Automated Training Program Update System for Flight Safety
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Solution Overview
Problem
Existing training programs for flight crew are not adaptable to dynamic changes in regulatory documents, making it difficult to promptly update knowledge and skills, which is crucial for flight safety and efficiency.
Innovation Solution
A method that involves forming a database of regulatory documents, extracting meaningful fragments, assigning unique identification features, and generating training program directives, allowing for automated updates and replacements to ensure compliance with changing regulations, thereby reducing time and labor costs.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If training programs are manually updated to reflect changes in regulatory documents, then compliance with regulations is maintained, but time and labor costs increase significantly
Solution Approach 1:
The patent replaces manual mechanical updating processes with an automated computer-based system that uses natural language processing and machine learning algorithms to detect, extract, and integrate changes from regulatory documents into training programs automatically, eliminating the need for manual review and updating by trainers
Solution Approach 2:
The training program updating system performs self-service by automatically monitoring regulatory document changes, extracting relevant information, and integrating updates without requiring external manual intervention, thereby reducing labor costs and updating time while maintaining compliance
2Reliability
If training programs are updated frequently to incorporate new regulatory requirements, then flight safety is improved, but the complexity of managing training materials increases
Solution Approach 1:
The patent creates a universal automated system that handles multiple functions including regulatory document monitoring, change detection, information extraction, training program updating, and compliance verification, thereby simplifying material management despite frequent updates required for flight safety
Solution Approach 2:
The system introduces an intermediary automated processing layer between regulatory documents and training materials, using natural language processing and machine learning to mediate the conversion and integration process, which simplifies management complexity while enabling frequent safety-critical updates
3Loss of information
If comprehensive training programs are created to cover all regulatory requirements, then knowledge completeness is improved, but the time required to update programs when regulations change increases
Solution Approach 1:
The patent segments training programs into modular components linked to specific regulatory requirements, allowing the system to identify and update only the relevant segments when regulations change, thereby maintaining knowledge completeness while reducing overall update time
Solution Approach 2:
The system implements feedback mechanisms that continuously monitor regulatory documents for changes and automatically trigger updates to affected training program sections, ensuring knowledge completeness is maintained while minimizing manual review time through automated change detection and propagation
Data Source
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AI summary
The invention relates to the field of training and knowledge assessment and can be used in the training or refresher training of flight crew and support personnel in order to ensure flight safety. Proposed is a method for taking into account amendments to the contents of regulatory documents to ensure flight safety, which includes: extracting from regulatory documents fragments that have a complete meaning, and assigning each of said fragments a unique identification feature; generating individual directives of a training program, and indicating those directives that use fragments from regulatory documents; showing, for the directives that use fragments from regulatory documents, the identification features of the relevant fragments; and checking that a set of directives of an amended training program which contains directives that do not use features of replaced or deleted fragments that have not been replaced by new features complies with a usability criterion applicable to the training program. If the amended training program complies with said usability criterion, the amended program will continue to be used; if the amended training program does not comply with the usability criterion, use of the amended program is suspended until all of the directives of the training program have been brought into compliance with the usability criterion by replacement of the directives of the training program with input from an operator.