In-Flight Aircraft Data Analysis for Real-Time Failure Prediction
Find Innovative SolutionsGenerate Solutions
Solution Overview
Problem
Current aircraft systems lack the capability to monitor and predict failures in real-time during flight, leading to potential dangers as system degradation or failure can occur without crew knowledge.
Innovation Solution
A vehicle data analysis system that dynamically collects and analyzes data from various aircraft systems during flight, generating reports to improve performance and providing corrective actions, while ensuring valid data rights and permissions are validated.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If data is collected and analyzed only after the aircraft lands, then data analysis can be performed with complete data sets, but real-time monitoring and failure prediction during flight is not possible
Solution Approach 1:
The system performs preliminary actions by collecting and validating data rights before flight, and by preparing analysis configurations in advance. During flight, the system continuously monitors data streams and performs real-time analysis, enabling failure prediction before actual failures occur, rather than waiting for post-flight analysis.
Solution Approach 2:
The system implements continuous feedback loops during flight by constantly collecting data from aircraft systems, analyzing the data in real-time, and providing feedback to the crew about system health status. This enables dynamic monitoring and immediate detection of degradation trends, allowing corrective actions to be taken before failures occur.
2Reliability
If real-time data collection and analysis is implemented during flight, then failure prediction capability is improved, but data rights validation and system complexity increase
Solution Approach 1:
Data rights validation is performed in advance before flight operations begin. The system pre-establishes which data sources can be accessed and by whom, storing these permissions for rapid retrieval during flight. This preliminary action reduces the complexity of real-time rights management while enabling comprehensive data collection.
Solution Approach 2:
The system implements self-service mechanisms where the data bus and communication interfaces automatically handle data rights validation based on pre-configured permissions. The system autonomously determines which data can be collected from which sources without requiring continuous manual authorization, reducing operational complexity during flight.
Data Source
AI summary
In one embodiment, a method is provided. The method comprises: validating data in a vehicle system database; identifying data to be collected from at least one vehicle system; validating sufficient data rights; if sufficient data rights are validated, collecting the identified data; identifying at least one analysis to be performed; performing the at least one analysis on the collected data; identifying at least one analysis report to be generated; and generating the at least one analysis report.