China Safety Science Journal ›› 2024, Vol. 34 ›› Issue (6): 1-9.doi: 10.16265/j.cnki.issn1003-3033.2024.06.1562
• Safety social science and safety management • Next Articles
WANG Lili1(), GU Qiuli2,3,**(
)
Received:
2023-12-13
Revised:
2024-03-16
Online:
2024-06-28
Published:
2024-12-28
Contact:
GU Qiuli
CLC Number:
WANG Lili, GU Qiuli. Study on multidimensional quantification of individual workload of controllers[J]. China Safety Science Journal, 2024, 34(6): 1-9.
Add to citation manager EndNote|Ris|BibTeX
URL: http://www.cssjj.com.cn/EN/10.16265/j.cnki.issn1003-3033.2024.06.1562
Table 3
Physiological load indicator paired samples T-tests
生理指标 | 配对差值 | t | 自由度 | Sig.双尾 | ||||
---|---|---|---|---|---|---|---|---|
平均值 | 标准 偏差 | 标准 误差 平均值 | 差值 95%置信区间 | |||||
下限 | 上限 | |||||||
β波均值 | 1.896 76 | 2.655 50 | 0.663 87 | 0.481 75 | 3.311 78 | 2.857 | 15 | 0.012 |
皮肤导电均值 | 1.269 97 | 2.088 88 | 0.522 22 | 0.156 89 | 2.383 06 | 2.432 | 15 | 0.028 |
右眼瞳孔直径 | -0.281 47 | 0.356 77 | 0.089 19 | -0.471 58 | -0.091 36 | -3.156 | 15 | 0.007 |
Table 4
Pre-post paired samples t-test for brain workload indicators
认知负荷指标 | 配对差值 | t | 自由度 | Sig.双尾 | ||||
---|---|---|---|---|---|---|---|---|
平均值 | 标准偏差 | 标准误差 平均值 | 差值 95%置信区间 | |||||
下限 | 上限 | |||||||
-38.017 19 | 28.742 92 | 7.185 73 | -53.333 20 | -22.701 17 | -5.291 | 15 | 0.000 | |
-40.115 06 | 63.004 32 | 15.751 08 | -73.687 69 | -6.542 42 | -2.547 | 15 | 0.022 | |
-8.097 09 | 8.938 15 | 2.234 54 | -12.859 89 | -3.334 29 | -3.624 | 15 | 0.003 |
Table 5
Entropy weighting, critic weight method and combination method indicator weight values
算法 | ||||||||
---|---|---|---|---|---|---|---|---|
熵权法 | 0.104 8 | 0.073 7 | 0.088 8 | 0.112 4 | 0.072 7 | 0.153 3 | 0.238 8 | 0.155 5 |
CRITIC | 0.126 2 | 0.124 6 | 0.139 0 | 0.113 4 | 0.100 7 | 0.139 5 | 0.120 5 | 0.136 1 |
组合算法 | 0.104 9 | 0.074 0 | 0.089 1 | 0.112 4 | 0.072 9 | 0.153 2 | 0.238 1 | 0.155 4 |
Table 6
ILOI for controllers
编号 | PPLI | PRIL | BWI | ILOI |
---|---|---|---|---|
01 | 0.074 4 | 0.192 7 | 0.203 9 | 0.471 0 |
02 | 0.105 4 | 0.163 9 | 0.243 1 | 0.512 4 |
03 | 0.138 1 | 0.149 6 | 0.089 3 | 0.377 0 |
04 | 0.077 3 | 0.144 0 | 0.217 4 | 0.438 7 |
05 | 0.044 2 | 0.126 7 | 0.252 4 | 0.423 2 |
06 | 0.127 5 | 0.186 4 | 0.083 0 | 0.396 9 |
07 | 0.108 0 | 0.137 0 | 0.227 4 | 0.472 4 |
08 | 0.117 7 | 0.086 2 | 0.267 1 | 0.471 0 |
09 | 0.115 6 | 0.109 0 | 0.128 5 | 0.353 1 |
10 | 0.099 5 | 0.146 2 | 0.319 8 | 0.565 4 |
11 | 0.096 5 | 0.172 3 | 0.233 5 | 0.502 3 |
12 | 0.066 3 | 0.124 5 | 0.198 5 | 0.389 3 |
13 | 0.062 9 | 0.113 2 | 0.238 2 | 0.414 4 |
14 | 0.159 8 | 0.174 6 | 0.088 4 | 0.422 8 |
15 | 0.107 1 | 0.154 3 | 0.468 7 | 0.730 2 |
16 | 0.108 0 | 0.130 2 | 0.248 7 | 0.486 9 |
Table 7
Analysis of controller individual load clustering
编号 | PPLI 占比/% | PRLI 占比/% | BWI 占比/% | ILOI | 聚类 种类 |
---|---|---|---|---|---|
03 | 36.63 | 39.68 | 23.69 | 0.377 0 | A |
04 | 17.62 | 32.82 | 49.56 | 0.438 7 | A |
05 | 10.44 | 29.94 | 59.64 | 0.423 2 | A |
06 | 32.12 | 46.96 | 20.91 | 0.396 9 | A |
09 | 32.74 | 30.87 | 36.39 | 0.353 1 | A |
12 | 17.03 | 31.98 | 50.99 | 0.389 3 | A |
13 | 15.18 | 27.32 | 57.48 | 0.414 4 | A |
14 | 37.80 | 41.30 | 20.91 | 0.422 8 | A |
01 | 15.80 | 40.91 | 43.29 | 0.471 0 | B |
02 | 20.57 | 31.99 | 47.44 | 0.512 4 | B |
07 | 22.86 | 29.00 | 48.14 | 0.472 4 | B |
08 | 24.99 | 18.30 | 56.71 | 0.471 0 | B |
10 | 17.60 | 25.86 | 56.56 | 0.565 4 | B |
11 | 19.21 | 34.30 | 46.49 | 0.502 3 | B |
16 | 22.18 | 26.74 | 51.08 | 0.486 9 | B |
15 | 14.67 | 21.13 | 64.19 | 0.730 2 | C |
[1] |
每日经济新闻. 2023年上半年国内航班量已超2019年同期水平[EB/OL].(2023-07-10). https://baijiahao.baidu.com/s?id=1771017336610393586&wfr=spider&for=pc.
|
[2] |
|
[3] |
朱聃, 徐晨, 刘继新. 基于语音识别的管制员工作负荷评估[J]. 计算机应用研究, 2020, 37(增1):24-26,33.
|
|
|
[4] |
袁霄, 杨家忠, 吴丹. 基于扇区动态复杂性因素的航空管制员工作负荷计算[J]. 安全与环境学报, 2015, 15(2):108-111.
|
|
|
[5] |
王莉莉, 许凌鹏. 基于眼动数据的管制员注意力特征评价[J]. 中国安全科学学报, 2023, 33(2):217-224.
doi: 10.16265/j.cnki.issn1003-3033.2023.02.2785 |
doi: 10.16265/j.cnki.issn1003-3033.2023.02.2785 |
|
[6] |
pmid: 10725565 |
[7] |
|
[8] |
|
[9] |
|
[10] |
|
[11] |
|
[12] |
陈彦峰. 睡意对脑电信号的影响[D]. 兰州: 兰州理工大学, 2013.
|
|
|
[13] |
陈凤兰. 基于多导生理信号的管制员疲劳分析方法研究[D]. 天津: 中国民航大学, 2018.
|
|
|
[14] |
|
[15] |
|
[16] |
钟铭恩, 吴平东, 彭军强, 等. 基于脑电信号的驾驶员情绪状态识别研究[J]. 中国安全科学学报, 2011, 21(9):64-69.
|
|
|
[17] |
傅根跃, 陈昌凯, 缪伟, 等. 测谎问题中的“情绪成分”对皮肤电反应的影响[J]. 中国临床心理学杂志, 2005, 13(3):321-323.
|
|
|
[18] |
中国民用航空局. 雷达管制基础模拟机培训大纲[Z]. 2012.
|
[19] |
|
[20] |
韩礼博, 门宝辉. 基于组合博弈论法的海河流域水资源承载力评价[J]. 水电能源科学, 2021, 39(11):61-64.
|
|
|
[21] |
李敬强, 王蓓, 赵宁, 等. 基于K-Means聚类的管制员注意品质特征研究[J]. 中国安全科学学报, 2017, 27(6):13-18.
doi: 10.16265/j.cnki.issn1003-3033.2017.06.003 |
doi: 10.16265/j.cnki.issn1003-3033.2017.06.003 |
|
[22] |
杨越, 马博凯, 曹宇轩. 国外空管不安全事件中的人误风险分析[J]. 中国安全科学学报, 2022, 32 (12):38-45.
doi: 10.16265/j.cnki.issn1003-3033.2022.12.2739 |
doi: 10.16265/j.cnki.issn1003-3033.2022.12.2739 |
[1] | WANG Yanqing, WU Siyu, YANG Keyue. Study on air traffic controllers' situational awareness reliability in emergency scenarios [J]. China Safety Science Journal, 2024, 34(6): 207-215. |
[2] | WANG Chao, XU Chuxin, DONG Jie, WANG Zhifeng. Unsafe behavior recognition of air traffic controllers based on ST-GCN [J]. China Safety Science Journal, 2023, 33(5): 42-48. |
[3] | WANG Lili, XU Lingpeng. Evaluation of air traffic controller's attention characteristics based on eye movement data [J]. China Safety Science Journal, 2023, 33(2): 217-224. |
[4] | SUN Ruishan, CHEN Yi, SUN Libin. Fatigue assessment method of controllers based on CFF [J]. China Safety Science Journal, 2022, 32(4): 192-197. |
[5] | YANG Yue, SONG Xiangbo, WANG Jianzhong. Quantitative analysis method of ATCO's error risks based on TRACEr [J]. China Safety Science Journal, 2020, 30(8): 109-115. |
[6] | YANG Yue, HUANG Yigang, SONG Xiangbo, WANG Jianzhong. Evaluation method of ATCO's task performance based on operation data [J]. China Safety Science Journal, 2020, 30(3): 8-14. |
[7] | ZHANG Xingjian, YUAN Leping, ZHAO Yifei. A study on radiotelephony speech reaction characteristics of controllers under influence of fatigue and stress [J]. China Safety Science Journal, 2018, 28(6): 37-42. |
[8] | YUAN Leping, ZHANG Xingjian. Study on technique for human reliability analysis of air traffic controllers [J]. China Safety Science Journal, 2017, 27(9): 98-103. |
[9] | ZHAO Qi. Analysis of factors influencing approach controller hearback error [J]. China Safety Science Journal, 2017, 27(7): 105-109. |
[10] | JIN Huibin, LIU Yawei, ZHU Guolei. Measuring situation awareness of tower controllers based on eye movement and performance analysis [J]. China Safety Science Journal, 2017, 27(7): 65-70. |
[11] | . Study on Factors Influencing Air Traffic Controller's Situation Awareness Based on Structural Equation Model [J]. China Safety Science Journal, 2013, 23(7): 19-. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||