Research Topics in High Performance and Quantum Computing
- [University of California at Berkeley]
1. High Performance Computing, Technology, and Applications
-- Supercomputing
- Commodity cluster supercomputing
- Super computing capability for big data modeling
- HPC and Big Data application studies on large-scale clusters
- New applications for converged HPC/big data clusters
- Big data processing in parallel and distributed computing
- Novel algorithms on clusters and performance evaluation tools
- Application-level libraries on clusters
- Effective use of clusters in novel applications
- Node and system architecture for HPC and Big Data clusters
- Architecture for converged HPC/Big Data clusters
- Energy-efficient cluster architectures
- Accelerators/ManyCore and heterogeneous clusters
- Interconnect/memory architectures
- Single system/distributed image clusters
- Accelerators/ManyCore and heterogeneous clusters
- Cluster system software/operating systems
- Fault-tolerant computing
- Programming models for converged HPC/Big Data systems
- System software supporting the convergence of HPC and Big Data processing
- Cloud-enabling cluster technologies and virtualization
- Cluster system-level protocols and APIs, middleware for Big Data management
- Cluster security, resource and job management, fault tolerance and high-availability
- Programming and software development environments on clusters
- Cluster architectures for Big Data storage and processing
- Cluster-based cloud architectures for Big Data
- Storage systems supporting the convergence of HPC and Big Data processing
- Big data visualization tools
- Programming models for big data processing
- Big data application studies on cluster architectures
2. Quantum Computing, Technology and Communiactions
- Quantum Computing
- Quantum cryptography
- Quantum error-correcting codes
- Fault-tolerant quantum computation
- Quantum information theory
- Quantum communications and Internet
- Quantum cloud computing
- Quantum information processing
- Quantum entanglement distillation
- Quantum simulations and computing
- Quantum communication networks
- Quantum Technology for 5G/6G
- Quantum-based secure communication schemes
- Quantum authentication protocols
- Quantum blockchain
- Quantum technology for big data analytics
- Quantum technology for secure IoT applications
- Quantum machine learning for secure communications
- Quantum image processing and enhancements (image encoding, edge detection, image segmentation, etc.)
- Development of classical software for simulating and testing quantum communication techniques
- Novel AI and quantum-based architectures, frameworks, and testbeds for 6G
- Intelligent spectrum management in 5G/6G using quantum technology
- Breakthrough technologies and concepts
- Reconfigurable antennas and devices for the next generation
- Innovative AI, quantum technology and 6G-enabled user applications
- AI and quantum applications for the physical layer of wireless communications
3. Quantum Inforamtion Science
- Quantum
- Quantum mechanics
- Quantum physics
- Quantum chemistry
- Quantum computational chemistry
- Quantum biology
- Quantum field theory
- Quantum theory
- Quantum system
- Isolated quantum system
- Quantum effects
- Quantum resource
- Quantum state
- Wave function
- Linear algebra
- Quantum information
- Quantum bit — qubit
- Stationary, flying, and shuttling qubits
- Measurement / observation
- Observable
- Quantum phenomena
- Macroscopic quantum phenomena
4. Quantum Artificial Intelligence
- Artificial intelligence and quantum physics
- Quantum machine learning
- Quantum-inspired soft computing
- Hybrid classical-quantum neural network models
- Qubit- and qutrit-based quantum-inspired neural network models
- Quantum optimization
- Hybrid classical-quantum algorithms
- Variational quantum algorithms
- Quantum metaheuristics
[More to come ...]
