Search Results for author: Xiaoqiang Ren

Found 5 papers, 0 papers with code

Structured Deep Neural Networks-Based Backstepping Trajectory Tracking Control for Lagrangian Systems

no code implementations1 Mar 2024 Jiajun Qian, Liang Xu, Xiaoqiang Ren, Xiaofan Wang

In addition, improved control performance can be achieved by further optimizing neural network parameters.

Towards Efficient Dynamic Uplink Scheduling over Multiple Unknown Channels

no code implementations13 Dec 2022 Shuang Wu, Xiaoqiang Ren, Qing-Shan Jia, Karl Henrik Johansson, Ling Shi

To alleviate the challenge, we reformulate the problem as a variant of the restless multi-armed bandit (RMAB) problem and leverage Whittle's index theory to design an index-based scheduling policy algorithm.

Decision Making Scheduling

Network Learning in Quadratic Games from Fictitious Plays

no code implementations29 Sep 2021 Kemi Ding, Yijun Chen, Lei Wang, Xiaoqiang Ren, Guodong Shi

Next, in view of the inherent stability and sparsity constraints for the network interaction structure, we propose a stable and sparse system identification framework for learning the interaction graph from full player action observations.

Low-complexity Distributed Detection with One-bit Memory Under Neyman-Pearson Criterion

no code implementations22 Apr 2021 Guangyang Zeng, Xiaoqiang Ren, Junfeng Wu

We consider a multi-stage distributed detection scenario, where $n$ sensors and a fusion center (FC) are deployed to accomplish a binary hypothesis test.

Decision Making

How to Secure Distributed Filters Under Sensor Attacks

no code implementations11 Apr 2020 Xingkang He, Xiaoqiang Ren, Henrik Sandberg, Karl H. Johansson

The resilience of the secured filter with detection is verified by an explicit relationship between the upper bound of the estimation error and the number of detected attacked sensors.

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