Research Advanced Technologies for Circuit Simulation
Investigate cutting-edge approaches to enhance circuit simulation performance and accuracy, including but not limited to:

• Artificial Intelligence and Machine Learning (e.g., neural networks, reinforcement learning)
• High-Performance Computing (HPC) and GPU acceleration
• Cloud-based simulation platforms
• Parallel and distributed computing architectures
• Data-driven modeling and surrogate modeling techniques
• Emerging algorithms for numerical optimization and simulation acceleration

Prototype Innovative Architectures
Design and implement proof-of-concept prototypes to validate new ideas and demonstrate feasibility in real-world scenarios.