101 7 | 0.100 2 | 0.161 7 | 0.117 2 |
C41 | 0.301 8 | 0.140 3 | 0.089 3 | 0.125 1 | 0.084 6 | 0.100 9 | 0.158 0 | 0.021 3 |
C42 | 0.110 5 | 0.171 6 | 0.266 6 | 0.103 6 | 0.103 6 | 0.122 0 | 0.122 0 | 0.032 5 |
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