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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 Communications

  • Quantum computing
  • Hybrid quantum computing
  • Quantum supremacy, quantum primacy or quantum advantage
  • Programmable quantum processors
  • Quantum processors
  • Quantum security technologies
  • Quantum cryptography
  • Quantum error-correcting codes
  • Fault-tolerant quantum computation
  • Quantum information theory
  • Quantum communications and Internet
  • Quantum cloud computing
  • Programmable quantum processors
  • 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
  • Space-based quantum computing


3. Quantum Information 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
  • Logical 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 ...] 




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