成果/Result
- Energy-Efficient Monitoring in Software Defined Wireless Sensor Networks Using Reinforcement Learning: A Prototype被引量：48收藏
- 作者：Huang, Ru Chu, Xiaoli Zhang, Jie Hu, Yu Hen
- 机构：E China Univ Sci & Technol;Univ Sheffield;Univ Wisconsin
- 来源：INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS 2015
- 关键词：Data transfer - Quality control - Energy utilization - Energy efficiency - Quality of service - Radio transmission - Application programs - Redundancy - Reinforcement learning
- Resilient Routing Mechanism for Wireless Sensor Networks With Deep Learning Link Reliability Prediction被引量：43收藏
- 作者：Huang, Ru Ma, Lei Zhai, Guangtao He, Jianhua Chu, Xiaoli Yan, Huaicheng
- 机构：East China Univ Sci & Technol;Shanghai Jiao Tong Univ;Univ Essex;Univ Sheffield
- 来源：IEEE ACCESS 2020
- 关键词：Routing Wireless sensor networks Prediction algorithms Complex networks Deep learning Reliability engineering Deep learning link prediction routing wireless sensor networks reliability
- Deep Graph Reinforcement Learning Based Intelligent Traffic Routing Control for Software-Defined Wireless Sensor Networks被引量：24收藏
- 作者：Huang, Ru Guan, Wenfan Zhai, Guangtao He, Jianhua Chu, Xiaoli
- 机构：East China Univ Sci & Technol;Shanghai Jiao Tong Univ;Univ Essex;Univ Sheffield
- 来源：APPLIED SCIENCES-BASEL 2022
- 关键词：software-defined wireless sensor network intelligent routing control deep reinforcement learning graph convolutional network
- T-GAN: A deep learning framework for prediction of temporal complex networks with adaptive graph convolution and attention mechanism被引量：16收藏
- 作者：Huang, Ru Ma, Lei He, Jianhua Chu, Xiaoli
- 机构：East China Univ Sci & Technol;Univ Essex;Univ Sheffield
- 来源：DISPLAYS 2021
- 关键词：Complex networks Temporal graph embedding Graph data mining Graph neural network
- Scale-free topology optimization for software-defined wireless sensor networks: A cyber-physical system被引量：9收藏
- 作者：Huang, Ru Chu, Xiaoli Zhang, Jie Hu, Yu Hen
- 机构：East China Univ Sci & Technol;Univ Sheffield;Univ Wisconsin
- 来源：INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS 2017
- 关键词：Software-defined wireless sensor network scale-free network topological optimization super-nodes cyber-physical systems
- BAND-2k: Banding Artifact Noticeable Database for Banding Detection and Quality Assessment被引量：8收藏
- 作者：Chen, Zijian Sun, Wei Jia, Jun Lu, Fangfang Zhang, Zicheng Liu, Jing Huang, Ru Min, Xiongkuo Zhai, Guangtao
- 机构：Shanghai Jiao Tong Univ;Shanghai Univ Elect Power;Tianjin Univ;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 2024
- 关键词：Image quality assessment banding artifact frequency maps database dual-branch
- Dynamic Heterogeneous User Generated Contents-Driven Relation Assessment via Graph Representation Learning被引量：6收藏
- 作者：Huang, Ru Chen, Zijian He, Jianhua Chu, Xiaoli
- 机构：East China Univ Sci & Technol;Univ Essex;Univ Sheffield
- 来源：SENSORS 2022
- 关键词：user-generated contents relation assessment community detection graph representation learning
- Study of Subjective and Objective Naturalness Assessment of AI-Generated Images被引量：6收藏
- 作者：Chen, Zijian Sun, Wei Wu, Haoning Zhang, Zicheng Jia, Jun Huang, Ru Min, Xiongkuo Zhai, Guangtao Zhang, Wenjun
- 机构：Shanghai Jiao Tong Univ;Nanyang Technol Univ NTU;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 2025
- 关键词：AI-generated images image naturalness assess-ment image quality assessment dataset dataset dataset
- Spatial-temporal correlation graph convolutional networks for traffic forecasting被引量：5收藏
- 作者：Huang, Ru Chen, Zijian Zhai, Guangtao He, Jianhua Chu, Xiaoli
- 机构：East China Univ Sci & Technol;Shanghai Jiao Tong Univ;Univ Essex;Univ Sheffield;East China Univ Sci & Technol
- 来源：IET INTELLIGENT TRANSPORT SYSTEMS 2023
- 关键词：management and control neural net architecture network topology traffic modeling
- A Graph Entropy Measure From Urelement to Higher-Order Graphlets for Network Analysis被引量：5收藏
- 作者：Huang, Ru Chen, Zijian Zhai, Guangtao He, Jianhua Chu, Xiaoli
- 机构：East China Univ Sci & Technol;Shanghai Jiao Tong Univ;Univ Essex;Univ Sheffield
- 来源：IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING 2023
- 关键词：Graph entropy graphlet estimation graph characterization higher-order graphlets induced subgraphs
- A Machine-learning-enabled Context-driven Control Mechanism for Software-defined Smart Home Networks被引量：4收藏
- 作者：Huang, Ru Chu, Xiaoli Zhang, Jie Hu, Yu Hen Yan, Huaicheng
- 机构：East China Univ Sci & Technol;Univ Sheffield;Univ Wisconsin
- 来源：SENSORS AND MATERIALS 2019
- 关键词：smart home control mechanism (SHCM) machine learning software-defined networks context
- Joint Luminance-Chrominance Learning for Image Debanding被引量：1收藏
- 作者：Chen, Zijian Sun, Wei Jia, Jun Huang, Ru Lu, Fangfang Chen, Ying Min, Xiongkuo Zhai, Guangtao Zhang, Wenjun
- 机构：Shanghai Jiao Tong Univ;East China Univ Sci & Technol;Shanghai Univ Elect Power;Alibaba Grp
- 来源：IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 2025
- 关键词：Image color analysis Image restoration Image coding Visualization Training Filters Distortion Quantization (signal) Quality of experience Feature extraction Image debanding false contour removal luminance chrominance image quality enhancement
- A Sparse Transformer-Enhanced Graph Convolutional Model for Robust Node Importance Ranking in Complex Networks被引量：1收藏
- 作者：Huang, Ru Zhou, Shuo Li, Pengfei Yang, Kun Chen, Zijian He, Jianhua Chu, Xiaoli Zhou, Zhengbing Zhai, Guangtao
- 机构：East China Univ Sci & Technol;Shanghai Jiao Tong Univ;Univ Essex;Univ Sheffield;Shanghai Jiao Tong Univ
- 来源：IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING 2026
- 关键词：Transformers Complex networks Accuracy Adaptation models Computational modeling Transfer learning Machine learning algorithms Computational efficiency Transportation Scalability Node importance ranking Sparse Transformer Graph neural networks
- Quality-aware pseudo-labeling with a SAM3 teacher for label-efficient wound segmentation under dataset shift被引量：0收藏
- 作者：Huang, Ru Ren, Tian Zhou, Zhengbing Bao, Qichen Chen, Zijian Liu, Jiannan Han, Jing He, Jianhua Chu, Xiaoli
- 机构：East China Univ Sci & Technol;Hangzhou Dianzi Univ;Shanghai Jiao Tong Univ Sch Med;Shanghai Jiao Tong Univ;Shanghai Jiao Tong Univ
- 来源：DISPLAYS 2027
- 关键词：Chronic wounds Wound segmentation Quality-aware pseudo-labeling Teacher-student learning Promptable segmentation Dataset shift
- An adaptive U-Net framework for dermatological lesion segmentation☆被引量：0收藏
- 作者：Huang, Ru Qian, Zhimin Zhou, Zhengbing Chen, Zijian Liu, Jiannan Han, Jing Zhou, Shuo He, Jianhua Chu, Xiaoli
- 机构：East China Univ Sci & Technol;Shanghai Jiao Tong Univ;Shanghai Jiao Tong Univ;Shanghai Jiao Tong Univ;Univ Essex
- 来源：DISPLAYS 2026
- 关键词：Medical image segmentation Skin lesion Mamba MultiScale attention Adaptive feature fusion
- Exploring network reliability by predicting link status based on simplex neural network被引量：0收藏
- 作者：Huang, Ru Feng, Moran Chen, Zijian He, Jianhua Chu, Xiaoli
- 机构：East China Univ Sci & Technol;Univ Essex;Univ Sheffield
- 来源：DISPLAYS 2023
- 关键词：Complex networks Simplicial neural networks Link prediction Deep learning Network analysis
