AI & ML
Data-driven current control of modular multilevel converter-based HVDC transmission system
arXiv cs.SY0 views
arXiv:2611.07734v1 Announce Type: new Abstract: Model-based design (MBD) is a mature framework for designing the current controllers of modular multilevel converters (MMCs) in high-voltage direct current (HVDC) transmission systems. In MBD, linear state-space models are preferred for their good trade-off between accurate dynamics prediction and simplicity. However, first-principle derivations often neglect relevant MMC dynamics, which can hinder controller performance. Data-driven (DD) methods can deliver less biased models that capture parameter uncertainties, control-loop interactions, and grid dynamics, yet they remain under-exploited for controlling MMC currents. This paper studies DD current control method based on integral Subspace Predictive Control (iSPC), synthesized directly from input--output data measured in a high fidelity real-time digital simulator (RTDS), and proposes an initial guideline outlining the main steps for its systematic application to MMC current control. The proposed iSPC is compared against state-of-the-art DD solution, and the findings are validated through simulation studies in MATLAB/Simulink.
Source:https://arxiv.org/abs/2611.07734PreviousTowards Track Height Control in Additive Manufacturing on Porous Substrates: An Approach for System Identification and Controller SelectionNextGeneralized Frequency-Domain Stability Analysis Formulation for Multi-Terminal HVDC Systems
Related posts
After blocking Muse, Amazon now lets users text Alexa to help them shop
0TechCrunch
AI for scientific discovery: How researchers use Claude
0Hacker News
FAA Begins Retiring Decades Old Floppy Disks from Air Traffic Control
0Hacker News
WARN Act and Child Support — What Happens to Support Payments After a Layoff Notice
0dev.to Data
1,084 Mercado Libre Cards Told Me How Many Were Sold. Between Them They Used Ten Numbers
0dev.to Data
Three traps when an AI assistant reads insider trades from Form 4s
0dev.to Data