Table 3 Codes of the causes of aircraft incidents.

From: Association rule mining of aircraft event causes based on the Apriori algorithm

Items

Causal Factor Encoding

Human Layer

Crew H01, Controller H02, Duty manager H03, Improper energy allocation H04, Mishearing H05, Failure to rectify incorrect recitation H06, Lack of preparation for unlandable situations H07, Shift in work focus H08, Lack of conflict judgement H09, Poor conflict resolution ability H10, Inadequate monitoring H11, Occurrence of luck mentality H12, Failure to detect flight conflicts in advance H13, Scattered work style H14, Weak safety awareness H15, Unauthorized departure during duty H16, Cumulative risk of personnel fatigue H17, Violation of operational manual regulations H18, Some regulations were orally requested but not included in the manual H19, Weak team cooperation awareness H20, Inadequate risk assessment H21, Insufficiently stringent work procedures H22, Inadequate risk identification H23, Inadequate ability to manage complex situations H24, Plans did not fully consider the interference caused by sudden situations H25, Occurrence of inertia thinking H26, Delayed issuance of landing permits H27, Inadequate radar monitoring H28, Insensitivity to alarms H29, Inadequate onsite management duties H30, Failure to conduct radar identification as required for aircraft H31, Insufficient understanding of "highlight display" and "conflict line" significance H32, Inadequate recognition of key risks in hotspots H33, Poor work status H34, Inadequate emergency management H35, Inconsistent situational awareness H36, Inadequate mastery of specific content during flight training H37, Failure to request ascent height in time H38, Inadaptability to new work procedures H39, Inadequate technical prevention measures H40, Weak risk awareness H41, Excessive delegation of authority H42, Inadequate estimation of weather impacts H43, Unclear basic concepts H44, Inadequate coping ability H45, Inaccurate language in voice clearance communications H46, Failure to comply with instructions H47, Intercepting incorrect flight paths H48, Inadequate attention to airborne situations H49

Management Layer

Inadequate rigorous risk control measures M01, Insufficiently detailed conflict resolution training M02, Some individuals adopt a sense of luck regarding information reporting M03, Insufficient safety management M04, Lack of effective supervision and evaluation mechanisms M05, Inadequate onsite management precision M06, Inadequate grasp of ideological dynamics in a timely manner M07, Insufficient differentiated training M08, Ineffective communication between relevant units M09, Ineffective work style of management personnel M10, Inadequate analysis and research of risks M11, Inadequate daily education of controllers M12, Inadequate implementation of responsibilities M13, Inadequate manual promotion M14, Inconsistent understanding of important regulations M15, Lack of strict daily supervision M16, Inadequate depth in case analysis M17, Inadequate safety pressure transmission M18, Failure to maintain relevant data as per agreement M19, Inadequate training M20, Inadequate regulations M21, Inadequate combination M22, Existing loopholes in implementing relevant requirements M23, Lack of rigorous work processes M24, Inadequate personnel qualification management M25, Inadequate management of team resources M26

Equipment Layer

Existing technical prevention measures failed to control risks E01, Meteorological radar equipment did not respond to airborne weather conditions in real time E02, Lack of alarm prompts when the automated system encounters abnormalities E03, Lack of equipment support E04, Difference between permission heights displayed in standby and primary systems E05, Occurrence of equipment failure during primary and secondary automated system switching E06, Sudden malfunction of instrument landing system equipment E07

Environment Layer

Noisy operational environment S01, Delay in specific transfer of flight information from the previous control unit S02, Momentary busy period of the tower control channel S03, Nonstop flight construction S04, Low-level flight volume leading to relaxation S05, Scattered thunderstorm weather conditions S06, Presence of air force activities S07, Sudden isolated thunderstorm weather conditions S08

Event Type

General unsafe event A01, General incident A02, Serious incident A03