activity
20202023
most citedA Deep Reinforcement Learning Framework for Optimizing Congestion Control in Data Centers

4 citations · 9 across the 6 of their papers we have counts for

collaborators

6 papers

eess.SP2023

An Ensemble Learning Approach for Exercise Detection in Type 1 Diabetes Patients

Ke Ma, Hongkai Chen, Shan Lin

Type 1 diabetes is a serious disease in which individuals are unable to regulate their blood glucose levels, leading to various medical complications. Artificial pancreas (AP) syst…

cs.NI2023★ 4 cited

A Deep Reinforcement Learning Framework for Optimizing Congestion Control in Data Centers

Shiva Ketabi, Hongkai Chen, Haiwei Dong +1

Various congestion control protocols have been designed to achieve high performance in different network environments. Modern online learning solutions that delegate the congestion…

cs.NI2022★ 2 cited

CarFi: Rider Localization Using Wi-Fi CSI

Sirajum Munir, Hongkai Chen, Shiwei Fang +3

With the rise of hailing services, people are increasingly relying on shared mobility (e.g., Uber, Lyft) drivers to pick up for transportation. However, such drivers and riders hav…

eess.SY2022★ 1 cited

An STL-based Approach to Resilient Control for Cyber-Physical Systems

Hongkai Chen, Scott A. Smolka, Nicola Paoletti +1

We present ResilienC, a framework for resilient control of Cyber-Physical Systems subject to STL-based requirements. ResilienC utilizes a recently developed formalism for specifyin…

cs.LO2022★ 2 cited

An STL-based Formulation of Resilience in Cyber-Physical Systems

Hongkai Chen, Shan Lin, Scott A. Smolka +1

Resiliency is the ability to quickly recover from a violation and avoid future violations for as long as possible. Such a property is of fundamental importance for Cyber-Physical S…

cs.LG2020

MPC-guided Imitation Learning of Neural Network Policies for the Artificial Pancreas

Hongkai Chen, Nicola Paoletti, Scott A. Smolka +1

Even though model predictive control (MPC) is currently the main algorithm for insulin control in the artificial pancreas (AP), it usually requires complex online optimizations, wh…