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CREDIT Center / Research

 

 

Recent Research Progress (1-1)
Research Thrust 1

  • Data collection server implementation

  • Stream cloud computing platform setup

  • Spark internal delta structure RDD extension

  • Design, implement and parallelize stream data analytics algorithms

  • Explore streaming data real-time scheduling strategies and conduct accelerator-based optimization

 

Recent Research Progress (1-2)

  • Convergence of big data analytics and computationally-intensive computing

  • Military Big data analytics platform on top of Hadoop + Spark + cloud

 

Recent Research Progress (2-1)
Research Thrust 2

  • Optimized channel/resource allocation

  • λ-augmented tree enhanced CRSN

  • Scalable data collection with compressive sampling

  • Studying the availability of wireless links for reliable communication subject to jamming and other forms of intelligent attacks

  • IoT fingerprinting and intrusion detection

  • MEC based hierarchical data collection and computing tasks offloading

 

Recent Research Progress (3-1)
Research Thrust  3

  • High-dimensional data analysis

  • Handle missing data

  • Hard/Soft data mining using Dempster-Shafer theory (CCT) to address uncertainty

  • Novel transfer learning framework

 

 

Recent Research Progress (4)
Research Thrust  4

  • New algorithms design for streaming data visualization

  • Interactive 3D Visualization for Cloud-based Big Data Applications

  • Hybrid Autonomous Sensing System

 

Research Awards