48 citations · 88 across the 7 of their papers we have counts for
7 papers
Real Entropy Can Also Predict Daily Voice Traffic for Wireless Network Users
Sihai Zhang, Junyao Guo, Tian Lan +2
Voice traffic prediction is significant for network deployment optimization thus to improve the network efficiency. The real entropy based theorectical bound and corresponding pred…
On-Device Machine Learning: An Algorithms and Learning Theory Perspective
Sauptik Dhar, Junyao Guo, Jiayi Liu +3
The predominant paradigm for using machine learning models on a device is to train a model in the cloud and perform inference using the trained model on the device. However, with i…
Is it Safe to Drive? An Overview of Factors, Challenges, and Datasets for Driveability Assessment in Autonomous Driving
Junyao Guo, Unmesh Kurup, Mohak Shah
With recent advances in learning algorithms and hardware development, autonomous cars have shown promise when operating in structured environments under good driving conditions. Ho…
Impact of Communication Delay on Asynchronous Distributed Optimal Power Flow Using ADMM
Junyao Guo, Gabriela Hug, Ozan Tonguz
Distributed optimization has attracted lots of attention in the operation of power systems in recent years, where a large area is decomposed into smaller control regions each solvi…
Asynchronous ADMM for Distributed Non-Convex Optimization in Power Systems
Junyao Guo, Gabriela Hug, Ozan Tonguz
Large scale, non-convex optimization problems arising in many complex networks such as the power system call for efficient and scalable distributed optimization algorithms. Existin…
Impact of Power System Partitioning on the Efficiency of Distributed Multi-Step Optimization
Junyao Guo, Gabriela Hug, Ozan Tonguz
Recent studies have shown that multi-step optimization based on Model Predictive Control (MPC) can effectively coordinate the increasing number of distributed renewable energy and…