系统工程与电子技术 ›› 2022, Vol. 44 ›› Issue (9): 2869-2877.doi: 10.12305/j.issn.1001-506X.2022.09.21
郑诺希, 李武*, 周小强, 刘钢
收稿日期:
2021-08-16
出版日期:
2022-09-01
发布日期:
2022-09-09
通讯作者:
李武
作者简介:
郑诺希(1996—), 男, 硕士研究生, 主要研究方向为智能信息处理|李武(1977—), 男, 教授, 博士, 主要研究方向为智能决策分析|周小强(1976—), 男, 教授, 博士, 主要研究方向为智能决策分析|刘钢(1983—), 男, 工程师, 博士, 主要研究方向为智能信息处理、协同任务规划
基金资助:
Nuoxi ZHENG, Wu LI*, Xiaoqiang ZHOU, Gang LIU
Received:
2021-08-16
Online:
2022-09-01
Published:
2022-09-09
Contact:
Wu LI
摘要:
针对多属性决策与评价问题中投影法存在平面空间一系列评价失效情况, 提出了一种相似度一致性的投影决策法。首先, 给出了理想偏移向量的定义, 其中包含了理想决策的偏移程度和决策者的偏好; 其次, 根据理想偏移向量, 构造了一种新的综合评价函数; 然后, 按照投影决策法的基本步骤, 得到各方案的综合评价值。有效性分析表明, 新提的方法对模相似度、距离相似度、余弦相似度和方向相似度都有综合考量, 从而能避免单一相似度的不全面和综合评价函数的失效。最后, 通过案例分析验证了方法合理有效。
中图分类号:
郑诺希, 李武, 周小强, 刘钢. 多属性相似度一致性投影决策法[J]. 系统工程与电子技术, 2022, 44(9): 2869-2877.
Nuoxi ZHENG, Wu LI, Xiaoqiang ZHOU, Gang LIU. Projection decision method for consistency of multiple attribute similarity[J]. Systems Engineering and Electronics, 2022, 44(9): 2869-2877.
表1
1992年全国部分省、直辖市主要工业经济效益指标"
省/直辖市 | G1 | G2 | G3 | G4 | G5 |
北京(X1) | 47 177 | 16.61 | 8.89 | 31.05 | 15.77 |
天津(X2) | 43 323 | 9.08 | 3.65 | 29.8 | 8.44 |
上海(X3) | 59 023 | 13.84 | 6.06 | 26.55 | 12.87 |
江苏(X4) | 46 821 | 10.59 | 3.51 | 22.46 | 7.41 |
浙江(X5) | 41 646 | 13.24 | 4.64 | 24.33 | 9.33 |
安徽(X6) | 26 446 | 10.16 | 2.38 | 26.8 | 9.85 |
福建(X7) | 38 381 | 11.97 | 4.79 | 26.45 | 10.64 |
广东(X8) | 57 808 | 10.29 | 4.54 | 23.0 | 9.23 |
辽宁(X9) | 28 869 | 7.68 | 2.12 | 31.08 | 9.05 |
山东(X10) | 38 812 | 8.92 | 3.38 | 25.68 | 8.73 |
湖北(X11) | 30 721 | 10.87 | 4.15 | 30.36 | 11.44 |
湖南(X12) | 24 848 | 10.77 | 2.42 | 30.71 | 11.37 |
河南(X13) | 26 925 | 9.34 | 3.06 | 30.11 | 10.84 |
江西(X14) | 23 269 | 8.25 | 2.58 | 32.57 | 8.62 |
河北(X15) | 28 267 | 8.13 | 3.17 | 29.25 | 9.17 |
山西(X16) | 21 583 | 7.41 | 4.66 | 35.35 | 11.27 |
表2
规范化后的决策矩阵"
方案 | G1 | G2 | G3 | G4 | G5 |
Y1 | 0.683 6 | 1.0 | 1.0 | 0.333 6 | 1.0 |
Y2 | 0.580 7 | 0.181 5 | 0.226 0 | 0.430 6 | 0.123 2 |
Y3 | 1.0 | 0.698 9 | 0.582 0 | 0.682 7 | 0.653 1 |
Y4 | 0.674 1 | 0.345 7 | 0.205 3 | 1.0 | 0.0 |
Y5 | 0.535 9 | 0.633 7 | 0.372 2 | 0.854 9 | 0.229 7 |
Y6 | 0.129 9 | 0.298 9 | 0.038 4 | 0.663 3 | 0.291 9 |
Y7 | 0.448 7 | 0.495 7 | 0.394 4 | 0.690 5 | 0.386 4 |
Y8 | 0.967 5 | 0.313 0 | 0.357 5 | 0.958 1 | 0.217 7 |
Y9 | 0.194 6 | 0.029 3 | 0.0 | 0.331 3 | 0.196 2 |
Y10 | 0.460 2 | 0.164 1 | 0.186 1 | 0.750 2 | 0.157 9 |
Y11 | 0.244 1 | 0.376 1 | 0.299 9 | 0.387 1 | 0.482 1 |
Y12 | 0.087 2 | 0.365 2 | 0.044 3 | 0.360 0 | 0.473 7 |
Y13 | 0.142 7 | 0.209 8 | 0.138 8 | 0.406 5 | 0.410 3 |
Y14 | 0.045 0 | 0.091 3 | 0.067 9 | 0.215 7 | 0.144 7 |
Y15 | 0.178 5 | 0.078 3 | 0.155 1 | 0.473 2 | 0.210 5 |
Y16 | 0.0 | 0.0 | 0.375 2 | 0.0 | 0.461 7 |
表3
加权决策矩阵"
方案 | G1 | G2 | G3 | G4 | G5 |
A1 | 0.157 0 | 0.187 6 | 0.155 7 | 0.088 6 | 0.161 4 |
A2 | 0.133 3 | 0.034 0 | 0.035 2 | 0.114 4 | 0.019 9 |
A3 | 0.229 6 | 0.131 1 | 0.090 6 | 0.181 3 | 0.105 4 |
A4 | 0.154 8 | 0.064 9 | 0.032 0 | 0.265 6 | 0 |
A5 | 0.123 0 | 0.118 9 | 0.058 0 | 0.227 1 | 0.037 1 |
A6 | 0.029 8 | 0.056 1 | 0.006 0 | 0.176 2 | 0.047 1 |
A7 | 0.103 0 | 0.093 0 | 0.061 4 | 0.183 4 | 0.062 4 |
A8 | 0.222 1 | 0.058 7 | 0.055 7 | 0.254 5 | 0.035 1 |
A9 | 0.044 7 | 0.005 5 | 0 | 0.088 0 | 0.031 7 |
A10 | 0.105 7 | 0.030 8 | 0.029 0 | 0.199 3 | 0.025 5 |
A11 | 0.056 0 | 0.070 6 | 0.046 7 | 0.102 8 | 0.077 8 |
A12 | 0.020 0 | 0.068 5 | 0.006 9 | 0.095 6 | 0.076 5 |
A13 | 0.032 8 | 0.039 4 | 0.021 6 | 0.108 0 | 0.066 2 |
A14 | 0.010 3 | 0.017 1 | 0.010 6 | 0.057 3 | 0.023 4 |
A15 | 0.041 0 | 0.014 7 | 0.024 1 | 0.125 7 | 0.034 0 |
A16 | 0 | 0 | 0.058 4 | 0 | 0.074 5 |
表5
按照单一相似度排序"
方案 | αi | ||di|| | ri | Tβi=0 | Tβi=1 |
A1 | 0.751 8(3) | 0.191 3(2) | 0.924 4(5) | 0.343 5(3) | 0.317 5(2) |
A2 | 0.401 5(9) | 0.300 5(9) | 0.907 6(7) | 0.183 4(9) | 0.166 5(8) |
A3 | 0.764 8(1) | 0.132 9(1) | 0.980 8(1) | 0.349 4(1) | 0.342 7(1) |
A4 | 0.691 2(4) | 0.249 0(6) | 0.854 1(13) | 0.315 8(4) | 0.269 7(5) |
A5 | 0.640 3(5) | 0.206 3(3) | 0.941 8(4) | 0.292 5(5) | 0.275 5(4) |
A6 | 0.422 9(8) | 0.317 3(10) | 0.823 5(15) | 0.193 2(8) | 0.159 1(10) |
A7 | 0.538 6(6) | 0.224 6(5) | 0.973 4(3) | 0.246 1(6) | 0.239 5(6) |
A8 | 0.764 1(2) | 0.206 8(4) | 0.902 4(8) | 0.349 1(2) | 0.315 0(3) |
A9 | 0.227 2(14) | 0.374 1(14) | 0.838 8(14) | 0.103 8(14) | 0.087 1(14) |
A10 | 0.505 5(7) | 0.280 8(7) | 0.868 3(10) | 0.230 9(7) | 0.200 5(7) |
A11 | 0.359 1(10) | 0.298 7(8) | 0.976 9(2) | 0.164 1(10) | 0.160 3(9) |
A12 | 0.310 5(11) | 0.341 1(12) | 0.867 8(11) | 0.141 9(11) | 0.123 1(12) |
A13 | 0.302 8(13) | 0.335 5(11) | 0.912 1(6) | 0.138 4(13) | 0.126 2(11) |
A14 | 0.144 2(16) | 0.400 8(15) | 0.870 9(9) | 0.065 9(16) | 0.057 4(15) |
A15 | 0.305 1(12) | 0.344 4(13) | 0.860 3(12) | 0.139 4(12) | 0.119 9(13) |
A16 | 0.207 2(15) | 0.418 9(16) | 0.488 3(16) | 0.094 7(15) | 0.046 2(16) |
表6
7种方法的决策结果比较"
方法 | 排序 | 最优解 |
文献[ | A3>A1>A8>A5>A4>A7>A10>A2> A11>A6>A13>A12>A15>A9>A14>A16 | A3 |
文献[ | A3>A1>A8>A5>A7>A4>A10>A2> A11>A6>A13>A12>A15>A9>A14>A16 | A3 |
文献[ | A3>A1>A8>A5>A4>A7>A10>A2> A6>A11>A13>A12>A15>A9>A14>A16 | A3 |
文献[ | A3>A1>A5>A8>A7>A4>A11>A10> A2>A13>A6>A12>A15>A9>A14>A16 | A3 |
正交投影法[ | A3>A1>A8>A5>A4>A7>A10>A2> A11>A6>A13>A12>A15>A9>A14>A16 | A3 |
双向投影法[ | A8>A1>A3>A4>A5>A7>A10>A2> A6>A11>A13>A12>A15>A9>A14>A16 | A8 |
本文方法 | A3>A1>A8>A5>A4>A7>A10>A2> A11>A6>A13>A12>A15>A9>A14>A16 | A3 |
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