Research

Research notes, projects, publications, and ideas from my work as an electrical engineer.

Research
Fault-Tolerant Current Limiting for LLC-Based Solid-State Transformers

Fault-Tolerant Current Limiting for LLC-Based S...

A control-embedded strategy limits DC fault current within microseconds and restores an LLC-based solid-state transformer without inrush current or added...

Research
Learning Explicit Magnetic Core-Loss Equations from Data

Learning Explicit Magnetic Core-Loss Equations ...

LSSI discovers a four-term, physics-aware core-loss equation with 1.04% MAPE and an R-squared score of 0.9999.

Research
Fully Automated Core-Loss Measurement for Sub-MHz Magnetics

Fully Automated Core-Loss Measurement for Sub-M...

A resonant measurement platform captures 1,320 core-loss data points in 20 seconds through switched capacitor sequences and onboard signal processing....

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Automatically Synthesizing MPC from Digital Twins

Automatically Synthesizing MPC from Digital Twins

A digital-twin-driven workflow turns a circuit netlist into an FPGA-ready predictive controller, cutting engineering time by 95.4%.

Research
Physics-Embedded Neural ODEs for Edge Digital Twins

Physics-Embedded Neural ODEs for Edge Digital T...

PENODE blends physical models with continuous-time residual learning for accurate, resource-efficient Sim-to-Real digital twins at the edge.

Research
A Neural Surrogate Solver for Power-Electronic Dynamics

A Neural Surrogate Solver for Power-Electronic ...

A neural surrogate solver replaces sequential numerical bottlenecks with FPGA-friendly inference, delivering 23× speedup and 60% resource savings.

Research
Cognitive Digital-Twin MPC for High-Frequency Converters

Cognitive Digital-Twin MPC for High-Frequency C...

A cognitive digital twin enables sensor-light model predictive control with three orders of magnitude higher estimation accuracy and one-cycle current...

Research
Reactive-Power Optimal Control for MMAB Converters

Reactive-Power Optimal Control for MMAB Converters

A high-frequency-link controller decouples active and reactive power, then minimizes circulating current online without relying on detailed converter parameters.

Research
Universal Phase-Shift Optimization for MMAB Converters

Universal Phase-Shift Optimization for MMAB Con...

A scalable universal phase-shift scheme coordinates all bridge legs to achieve full ZVS and minimize RMS current in an N-port...

Research
Common Phase-Shift Control for Efficient MMAB Converters

Common Phase-Shift Control for Efficient MMAB C...

Common phase-shift control adds one coordinated degree of freedom to reduce circulating current and converter loss while retaining the required...

Research
Mapping ZVS Operating Regions in Modular Multi-Active-Bridge Converters

Mapping ZVS Operating Regions in Modular Multi-...

A scalable analytical model reveals the complete and constrained zero-voltage-switching regions of an N-port MMAB converter under single-phase-shift control.