Journal of Computer Applications ›› 2023, Vol. 43 ›› Issue (3): 978-985.DOI: 10.11772/j.issn.1001-9081.2022020236
Special Issue: 前沿与综合应用
• Frontier and comprehensive applications • Previous Articles Next Articles
Zhinan LI, Qinming LIU(), Haoyang LU
Received:
2022-03-03
Revised:
2022-05-29
Accepted:
2022-06-01
Online:
2022-08-16
Published:
2023-03-10
Contact:
Qinming LIU
About author:
LI Zhinan, born in 1997, M. S. candidate. His research interests include emergency logistics.Supported by:
通讯作者:
刘勤明
作者简介:
李智楠(1997—),男,浙江台州人,硕士研究生,主要研究方向:应急物流基金资助:
CLC Number:
Zhinan LI, Qinming LIU, Haoyang LU. Allocation model of urban emergency medical supplies based on random evolution from perspective of resilience[J]. Journal of Computer Applications, 2023, 43(3): 978-985.
李智楠, 刘勤明, 陆昊洋. 韧性视角下基于随机演变的城市应急医疗物资配置模型[J]. 《计算机应用》唯一官方网站, 2023, 43(3): 978-985.
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URL: https://www.joca.cn/EN/10.11772/j.issn.1001-9081.2022020236
准则层 | 指标层 | 功效 |
---|---|---|
Rx | 人均应急管理部门年度支出(单位:元) | + |
60岁及以上人口占比 | - | |
人口密度(单位:每平方公里人数) | - | |
Rs | 千人执业(助理)医师数 | + |
千人注册护士数 | + | |
千人床位数 | + | |
每万人三级医院数量 | + | |
每万人社区服务中心数量 | + | |
Rh | 卫生、社会工作、社会保障和 社会组织人员占比 | + |
期望寿命 | + | |
卫生占财政支出百分比 | + | |
人均国内生产总值(单位:万元) | + |
Tab. 1 Area’s health system resilience assessment indicators
准则层 | 指标层 | 功效 |
---|---|---|
Rx | 人均应急管理部门年度支出(单位:元) | + |
60岁及以上人口占比 | - | |
人口密度(单位:每平方公里人数) | - | |
Rs | 千人执业(助理)医师数 | + |
千人注册护士数 | + | |
千人床位数 | + | |
每万人三级医院数量 | + | |
每万人社区服务中心数量 | + | |
Rh | 卫生、社会工作、社会保障和 社会组织人员占比 | + |
期望寿命 | + | |
卫生占财政支出百分比 | + | |
人均国内生产总值(单位:万元) | + |
ABC算法 | 优化物资配置模型 |
---|---|
采蜜动作 | 优化过程 |
蜜源的位置 | 物资配置策略 |
蜜源的花蜜浓度 | 物资配置策略的适应度值 |
采蜜过程 | 计算适应度值的过程 |
最大花蜜浓度 | 最大函数值 |
Tab. 2 Correspondence between ABC and optimal material allocation model
ABC算法 | 优化物资配置模型 |
---|---|
采蜜动作 | 优化过程 |
蜜源的位置 | 物资配置策略 |
蜜源的花蜜浓度 | 物资配置策略的适应度值 |
采蜜过程 | 计算适应度值的过程 |
最大花蜜浓度 | 最大函数值 |
韧性 能力 | 韧性类别 | 权重 | ||||
---|---|---|---|---|---|---|
R1 | R2 | R3 | R4 | R5 | ||
ICCS | 7.036 | 8.682 | 12.649 | 16.030 | 22.558 | 1.00 |
Rx | 4.240 | 4.549 | 3.382 | 1.754 | 1.919 | 0.26 |
Rs | 2.207 | 1.137 | 4.802 | 9.410 | 13.466 | 0.42 |
Rh | 0.588 | 2.996 | 4.465 | 4.866 | 7.173 | 0.32 |
Tab. 3 Resilience classification standards
韧性 能力 | 韧性类别 | 权重 | ||||
---|---|---|---|---|---|---|
R1 | R2 | R3 | R4 | R5 | ||
ICCS | 7.036 | 8.682 | 12.649 | 16.030 | 22.558 | 1.00 |
Rx | 4.240 | 4.549 | 3.382 | 1.754 | 1.919 | 0.26 |
Rs | 2.207 | 1.137 | 4.802 | 9.410 | 13.466 | 0.42 |
Rh | 0.588 | 2.996 | 4.465 | 4.866 | 7.173 | 0.32 |
辖区 | 口罩 | 防护服 | ||
---|---|---|---|---|
模糊需求 | 状态初值 | 模糊需求 | 状态初值 | |
A | 4 000 | 1 | 1 500 | 1 |
B | 5 000 | 1 | 1 000 | 2 |
C | 3 000 | 2 | 1 000 | 2 |
D | 2 000 | 3 | 500 | 2 |
E | 6 000 | 1 | 1 000 | 1 |
F | 3 000 | 2 | 500 | 1 |
Tab. 4 Information statistics of each area
辖区 | 口罩 | 防护服 | ||
---|---|---|---|---|
模糊需求 | 状态初值 | 模糊需求 | 状态初值 | |
A | 4 000 | 1 | 1 500 | 1 |
B | 5 000 | 1 | 1 000 | 2 |
C | 3 000 | 2 | 1 000 | 2 |
D | 2 000 | 3 | 500 | 2 |
E | 6 000 | 1 | 1 000 | 1 |
F | 3 000 | 2 | 500 | 1 |
种类 | 辖区A | 辖区B | 辖区C | 辖区D | 辖区E | 辖区F |
---|---|---|---|---|---|---|
口罩 | ||||||
防护服 |
Tab. 5 Probability matrix of demand state transfer for emergency supplies in each area
种类 | 辖区A | 辖区B | 辖区C | 辖区D | 辖区E | 辖区F |
---|---|---|---|---|---|---|
口罩 | ||||||
防护服 |
辖区 | 阶段 | |||
---|---|---|---|---|
1 | 2 | 3 | 4 | |
A | F | K | K/F | — |
B | K | F | F | K |
C | K | F | K | K/F |
D | K/F | K/F | K/F | K/F |
E | F | K | K | F |
F | K | K/F | — | K/F |
Tab. 6 Optimal allocation strategy of emergency medical supplies
辖区 | 阶段 | |||
---|---|---|---|---|
1 | 2 | 3 | 4 | |
A | F | K | K/F | — |
B | K | F | F | K |
C | K | F | K | K/F |
D | K/F | K/F | K/F | K/F |
E | F | K | K | F |
F | K | K/F | — | K/F |
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