Backend
Iteratively Convex Frequency Data-Driven Synthesis of Structured MIMO Controllers
arXiv cs.SY0 views
arXiv:2610.19756v1 Announce Type: new Abstract: Frequency-response-function-based controller design enables synthesis directly from measured data, avoiding the need for accurate parametric plant models. This paper presents a generalized IQC-based approach for convex synthesis of structured MIMO feedback and feedforward controllers from frequency response function data. The framework supports flexible controller parametrizations, multiple performance objectives, and both singular-value and element-wise performance shaping of MIMO controllers within a unified frequency-domain formulation. To facilitate practical deployment, the synthesis approach is embedded within a bootstrapped controller design methodology that progressively increases controller flexibility while refining the performance specifications. The resulting approach is validated experimentally on the motion stage of an industrial wirebonder, where clear performance improvement is demonstrated through MIMO $\mathcal{H}_\infty$ synthesis, element-wise feedback shaping, and dynamic feedforward design. The results demonstrate that high-performance multivariable controllers can be synthesized directly from measured FRF data in a practical and systematic manner.
Source:https://arxiv.org/abs/2610.19756PreviousSeverity-Aware Minimum Security Sets for Accelerated Preventive SCOPF Using Machine LearningNextActuation-Aware Pinching-Antenna Placement Under Blockage and User Mobility
Related posts
I read all 308 open jobs at xAI: 54% are in its data center team, and most of them are in Memphis
0dev.to AI
Claude Code marketing analytics with an app-scoped key
0dev.to AI
I red-teamed my own support bot with 30 scenarios. It failed 7 — here's the harness.
0dev.to AI
The Log That Told Everyone the Password: Redacting Secrets in n8n Execution Logs
0dev.to WebDev
Your AI Portal Isn't Ready Until a Stranger Can Recover from Failure
0dev.to WebDev
API traffic monitoring: what to track, and how to set it up for a Node API
0dev.to Security