Research

Advanced Design Frameworks using Machine Learning

• • Generic Algorithms, Cross-Entropy Method

  • Deep Reinforcement Learning

Design of Power Delivery Network  in High-Speed IC

• • Noise Reduction and Decoupling Optimization

  • Target Impedance and Voltage Regulation

High-Speed Interconnections and Channel Modeling

• • Interconnection Channel Characterization

  • PCB and Package Co-Design

Deep Learning-based Beamforming

• • AI-Driven Real-Time Beamforming

  • Hardware Impairment Compensation

Phased Array Signal Processing

• • Spatial Filtering and Steering Vector Control

  • Signal Processing using Neural Network

Beamforming Implementation using SDR

• • Massive MIMO and mmWave Optimization

  • Implementation using Software Defined Radio

Boundary Element Method

• Efficient Field Solver using Boundaries for Low Frequencies

Contour Integral Method

• Efficient Field Solver using Boundaries for High Frequencies

Partial Element Equivalent Circuit

• RLC Circuit-based Full-wave Method