AI & ML
A Framework for Guaranteed Active Fault Diagnosis with Applications to Aircraft Systems
arXiv cs.SY0 views
arXiv:2611.07320v1 Announce Type: new Abstract: Within the multiple-model framework, active fault diagnosis applies auxiliary control input signals to ex?cite the system such that fault modes are distinguishable. For aircraft systems, it has been pointed out by some rele?vant works that certain faults cannot be effectively detected and isolated in time without actively exciting the aircraft dynamics. However, existing works have not simultane?ously addressed the optimal auxiliary control design with theoretical guarantees and the FDI method with an effective mechanism for triggering the active fault diagnosis. Hence, we are motivated to propose a framework of active FDI for aircraft systems to explicitly address the aforementioned issue. Specifically, we first formulate a receding-horizon FDI scheme for estimating the likelihood of candidate fault modes with proved effectiveness, and then we propose a method for estimating mode probabilities, based on which a mechanism is designed for triggering auxiliary control for active fault diagnosis. The auxiliary control signal design is formulated such that the effectiveness for FDI is theoret?ically guaranteed and the disruption to nominal flight oper?ation is minimized. Numerical test results are presented to demonstrate the effectiveness of the proposed framework.
Source:https://arxiv.org/abs/2611.07320PreviousState-Feedback Passivity Control for Synchronous Machine SystemsNextDistributed Robust Model Predictive Control for Optimal Consensus of Unknown Multiagent Systems with Event-Triggered Communication
Related posts

Supercharge Your GPUs: Managing AI Clusters with Slurm
0dev.to AI
From Prompt to Blueprint: My Workflow with an AI Floor Planner and an Image-to-DWG Converter
0dev.to AI
Building AI in India: My Journey with GodEngine.ai and AskShiva.ai
0dev.to AI
AI agents are your new customers. I built a checker to see which stores they can actually read
0dev.to AI
VibeVoice: Turn an Hour of Audio Into a Full Transcript in One Go
0dev.to AI
I built an app with ChatGPT or Claude. How do I put it online, with a database and logins?
0dev.to WebDev