Human Error in Autonomous Underwater Vehicle Deployment: A System Dynamics Approach.
Tzu Yang Loh1, Mario P Brito2, Neil Bose3
1Australian Maritime College, University of Tasmania, Australia.
Summary
Autonomous underwater vehicles (AUVs) face high risks in Antarctic research. A new systems-based framework, incorporating human error, reduces AUV loss incidents by improving team experience and training.
Area of Science:
- Marine robotics
- Risk management
- Antarctic research
Background:
- Autonomous underwater vehicle (AUV) deployment for marine science, particularly in extreme Antarctic conditions, is increasing.
- Existing risk analyses often overlook complex human factors and interdependencies, focusing mainly on technical aspects and static cause-effect relationships.
- The high risk of AUV loss in Antarctic operations necessitates improved risk assessment methodologies.
Purpose of the Study:
- To propose and demonstrate a systems-based risk analysis framework for AUV operations.
- To address the limitations of traditional risk assessment by incorporating human error and complex interrelationships.
- To enhance the safety and sustainability of AUV deployments in challenging environments like the Antarctic.
Main Methods:
- Development of a systems-based risk analysis framework utilizing system dynamics methodology.
- Application of the framework to an actual AUV program for Antarctic deployment.
- Simulation and scenario analysis of the resultant risk model to evaluate human error rates and policy impacts.
Main Results:
- The simulation indicated a reduction in human error incident rates as the AUV team's experience increased.
- Scenario analysis provided policy recommendations for training, practice, recruitment, and risk tolerance.
- The framework proved effective in examining human error during Antarctic AUV deployments.
Conclusions:
- The proposed systems-based risk analysis framework offers a pragmatic approach to managing AUV operational risks.
- Implementing the framework can lead to better control and monitoring of risks, ensuring operational sustainability.
- Recommendations derived from the framework support improved safety protocols, particularly concerning human factors in AUV missions.
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