NEC Laboratories America

Complex System Modeling and Optimization | Projects

Complex System Modeling and Optimization

With ubiquitous sensing and networking capabilities, traditional complex physical systems have been undergoing revolutionary changes in their ICT capabilities. They are now equipped with a large number of sensors distributed across different parts of the system, which collect a tremendous amount of data from system operation.

Team Members: Haoyu Wang, Haifeng Chen

Keyword Tags: system modeling, system modelling and optimization

Complex System Modeling and Optimization Project

Publications

Application-specific, Dynamic Reservation of 5G Compute and Network Resources by using Reinforcement Learning

5G services and applications explicitly reserve compute and network resources in today’s complex and dynamic infrastructure of multi-tiered computing and cellular networking to ensure application-specific service quality metrics, and the infrastructure providers charge the 5G services for the resources

ROMA: Resource Orchestration for Microservices-based 5G Applications

With the growth of 5G, Internet of Things (IoT), edge computing and cloud computing technologies, the infrastructure (compute and network) available to emerging applications (AR/VR, autonomous driving, industry 4.0, etc.) has become quite complex. There are multiple tiers of computing (IoT devices, near