activity
20182022
most citedOn the Convergence of mSGD and AdaGrad for Stochastic Optimization

2 citations · 2 across the 2 of their papers we have counts for

collaborators

11 papers

cs.LG20222 cited

On the Convergence of mSGD and AdaGrad for Stochastic Optimization

Ruinan Jin, Yu Xing, Xingkang He

As one of the most fundamental stochastic optimization algorithms, stochastic gradient descent (SGD) has been intensively developed and extensively applied in machine learning in t…

cs.RO2021

Navigating A Mobile Robot Using Switching Distributed Sensor Networks

Xingkang He, Ehsan Hashemi, Karl H. Johansson

This paper proposes a method to navigate a mobile robot by estimating its state over a number of distributed sensor networks (DSNs) such that it can successively accomplish a seque…

eess.SY2021

Event-Triggered Distributed Estimation With Decaying Communication Rate

Xingkang He, Yu Xing, Junfeng Wu +1

We study distributed estimation of a high-dimensional static parameter vector through a group of sensors whose communication network is modeled by a fixed directed graph. Different…

eess.SY2020

Power Injection Attacks in Smart Distribution Grids with Photovoltaics

Martin Lindström, Hampei Sasahara, Xingkang He +2

In order to protect smart distribution grids from intrusions, it is important to understand possible risks and impacts of attacks. We study the worst-case attack strategy of a powe…

eess.SY2020

Distributed control under compromised measurements:Resilient estimation, attack detection, and vehicle platooning

Xingkang He, Ehsan Hashemi, Karl H. Johansson

We study how to design a secure observer-based distributed controller such that a group of vehicles can achieve accurate state estimates and formation control even if the measureme…

eess.SY2020

Secure Platooning of Autonomous Vehicles Under Attacked GPS Data

Xingkang He, Ehsan Hashemi, Karl H. Johansson

In this paper, we study how to secure the platooning of autonomous vehicles when an unknown vehicle is under attack and bounded system uncertainties exist. For the attacked vehicle…