Search Results for author: Guoru Ding

Found 7 papers, 0 papers with code

Multi-Agent Probabilistic Ensembles with Trajectory Sampling for Connected Autonomous Vehicles

no code implementations21 Dec 2023 Ruoqi Wen, Jiahao Huang, Rongpeng Li, Guoru Ding, Zhifeng Zhao

In this study, we try to address the decision-making problem of multiple CAVs with limited communications and propose a decentralized Multi-Agent Probabilistic Ensembles with Trajectory Sampling algorithm MA-PETS.

Autonomous Vehicles Decision Making +2

AoI-based Temporal Attention Graph Neural Network for Popularity Prediction and Content Caching

no code implementations18 Aug 2022 Jianhang Zhu, Rongpeng Li, Guoru Ding, Chan Wang, Jianjun Wu, Zhifeng Zhao, Honggang Zhang

In this paper, to maximize the cache hit rate, we leverage an effective dynamic graph neural network (DGNN) to jointly learn the structural and temporal patterns embedded in the bipartite graph.

Abnormal Signal Recognition with Time-Frequency Spectrogram: A Deep Learning Approach

no code implementations30 May 2022 Tingyan Kuang, Huichao Chen, Lu Han, Rong He, Wei Wang, Guoru Ding

With the increasingly complex and changeable electromagnetic environment, wireless communication systems are facing jamming and abnormal signal injection, which significantly affects the normal operation of a communication system.

Image Classification

Edge Semantic Cognitive Intelligence for 6G Networks: Novel Theoretical Models, Enabling Framework, and Typical Applications

no code implementations24 May 2022 Peihao Dong, Qihui Wu, Xiaofei Zhang, Guoru Ding

Edge intelligence is anticipated to underlay the pathway to connected intelligence for 6G networks, but the organic confluence of edge computing and artificial intelligence still needs to be carefully treated.

Edge-computing

3D Spectrum Mapping Based on ROI-Driven UAV Deployment

no code implementations6 Aug 2020 Qihui Wu, Feng Shen, Zheng Wang, Guoru Ding

Given the explosive growth of Internet of Things (IoT) devices ranging from the two-dimensional (2D) ground to the three-dimensional (3D) space, it is a necessity to establish a 3D spectrum map to comprehensively present and effectively manage the 3D spatial spectrum resources in smart city infrastructures.

Deep Learning for Signal Demodulation in Physical Layer Wireless Communications: Prototype Platform, Open Dataset, and Analytics

no code implementations8 Mar 2019 Hongmei Wang, Zhenzhen Wu, Shuai Ma, Songtao Lu, Han Zhang, Guoru Ding, Shiyin Li

In this paper, we investigate deep learning (DL)-enabled signal demodulation methods and establish the first open dataset of real modulated signals for wireless communication systems.

Cognitive Internet of Things: A New Paradigm beyond Connection

no code implementations11 Mar 2014 Qihui Wu, Guoru Ding, Yuhua Xu, Shuo Feng, Zhiyong Du, Jinlong Wang, Keping Long

Current research on Internet of Things (IoT) mainly focuses on how to enable general objects to see, hear, and smell the physical world for themselves, and make them connected to share the observations.

Decision Making

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