DFCluster:An efficient algorithm to mine maximal differential biclusters for single pilot operations task synthesis safety analysis

作     者：Yong CHEN Yue LUO Miao WANG Kelin ZHONG Gang XIAO Guoqing WANG Yong CHEN;Yue LUO;Miao WANG;Kelin ZHONG;Gang XIAO;Guoqing WANG

作者机构：School of Aeronautics and AstronauticsShanghai Jiao Tong UniversityShanghai 200240China Commercial Aircraft Corporation of ChinaLtd.Shanghai 200436China China COMAC Shanghai Aircraft Design and Research InstituteShanghai 201210China 

出 版 物：《Chinese Journal of Aeronautics》 (中国航空学报（英文版）)

年 卷 期：2022年第35卷第5期

页      面：400-418页

核心收录：

学科分类：08[工学] 0825[工学-航空宇航科学与技术] 

基　　金：supported by National Program on Key Basic Research Project(2014CB744903) National Natural Science Foundation of China(61673270) Natural Science Foundation of Shanghai(20ZR1427800) New Young Teachers Launch Program of Shanghai Jiaotong University(20X100040036) Shanghai Pujiang Program(16PJD028) Shanghai Industrial Strengthening Project(GYQJ-2017-5-08) Shanghai Science and Technology Committee Research Project(17DZ1204304) Shanghai Engineering Research Center of Civil Aircraft Flight Testing。 

主　　题：Differential bicluster Flight scenario design Safety analysis Single pilot operations Task synthesis 

摘      要：With the continuous advancement of the avionics system,crew members are correspondingly reduced,and Single Pilot Operations(SPO)has attracted widespread attention from scholars.To meet the flight requirements in SPO mode,it is necessary to further strengthen air-ground coordination system integration,but at the same time,there will be some safety issues caused by resource integration,function fusion,and task synthesis.Aimed at the safety problems caused by task synthesis,an efficient differential bicluster mining algorithm--DFCluster algorithm is proposed in this paper to discover potential hazardous elements or propagation mechanisms through mining the resource-function matrixes.To mine efficiently,several pruning techniques are designed for generating maximal biclusters without candidate maintenance.The experimental results show that the DFCluster algorithm is more efficient than the existing differential biclustering algorithms under different scales of artificial datasets and public datasets.Then,a typical flight scenario is designed based on SPO air-ground collaborative system architecture,and combined with our proposed DFCluster algorithm for task synthesis safety analysis.Based on the mining results,the SPO airground collaborative system architecture is modified,which ultimately improves the safety of the SPO system.