an integrated framework for understanding the relationship between human error and aviation safety
DESCRIPTION
The majority of aviation accidents are attributable to human error. Moreover, as machines (or mechanical systems) have become more reliable over the past decades, human error has outpaced machine problems as a major contributing factor in aviation accidents. It is therefore important to address human error for the improvement of aviation safety. Human error typically occurs as a result of poor interactions among operators, machines, and environment, and it is often influenced by group dynamics and organizational factors. This presentation introduces 1) what human error is, 2) the relationship between human error and aviation safety viewed from individual, group, and organizational perspectives, and 3) solutions to reduce human error.TRANSCRIPT
An Integrated Framework for gUnderstanding the Relationship B t H E dBetween Human Error and
Aviation Safety (理解人为差错与航空安全关系的整合框架)
Dr. Xidong Xu (徐锡东博士)©2011 ASQ & Presentation XuPresented live on Sep 14th, 2011
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An Integrated Framework for Understanding the Relationship between Human Error and Aviation SafetyRelationship between Human Error and Aviation Safety(理解人为差错与航空安全关系的整合框架)
ASQ Reliability Chinese WebinarSeptember 13, 2011
Xidong Xu, Ph.D. (徐锡东博士)
Boeing Research & Technology (波音研究与技术)
Ad anced Air Traffic Management (先进空中交通管理)
1BOEING is a trademark of Boeing Management Company.Copyright © 2011 Boeing. All rights reserved.
Advanced Air Traffic Management (先进空中交通管理)
Disclaimer(免责声明)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
Any opinions, findings, conclusions, and recommendations y p , g , ,expressed here are those of the author and do not necessarily reflect the views of The Boeing Company.
2Copyright © 2011 Boeing. All rights reserved.
Outline of Presentation(讲座提纲)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Human error is a major contributing factor in aviationHuman error is a major contributing factor in aviation accidents
• Human error viewed from individual perspective
• Human error viewed from group perspectiveg p p p
• Human error viewed from organization/system• Human error viewed from organization/system perspective
• Integration of three perspectives
3Copyright © 2011 Boeing. All rights reserved.
What is Human Error? (人为差错是什么?)
Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
GAPGAP
I meant to do this…
…but I ended up d i thidoing this
• Did not intend it
• Did not do something according to some specified
Error is inevitable result of natural limitations of h f set of rules or by some
external observerhuman performance
4Copyright © 2011 Boeing. All rights reserved.
• Did it but not correctly
Human Error Outpaces Machine Error as Leading Cause of Accidents (人为因素作为事故的主要导致因素)
Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management100%100%
~80% of accidents
人为因素作为事故的 要导致因素)
90%90%
80%80%
are now due to human
error80%80%
70%70%
60%60%
50%50%
~20% of accidents are now
due to machine 50%50%
40%40%
causes
30%30%
20%20%20%20%
10%10%
5Copyright © 2011 Boeing. All rights reserved.
0%0%19031903 TodayTodayTIMETIME
Must Continuously Improve Safety to Keep the Number of Accidents in Decline (必须改进安全,减少事故的数量)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic ManagementAccidents in Decline (必须改进安全,减少事故的数量)
45
50
Airplanes in service 19,000
35,800
35
40 Hull loss accidentsper year
Business 2007 2027
25
30Hull loss accidents per million departure
per year as usual
15
20
departures
5
10Millions of departures
Our Goal
0
5
1960 1966 1972 1978 1984 1990 1996 2002 2008 2014 2020 2026
p
Accident Airplanes in Service and Departure data are estimated through 31
6Copyright © 2011 Boeing. All rights reserved.
Accident, Airplanes in Service and Departure data are estimated through 31, December 2007. Source: Boeing.
Accident Trend Implication: We Must Further Address Human Error to Improve Safety(事故趋势意味着:我们必须进一步解决人为差错以改进安全)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic ManagementImprove Safety(事故趋势意味着:我们必须进 步解决人为差错以改进安全)
Human error contributes to most incidents/accidents
We investigateWe investigate
We use what we learn and know about human error toknow about human error to
improve safety
7Copyright © 2011 Boeing. All rights reserved.
Individual Perspective(个人角度)
Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
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Group Perspective (小组角度)
Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
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Organization and System Perspective(组织和系统角度)
Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic ManagementEnvironment
TerrainWeather
EconomyAviation SystemAir TrafficAirport
Air Traffic Control
Regulatory AuthorityOrganization
• Regulations• Management• Management • Culture• Policies
10Copyright © 2011 Boeing. All rights reserved.
Human Error: Individual Perspective (人的差错:个人角度)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
Attention Wickens’ Human InformationResources
Wickens Human InformationProcessing Model(Wickens, 1992)
SShort Term Sensory Storage
Perception Decision and
Response
Response Execution ResponsesStimuli
Selection
WorkingMemory
Long-Term Memory
Feedback
11Copyright © 2011 Boeing. All rights reserved.
FeedbackAdapted with permission of Pearson Education from Fig. 1.3 in “Engineering psychology and human performance”, 1992 by C.D. Wickens. For use in this presentation only.
Wickens’ Human Information Processing: Errors can Occur Anywhere(威肯斯人类信息处理模型:任何环节都可能发生错误)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
y 威肯斯人类信 处 模 任何环节都可能发 错误
Att tiAttention Resources
Short Term Sensory St
Stimuli Perception Decision and
R
Response Execution ResponsesErrors can occur
h i thStorage Response Selection
anywhere in the process
WorkingMemory
p ocess
Long-Term Memory
Memory
12Copyright © 2011 Boeing. All rights reserved. Feedback
Memory
Factors that Contribute to Errors (造成错误的因素)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Lighting levels• Temperature and humidity
Environment• Temperature and humidity• Vibration and noise• Smoke or air quality• Physical access to the job
• Procedures• Automation• Physical access to the job Automation• Controls• Displays, etc.
ErrorPhysical and Physiological
Factors
Equipment and Job AidsFactors
• Size, reach, strength, , g• Illness, incapacitation, injury• Overall health and diet• Alertness circadian fatigue
Group and O i i l
• Other crew members• ManagementAlertness, circadian, fatigue
• Drug effects• Motivational influences: complacency,
confidence
Organizational Factors
• Management• Larger operational organization• High-level decision makers such as
the regulator
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confidence• Mental health influences – anxiety, stress,
etc…
the regulator
Error Prevention, Reduction, and Management: Environment(预防 减少和管理错误:环境)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic ManagementEnvironment(预防、减少和管理错误:环境)
• Environment Environmental Improvements and Mitigation
• Lighting• Temperature and humidity• Vibration and noise
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Error Prevention, Reduction, and Management: Equipment/Job Aids(预防 减少和管理错误:设备/辅助)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Environment Human Factors Design Principles (Wickens, G d B k Li & L 2003)
Equipment/Job Aids(预防、减少和管理错误:设备/辅助)
• Equipment and Job AidsGordon-Becker, Liu, & Lee, 2003)
• Make displays legibleA id b l t j d t li it• Avoid absolute judgment limits
• Top-down processing• Redundancy-gain• Discriminality• Principle of pictorial realism• Principle of the moving partp g p• Minimizing information access costs• Proximity compatibility principle• Principle of multiple resourcesPrinciple of multiple resources• Knowledge in the world• Principle of predicting aid
Principle of consistency• Principle of consistency
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Error Prevention, Reduction, and Management: Equipment/Job Aids(预防 减少和管理错误:设备/辅助)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Environment
Equipment/Job Aids(预防、减少和管理错误:设备/辅助)
• Equipment and Job Aids
“Redundancy-gain”—the same information is displayed more than once (Wickens, et al., 2003).
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Error Prevention, Reduction, and Management: Equipment/Job Aids(预防 减少和管理错误:设备/辅助)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Environment
Equipment/Job Aids(预防、减少和管理错误:设备/辅助)
• Equipment and Job Aids
Photo source: http://humansystems.arc.nasa.gov/groups/FDDRL/technologies/3dcdti.html
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“Principle of pictorial realism”—a display should look like what it represents (Wickens, et al., 2003).
Error Prevention, Reduction, and Management: Equipment/Job Aids(预防 减少和管理错误:设备/辅助)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Environment
Equipment/Job Aids(预防、减少和管理错误:设备/辅助)
• Equipment and Job Aids
“Knowledge in the world”—people should not be f
Photo source: https://www.faasafety.gov/gslac/alc/course_content.aspx?cID=49&sID=293&preview=true
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required to retain important information solely in memory (Wickens, et al., 2003).
Error Prevention, Reduction, and Management: Equipment/Job Aids(预防 减少和管理错误:设备/辅助)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Environment
Equipment/Job Aids(预防、减少和管理错误:设备/辅助)
• Equipment and Job Aids
Conflict!
“Principle of predicting aid”—a display should help predict future conditions (Wickens, et al., 2003).
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Error Prevention, Reduction, and Management: Equipment/Job Aids(预防 减少和管理错误:设备/辅助)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
Error Tolerant Systems• Environment
Equipment/Job Aids(预防、减少和管理错误:设备/辅助)
• Errors will be inevitable (and error is often necessary for learning to occur)
• Equipment and Job Aids
• Therefore, an error-tolerant system would allow the user to recover from an error
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Error Prevention, Reduction, and Management: Equipment/Job Aids(预防 减少和管理错误:设备/辅助)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
Human-Centered Automation (Parasuraman, Sh id & Wi k 2000)
• Environment
Equipment/Job Aids(预防、减少和管理错误:设备/辅助)
Sheridan, & Wickens, 2000)• Benefits of automation
• More accurate and more efficient than • Equipment and Job Aids
manual operations• Reduced operator workload under routine
conditions• Costs of automation
• Increased operator workload under non-routine or abnormal conditionsroutine or abnormal conditions
• Poor situation awareness and degraded manual skills
G f f• Guidelines for design of human-centered automation• If automation does a job better than the
human, automate it; if the human does it better, let the human do it
• What automation does should be
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transparent to the human operator• Human operator should have final authority
Error Prevention, Reduction, and Management: Physical and Physiological Factors(预防 减少和管理错误 身体和生理因素)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic ManagementPhysiological Factors(预防、减少和管理错误:身体和生理因素)
• Environment Personnel Selection—Select personnel who:
• Equipment and Job Aids
• Physical and Physiological
• Are motivated, and physically and mentally fit for the job
• Physical and Physiological Factors
• Have good information processing capabilities
• Can perform well under stress
Stress Management
• Recognize stress, identify stressors, and mitigate stressorsE i t l l ti• Environmental solutions
• Design solutions• Trainingg• Improve interpersonal relationship
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Human Error: Group Perspective (人的差错:小组角度)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
Groups can safeguard against errors made by i di id l b t i t d f th i tindividuals but can introduce errors of their own type
Captains have not heeded warnings of
Crew members possess information
Crew performance breaks down
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heeded warnings of crew members.
possess information but do not share it.
breaks down.
Flight Crew Performance Model (Helmreich & Foushee, 1993) (飞行机组表现模型)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management1993) (飞行机组表现模型)
Group outcomes are influenced by input factors and process factorsThe diagram below is adapted with permission of Dr. Robert L. Helmreich from Fig. 1.2 in “Why crew resource management? Empirical and theoretical bases of human factors training in aviation,” 1993 by R. L. Helmreich,
Mission and Crew Performance
Mission and Crew Performance
& H. C. Foushee. In E. L. Wiener & B. G. Kanki, R. L. Helmreich (Eds.), Cockpit resource management (pp. 3-45), New York: Academic Press. For use in this presentation only.
Performance Outcomes
Performance Outcomes
• Safety
Crew Performance
Crew and Mission ProcessCrew Process
F
• Safety• EfficiencyCrew
PerformancePerformance Input Factors
Mission Process FactorsFactorsPerformance
Input Factors
• Attitudes
Individual and
• Crew formation and Management
• Aircraft Flight Control
• Individual Aptitudes• Physical Condition• Crew Composition Individual and
• Attitudes• Morale
Individual and Organizational
Outcomes
• Aircraft Flight Control• Communications Skills• Decision Processes
• Crew Composition• Organizational Factors• Cultures
Individual and Organizational
Outcomes
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• Situational Awareness• Operating Procedures
• Regulatory Environment• Operating Environment
Crew Resource Management (CRM) is a Major Solution for Group (ICAO 2005)(机组资源管理是小组的主要解决方案)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic ManagementGroup (ICAO, 2005)(机组资源管理是小组的主要解决方案)
• CRM is defined as using all resources available to crew (e.g., equipment, g ( g q pprocedures, and people) to manage human error.
• CRM training are required by airlines in 185 countries and by International• CRM training are required by airlines in 185 countries and by International Civil Aviation Organization (ICAO), which is a regulatory component of the United Nations.
• Roots can be traced to a NASA-sponsored workshop in 1979, called Resource Management on the Flight Deck which identified failures ofResource Management on the Flight Deck, which identified failures of interpersonal communications, decision making, and leadership as contributing factors in the majority of air crashes.
• CRM was also instigated by the 1978 DC-8 crash outside Portland, Oregon, where all the needed information was available but not shared or usedwhere all the needed information was available, but not shared or used among the crew members to prevent the accident.
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CRM Goals (ICAO, 2005)(机组资源管理的目标)
Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Enhance the crew performance in p
• Coordination
• Communication skills
• Situational awareness
• Decision making
• Leadership
• Among others create an environment of trust and support where crew• Among others, create an environment of trust and support, where crew members (including cabin crew members) are confident to pass on concerns to each other without fear of intimidation.
• Support crew responses to threats and errors.
• Contribute to the prevention of incidents and accidents.
26Copyright © 2011 Boeing. All rights reserved.
Human Error: Organization and System Perspective(人为错误:
组织和系统角度)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic ManagementEnvironment组织和系统角度)
TerrainWeather
EconomyAviation SystemAir TrafficAirport
Air Traffic Control
Regulatory AuthorityOrganization
• Regulations• Management• Management • Culture• Policies
27Copyright © 2011 Boeing. All rights reserved.
Reason’s Swiss Cheese Model (Reason, 1990)(里森的瑞士奶酪模型 )Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management酪模型 )
Hazard
Standards
Hazard
Defenses in Depth
Design & Manufacturing
StandardsProcedures
Decision-
Defenses in Depth
makersManagers
F t liFront-line Personnel
Accident
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Adapted from Figure 3.1 in FAA (2008, p. 15)
Organization/System Error Prevention, Reduction, and Management (ICAO 1993)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management(ICAO, 1993)(组织/ 系统错误的预防、减少和管理)
• Enhance organizational safety Elements of a good safety culture:g yculture
• Informed Culture• Reporting Culture• Learning Culture• Just Culture• Flexible Culture
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Organization/System Error Prevention, Reduction, and Management (ICAO 1993)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management(ICAO, 1993)(组织/ 系统错误的预防、减少和管理)
• Enhance organizational safety Decision-makers should consider the f ll i h d fi i th t t f
g yculture
• Improve structure of
following when defining the structure of organizations:
• Complexityorganizations • Complexity• Standardization• Formal decision-making process
Adaptability to the environment• Adaptability to the environment
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Organization/System Error Prevention, Reduction, and Management (ICAO 1993)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management(ICAO, 1993)(组织/ 系统错误的预防、减少和管理)
• Enhance organizational safety Organizations in socio-technical systems t ll t t d ti d
g yculture
• Improve structure of
must allocate resources to production and safety in a balanced way.
organizations
• Improve allocation of resources
31Copyright © 2011 Boeing. All rights reserved.
Organization/System Error Prevention, Reduction, and Management (ICAO 1993)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management(ICAO, 1993)(组织/ 系统错误的预防、减少和管理)
• Enhance organizational safety • Focus on flight operations, maintenance, and ramp safety and so ong y
culture
• Improve structure of
and ramp safety, and so on.
• Administer safety programs by independent company safety officer who reports to hi h t l l f t torganizations
• Improve allocation of resources
highest level of corporate management.
• Improve safety programs
32Copyright © 2011 Boeing. All rights reserved.
Organization/System Error Prevention, Reduction, and Management (ICAO 1993)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management(ICAO, 1993)(组织/ 系统错误的预防、减少和管理)
• Enhance organizational safety Procedures that are standard, logical, and efficient are error-resistant and thusg y
culture
• Improve structure of
efficient are error-resistant and thus contribute to safety.
organizations
• Improve allocation of resources
• Improve safety programs
• Improve standard operating p p gprocedures
33Copyright © 2011 Boeing. All rights reserved.
Organization/System Error Prevention, Reduction, and Management (ICAO 1993)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management(ICAO, 1993)(组织/ 系统错误的预防、减少和管理)
• Enhance organizational safety • Feedback from accidents and incidents tog yculture
• Improve structure of
Feedback from accidents and incidents to decision makers.
• Feedback from unsafe acts to decision organizations
• Improve allocation of resources
makers.
• Feedback from line management deficiencies to decision makers
• Improve safety programs
• Improve standard operating
deficiencies to decision makers.
p p gprocedures
• Improve feedback and trend monitoring systems
34Copyright © 2011 Boeing. All rights reserved.
Organization/System Error Prevention, Reduction, and Management (ICAO 2009)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• Enhance organizational safety An SMS is “a systematic approach to
(ICAO, 2009)(组织/ 系统错误的预防、减少和管理)
g yculture
• Improve structure of
An SMS is a systematic approach to managing safety, including the necessary organizational structures, accountabilities,
organizations
• Improve allocation of resources
policies and procedures” (ICAO, 2009, p. 6-9).
Human factors—and preventing, reducing,
• Improve safety programs
• Improve standard operating
and managing human error—are an integral part of SMS.
p p gprocedures
• Improve feedback and trend monitoring systems
• Currently, implement Safety Management System (SMS)Management System (SMS)
35Copyright © 2011 Boeing. All rights reserved.
Organization/System Error Prevention, Reduction, and Management (ICAO 2009)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management(ICAO, 2009)(组织/ 系统错误的预防、减少和管理)
• Enhance organizational safety Several ICAO Annexes to the Chicagog yculture
• Improve structure of
Several ICAO Annexes to the Chicago Convention have required Safety Management System (SMS) implementation in:
organizations
• Improve allocation of resources
• Air navigation services providers• Certified airport operators• Aircraft operators
• Improve safety programs
• Improve standard operating
• Approved maintenance organizations• Certain other organizations
p p gprocedures
• Improve feedback and trend monitoring systems
• Currently, implement Safety Management System (SMS)Management System (SMS)
36Copyright © 2011 Boeing. All rights reserved.
Organization/System Error Prevention, Reduction, and Management (ICAO 2009)(组织/ 系统错误的预防 减少和管理)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management(ICAO, 2009)(组织/ 系统错误的预防、减少和管理)
• Enhance organizational safety SMS Componentsg yculture
• Improve structure of
SMS Components
• Safety policy and objectives• Safety risk management
organizations
• Improve allocation of resources
• Safety assurance• Safety promotion
SMS Characteristics• Improve safety programs
• Improve standard operating
SMS Characteristics
• Corporate management ownership• A risk-based approachp p g
procedures
• Improve feedback and trend
A risk based approach• Integrated into the business system
monitoring systems
• Currently, implement Safety Management System (SMS)Management System (SMS)
37Copyright © 2011 Boeing. All rights reserved.
Integration of Three Perspectives and Conclusion(综合三种角度及
结论)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management结论)
• Human error contributes to the majority of aviation accidents.j y
• We must further address human error to improve safety.
• We started to examine human error using a human information processing model.
• Many factors influence human error:
H t i ll lt f i t ti t• Human error typically occurs as a result of poor interactions among operators, machines/equipment, and environment.
• Human error is often influenced by group and organizational factors and dynamics.
• The relationship between human error and aviation safety can be viewed from different perspectives:
• Individual• Group• Organization and System
38Copyright © 2011 Boeing. All rights reserved.
• Organization and System
Integration of Three Perspectives and Conclusion(综合三种角度及
结论)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic ManagementEnvironment结论)
TerrainWeather
EconomyAviation SystemAir TrafficAirport
Air Traffic Control
Regulatory AuthorityOrganization
• Regulations• Management• Management • Culture• Policies
39Copyright © 2011 Boeing. All rights reserved.
Integration of Three Perspectives and Conclusion(综合三种角度及
结论)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management结论)
A network of interactions and influences among individualsA network of interactions and influences among individualsinfluences among individuals,
groups, organizations, equipment, and environment
influences among individuals, groups, organizations, equipment,
and environmentmeans
humans perform in a large complex system with many pulling
meanshuman error prevention, reduction, and management must occur by p y y p ginfluences and is not the result of
any one action in isolation.
g yintegrating solutions across
individual, group, and organizational levelsorganizational levels.
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Integration of Three Perspectives and Conclusion(综合三种角度及
结论)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management结论)
Strategies to prevent , reduce, and manage error:g p , , g
• Personnel selectionPersonnel selection
• Training including Crew Resource Management (CRM)
• Environment improvement• Environment improvement
• Human-machine interface design improvement
• Organizational measures including Safety Management System (SMS)• Organizational measures including Safety Management System (SMS)
41Copyright © 2011 Boeing. All rights reserved.
Integration of Three Perspectives and Conclusion(综合三种角度及
结论)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management结论)
Studying preventing reducing and managing human errorStudying, preventing, reducing, and managing human error is an effort among many people working together
Air Traffic ControllersPilots
Dispatchers
Regulators Flight Attendants
D i
g
ManagersDesigners
S i ti t
Managers
E i ScientistsEngineers
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Mechanics Accident Investigators
References(参考资料)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• FAA (Federal Aviation Administration). (2008). Air traffic organization safety management system l ( i 2 1) W hi t DC FAAmanual (version 2.1). Washington, DC: FAA.
• Helmreich, R. L. & Foushee H. C. (1993). Why crew resource management? Empirical and theoretical bases of human factors training in aviation. In E. L. Wiener & B. G. Kanki, R. L. Helmreich (Eds.), Cockpit resource management (pp. 3-45). New York: Academic Press.
• ICAO (International Civil Aviation Organization). (1993). Human factors digest No. 10: Human factors, management and organization (Circular 247-AN/148). Montreal: ICAO.
• ICAO. (2005). Human factors training manual (Doc 9863-AN/950). Montreal: ICAO.
• ICAO (2009) Safety management manual (Doc 9859) (2nd ed ) Montreal: ICAOICAO. (2009). Safety management manual (Doc 9859) (2nd ed.). Montreal: ICAO.
• Parasuraman, R., Sheridan, T. B., & Wickens, C. D. (2000). A Model for types and levels of human interaction with automation. IEEE Transactions on Systems, Man, and Cybernetics—Part A: Systems and Humans 30(3) 286 297and Humans, 30(3), 286-297.
• Reason, J. (1990). Human error. Cambridge, UK: Cambridge University Press.
Wi k C D (1992) E i i h l d h f (2 d d ) N Y k• Wickens, C. D. (1992). Engineering psychology and human performance (2nd ed.). New York: HarperCollins Publishers Inc.
• Wickens, C. D., Gorden-Becker, S. E., Liu, Y., & Lee, J. D. (2003). Introduction to human factors
43Copyright © 2011 Boeing. All rights reserved.
engineering (2nd ed.). Upper Saddle River, NJ: Prentice Hall.
Acknowledgment(致谢)Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
• This presentation used or benefitted from someThis presentation used, or benefitted from, some materials from the following Boeing colleagues:
Mr. Robert E. Johnson, Dr. Randall J. Mumaw, and Dr. William L RankinWilliam L. Rankin.
44Copyright © 2011 Boeing. All rights reserved.
Engineering, Operations & Technology | Boeing Research & Technology Advanced Air Traffic Management
Thank you!(谢谢!)Thank you!(谢谢!)Questions?(有问题吗?)有问题吗
45Copyright © 2011 Boeing. All rights reserved.
46Copyright © 2011 Boeing. All rights reserved.