Advance Program Summary

20 December 2024 (Friday)
	728 at Building "Yangguang Daxue" (阳光大学728报告厅)
9:00-9:30	Opening Ceremony
9:30-10:15	Keynote Speech 1
10:15-10:30	Coffee Break
10:30-11:15	Keynote Speech 2
11:15-12:00	Keynote Speech 3
12:00-13:30	Conference Lunch
14:00-16:45	IUCC
16:45-17:00	Coffee Break
17:00-17:45	Keynote Speech 4
18:15-20:30	Conference Dinner
21 December 2024 (Saturday)
	Room 4-2	Room 5-2	Room 5-3
8:00-10:00	CIT	DSCI	AINET-1
10:00-10:15	Coffee Break
10:15-12:15	MVIC-1	SAGIINAT	AINET-2
12:15-14:00	Conference Lunch
14:00-16:00	MVIC-2	MLSys-1	BDRA-1
16:00-16:15	Coffee Break
16:15-18:15	MVIC-3	MLSys-2	BDRA-2
	22 December 2024 (Sunday)
Whole Day	Farewell and Leaving

Keynote 1: 9:30-10:15 20 December 2024 (Friday) 728 at Building "Yangguang Daxue"

Session Chair: Zhiwei Zhao, University of Electronic Science and Technology of China, China

Keynote Speech 1

From Digital-follow-up to Digital-Leadoff

Prof. Yunhao Liu

Tsinghua University, China

Abstract

We have passed the period of Digital-Follow-up, and now we are in Digital Twin, and trying to enter Digital-lead-off of Industrial Internet of Things. I will share lessons learned from our recent implementations of AIOT systems in oil refinery and glass factories in Middle East, United States, and China.

Biography

Yunhao Liu, ACM Fellow , IEEE Fellow, Professor at Tsinghua University. He also served as the Dean of School of Software in Tsinghua, and the MSU Foundation Professor and the Chairperson of Department of Computer Science and Engineering in Michigan State University. Yunhao received his B.S. degree in the Department of Automation at Tsinghua University, and an M.A. degree at Beijing Foreign Studies University, China. He received an M.S. and a Ph.D. degree in Computer Science and Engineering at Michigan State University, USA. Yunhao received Hong Kong ICT Best Innovation and Research Award Grand Prize 2007, China Ministry of Education First Class Natural Science Award 2010, Second Class National Natural Science Award 2011, ACM Presidential Award 2013, CCF Wang Xuan Award 2022, China Ministry of Education First Class Technological Invention Award 2022，as well as many best paper awards including ACM MobiCom 2014 best paper award, ACM SenSys 2021 Best Paper Award, and SIGCOMM 2021 Best Student Paper Award.

Keynote 2: 10:30-11:15 20 December 2024 (Friday) 728 at Building "Yangguang Daxue"

Session Chair: Zheyi Chen, Fuzhou University, China

Keynote Speech 2

XAForward: Accelerating Distributed Machine Learning Through Fast eXpress Data Path

Prof. Xingwei Wang

Northeastern University, China

Abstract

With the rapid development of Artificial Intelligence Generated Content (AIGC), traditional distributed machine learning within a single data center is increasingly inadequate to meet the growing demands for raw data and computational resources. To address this challenge, training across heterogeneous data centers has become a necessary option. However, differences in communication protocols and network structures in heterogeneous environments hinder traditional routing devices from effectively recognizing and processing data. Furthermore, excessive parsing of gradient data packets by intermediate routing devices significantly increases transmission delays. To tackle these challenges, we designed XAForward, aimed at enabling efficient computation and communication in heterogeneous data centers to achieve rapid model training convergence. Specifically, XAForward introduces a polymorphic-compatible protocol that reconstructs the headers of gradient data packets for data forwarding across different communication protocols in heterogeneous data centers. Additionally, to facilitate fast data forwarding and minimize data copying, we employ kernel bypass techniques based on eXpress Data Path (XDP) for packet processing and kernel-level data forwarding using index identifiers. Experimental results indicate that XAForward reduces communication duration by 35%-40% compared to traditional distributed machine learning forwarding architectures.

Biography

wang Prof. Xingwei Wang, Vice President of Northeastern University, Professor, Recipient of the National Outstanding Youth Science Fund, China State Council Government Special Allowance Recipients; Member of the National Engineering Professional Degree Graduate Education Guidance Committee; Fellow of China Computer Federation, Fellow of China Institute of Communications; Chairman of CCF Internet Special Committee; Director of Liaoning Key Laboratory of Intelligent Internet Theory and Application. His research areas include Internet, cloud computing and cyberspace security, etc. He has received 2 second prizes for national scientific and technological progress, 1 second prize of national teaching achievement and 8 first prizes at the provincial and ministerial levels.

Keynote 3: 11:15-12:00 20 December 2024 (Friday) 728 at Building "Yangguang Daxue"

Session Chair: Fei Hao, Shaanxi Normal University, China

Keynote Speech 3

Accurate and High-performance Simulation for Large-scale LLM Training

Prof. Dan Li

Tsinghua University, China

Abstract

Large-scale LLM training usually takes long time, so it is very important to optimize the settings of the LLM training infrastructure, which includes network topology, transport protocol, collective communication, parallelism strategy, etc. However, the design space of LLM training infrastructure is so large that, it is quite difficult to find the optimal setting before training an LLM model. Simulation is a low-cost way to validate the effectiveness of a specific setting for LLM training infrastructure. In this talk, we will present how to simulate large-scale LLM training with both high accuracy and high performance.

Biography

A person wearing glasses and a plaid shirt

Description automatically generated Prof. Dan Li is a full professor in the Department of Computer Science and Technology, Tsinghua University. His research interest includes data center network, AI computing network and trustworthy Internet architecture. He has published more than 100 technical papers in referred conferences and journals, including ACM SIGCOMM, USENIX NSDI, USENIX Security, ACM CCS, ISOC NDSS, IEEE/ACM Transactions on Networking, etc. He served as an associate editor for IEEE Transactions on Computers, IEEE Transactions on Wireless Communications and IEEE Transactions on Cloud Computing, a general co-chair for IEEE LANMAN 2015 and APNet 2018, a TPC co-chair for IEEE LANMAN 2014 and APNet 2025, as well as a TPC member for ACM SIGCOMM, IEEE ICNP, IEEE INFOCOM, etc. He is a fellow of IEEE.

Keynote 4: 17:00-17:45 20 December 2024 (Friday) 728 at Building "Yangguang Daxue"

Session Chair: Xing Chen, Fuzhou University, China

Keynote Speech 4

Research and Exploration of Key Technologies for Integrating Supercomputing and Intelligent Computing

Prof. Kenli Li

Hunan University, National Supercomputing Center in Changsha, China

Abstract

Supercomputing and artificial intelligence are significantly accelerating the process of scientific and technological innovation. Complex supercomputing applications are facing computational explosion and convergence problems, where intelligent computing methods such as deep learning are effective solutions. Large-scale intelligent computing applications such as smart cities require supercomputing to provide high-precision solutions. Integrated computing of supercomputing and intelligent computing has become an important trend. However, it still faces major challenges in terms of integrated computing models, highly scalable system architecture, and efficient parallel algorithms. This report will discuss the parallel processing architecture of the integration of supercomputing and intelligent computing, the computing service platform, and its practical applications.

Biography

Kenli Li is currently a Cheung Kong Professor of computer science and technology with Hunan University (HNU), the Vice-President of the HNU, and the Director in the National Supercomputing Center in Changsha. His research interests include parallel and distributed processing, high performance computing, and Big Data management. He has published over 350 research papers in international conferences/journals. He is a Fellow of the CCF. He is currently serving or has served as an Associate Editor for IEEE TC, IEEE TII, and IEEE TSC.

Part I: TECHNICAL SESSIONS OF IUCC-2024

20 December 2024 Friday

14:00-14:55 Session IUCC: Ubiquitous Communication and Computing (728 at Building "Yangguang Daxue")

Session Chair: Zhiwei Zhao, University of Electronic Science and Technology of China, China

VAE-based Fault Diagnosis for Microservice System

Shaokang Xu, Yanhua Liu

Dynamic Scheduling Algorithm for Beam Hopping Switching in Low Earth Orbit Constellations Aimed at Non-Uniform Traffic Demands

Yi Zhang, Jie Wang, Shuaijun Liu, Lei Tian, Yuanpeng Li

Bottleneck Link Identification and Capacity Optimization in Satellite Constellations: A Residual Network-Based Framework

Junzhi Li, Lixiang Liu, Fei Zong, Shuaijun Liu

Modulation Waveform Recognition Method Based on Feature Fusion

Hui Ha, Xue Li, Xiang Gao, Ying Li, Yuanhao Ma, Yanan Fan, Yi Yan

UAV-Assisted Relay Communication: A Multi-Agent Deep Reinforcement Learning Approach

Longqian Huang, Hongguang Sun, Yinjie Gao, Hongming Zhang, Shuqin Li

14:55-15:50 Session IUCC: Multidisciplinary Artificial Intelligence in Ubiquitous Systems (728 at Building "Yangguang Daxue")

Session Chair: Zhiwei Zhao, University of Electronic Science and Technology of China, China

Research on the Construction of Content Security Assessment Model Based on Machine Learning

Qiao Zhe, Hui Ouyang, Yadong Shang, Dongxiao Zhao, Shikun Kang

Artificial Intelligence Workloads Forecasting based on Correlation Multi-channels Fusion

Yao Lu, Haoming Zhang, Xiaoqin Yu, Jiayan Gu, Jie Cui, Hong Zhong, Lu Liu, John Panneerselvam

A Clinical Data Based Framework for Predicting Mortality and Length-of-Stay in Pneumonia Patients

Rui Gao, Robert C. Free, Ashiq Anjum, Xiang Sun, Gerrit Woltmann, Lu Liu

Point Cloud Completion Network Based on Dynamic Feature Selection

Yu Li, Zhenming Yu, Jiaguang Huang, Meini Lv, Jiawei Deng

Performance Difference Based Lazy Aggregation in Federated Learning Human Activity Recognition

Qiu Zhang, Yanhua Liu

15:50-16:45 Session IUCC: Ubiquitous System (728 at Building "Yangguang Daxue")

Session Chair: Zhiwei Zhao, University of Electronic Science and Technology of China, China

FedADP: Unified Model Aggregation for Federated Learning with Heterogeneous Client Architectures

Jiacheng Wang, Hongtao Lv, Lei Liu

Mar-DSL: A Domain-Specific Language for IoT Systems Implementation

Jiajun Chen, Jiyi Wu, Yuan Zuo, Luwei Fu, Zhiwei Zhao

Large Model Cognitive Radio: Software-Defined Radios and Advanced Language Models

J. de Curtò, I. de Zarzà

Data Optimisation of Machine Learning Models for Smart Irrigation in Urban Parks

Nasser Ghadiri, Bahman Javadi, Oliver Obst, Sebastian Pfautsch

Part II: TECHNICAL SESSIONS OF CIT-2024

21 December 2024 Saturday

8:00-9:00 Session CIT: Computer Science (I) (Meeting Room 4-2)

Session Chair: Xing Chen, Fuzhou University, China

COPS: A Coroutine-Based Priority Scheduling Framework Perceived by The Operating System

Fangliang Zhao, Donghai Liao, Jingbang Wu, Huimei Lu, Yong Xiang

Optimal Radio Labeling of Cartesian Product of Stars and Square Mesh Networks

Linlin Cui, Feng Li

Citation Classification Based on Formal Concept-Enhanced Graph Convolutional Network

Kai Wu, Xinyuan Zhu, Fei Hao, Xu Zhang, Haozhe Wang

Research on Interpretability of Malware Detection Models for Image-Based Analysis

Tingzhao Shen, Jiaqi Li, Lubin Wu, Yanhua Liu

FPDANet: A Multi-Section Classification Model for Intelligent Screening of Fetal Ultrasound

Minglang Chen, Jie He, Caixu Xu, Bocheng Liang, Shengli Li, Guannan He, Xiongjie Tao

9:00-10:00 Session CIT: Information Technology and Applications (II) (Meeting Room 4-2)

Session Chair: Xing Chen, Fuzhou University, China

An Entity Enhancement-Based Approach for Joint Extraction of Entity Relationships in Medical Texts

Yonglu Hong, Yanhua Liu

Model-based Attack Planning Strategies for Automated Penetration Testing Exercises

Simon Yusuf Enoch, Dan Dongseong Kim

Threat-Specific Risk Assessment for IP Multimedia Subsystem Networks Based on Hierarchical Models

Abdullah Ehsan Shaikh, Simon Yusuf Enoch

A Defense Method for Mitigating Poisoning Attacks in Federated Learning Using ACGAN

Yuting Han, Yanhua Liu

Part III: TECHNICAL SESSIONS OF DSCI-2024

21 December 2024 Saturday

8:00-9:00 Session DSCI: Data Science and Computational Intelligence (I) (Meeting Room 5-2)

Session Chair: Fei Hao, Shaanxi Normal University, China

Mutual Attention Network for Multi-label Emotion Recognition with Graph-structured Label Representations

Xiaoyu Dong, Xiaoliang Chen, Yanli Li, Jia Liu, Yajun Du, Xianyong Li

Protodetect: An Enhanced Prototype Network for Few-Shot Out-of-Distribution Detection

Minglei Zhao, Xiaoliang Chen, Yanli Li, Jia Liu, Yajun Du, Xianyong Li

Recommendation algorithms combining comment text semantics and occurrence of commodity

Wenlong Luo, Li Zhang, Yachao Cui, Yanzheng Jin

Classroom concentration analysis system based on YOLOV5

Liang Wang, Chen Hu, Xin Liu, Jingyi Lan, Zhimin Yan

Microscopic Detection Approach of Chinese Herbal Medicine base on YOLOv8

Jinquan Mo, Zizhen Peng, Wangying Li, Chengfeng Wei, Guangyao Pang, Wei Fu

9:00-10:00 Session DSCI: Data Science Theory, Algorithms and Architectures (II) (Meeting Room 5-2)

Session Chair: Fei Hao, Shaanxi Normal University, China

Analysis of Communications and Network Stability in RIS-Assisted UAV-USV Collaborative System

Yangzhe Liao, Zhenjie Wang, Siyu Xia

Analysis of UAVs Flight Energy Minimization for RIS-Assisted Multi-UAV-Enabled MEC Network

Yangzhe Liao, Rong Pan, Ke Zhang, Siyu Xia

Performance Comparison of RIS-Assisted Transmission Schemes over Fading Wireless Channels

Yangzhe Liao, Siheng Wang, Ke Zhang, Siyu Xia

A 16.5nV√Hz Chopper Amplifier with AC-Coupled Technique for Ripple Reduction

Jianhai Yu, Xing Zhong, Yongkang Shen, Jinhuan Zhang

Part IV: TECHNICAL SESSIONS OF AINET-2024

21 December 2024 Saturday

8:00-9:00 Session AINET-1: Machine Learning for Network Systems (I) (Meeting Room 5-3)

Session Chair: Lexi Xu, China Unicom, China

Antenna Weights Optimization Based on Filtered Variation Quantum Computing

Bao Guo, Jinge Guo, Yingtao Meng, Yang Zhang, Yu Qiu, Longgang Han, Ruowei Yin

Coverage Solution for Airspace Routes in Low Altitude Network

Bao Guo, Jinge Guo, Jiayu Li, Jinhu Shen, Xiaoxuan Du, Yang Zhang

Beam Operation Mode Switching Strategy for LEO Satellite Communication Systems

Qingye Zhang, Linan Wang, Wei Zhou, Xiangyu Lu, Liquan Wang, Liming Liang, Jinmei Liu

Autonomous Networks based Network Intelligence Assessment and Upgrade

Zhifei Liu, Jianjian Yang, Zhanchun Zhao, Yongjian Zhao, Qianren Liu, Ding Zhang, Lexi Xu, Keji Zhou,

Yalong Wu, Shanshan Li, Fengjun Wang, Lu Zhi

9:00-10:00 Session AINET-1: Machine Learning for Network Systems (II) (Meeting Room 5-3)

Session Chair: Lexi Xu, China Unicom, China

Scene Clustering Based Optimization Method for Parameters of Wireless Cellular Network

Jinhu Shen, Shuaizhi Fu, Jiayu Li, Ao Shen, Jiandi Luo, Pengcheng Liu, Wenjing Duan, Ruopei Guo, Yilin Tan, Yang Zhang, Mingjie Yang, Qintian Wang

A Secure and Trustworthy Cross-Domain Data Aggregation Platform

Kunyan Li, Xiaojun Mu, Xiongwei Jia, Jinwu Wei, Rongfang Zhang, Ruitao Ma

A Novel SDN/NFV-Based Network Slicing Framework for 6G Networks: Design, Automation, and Resource Management

Yi Yue, Xuebei Zhang, Xufei Dong, Xihuizi Meng, Chang Cao, Xiongyan Tang

A Practice on Open RAN Intelligent Platform for Efficient Load Balancing

Huanhuan Liu, Yue Wu, Rong Huang, Jiming Gao, Xiongyan Tang, Shan Liu

10:15-11:15 Session AINET-2: AI-driven Network Applications and Technologies (I) (Meeting Room 5-3)

Session Chair: Huanlai Xing, Southwest Jiaotong University, China

Object Detection and Localization Optimization Algorithm Based on Attention Mechanism and Variational Convolution

Haina Ye, Xiaobo Wang, Shan Yang, Qiyuan Zhang, Ti Wang, Zhongyan Du

A New Deep Joint Source Channel Coding with GAN Discriminator for Wireless Image Transmission

Yan Xu, Linjiang Shen, Shuqing Qiu, Chao Cui, Jundong Xu

FCLIT: Block-wise Federated Continual Learning for Computing Power Measurement under Dynamic Tasks

Hui Jiang, Xiangbin Kong, Min Lin, Xiaodong Zhang, Kunyan Li, Jie Yang

Verify-Agent: Large Language Model Multi-Agent for Intelligent Verification

Weiyan Chu, Sitan Yin, Lei Huang, Ling Lin, Xiaodong Wang, Zhi Zhang, Hongwu Li

11:15-12:15 Session AINET-2: AI-driven Network Applications and Technologies (II) (Meeting Room 5-3)

Session Chair: Huanlai Xing, Southwest Jiaotong University, China

Intelligent Recommendation of Mobile Network Planning Areas Based on Multi-Dimensional Heterogeneous Data and AI Algorithm

Yunxiao Wu, Bin Chen, Qing Zhang, Yu Zhao, Shiwen Quan

An AI-based Optimization Method for Atmospheric Waveguide Interference

Tian Xiao, Guoping Xu, Bei Li, Zixiang Di, Lexi Xu, Jiajia Zhu, Feibi Lyu, Chen Cheng, Xinzhou Cheng

Intelligent Airspace Management: 5G-A enabled Adaptive Generation of Low-Altitude Virtual Corridors

Enwan Zhang, Ping Chen, Jianxun Ding, Xingbin Zhan, Benwen Zhou, Guangshan Wang, Kai Shen,

Chaolun Wang, Xiaofa Zhang, Xuan Cui

Enhancement Strategies for Digital Humans and Timbre Technology in AI-Generated Video

Yuhan Liu, Qianren Liu, Fengjun Wang, Jianjian Yang, Xiaoyu Zhu, Shiqi Wen, Yu Peng

Part V: TECHNICAL SESSIONS OF SAGIINAT-2024

21 December 2024 Saturday

10:15-11:15 Session SAGIINAT: Advanced Technology for Space-Air-Ground Integrated (I) (Meeting Room 5-2)

Session Chair: Cheng Wang, Beijing University of Posts and Telecommunications, China

Novel Power Usage Effectiveness Navigated Computing Task Assignment With Micro Data Center Empowered By ITU-T L.1307

Shoufeng Wang, Ye Ouyang, Fan Li, Jianchao Guo, Xuan Chen, Lexi Xu, Zhanwu Li, Lianhua Zhang, Limeng Ma

Deep Reinforcement Learning-based Routing Optimization for Software-Defined Satellite Networks

Guoyi Zhang, Kai Wang, Changqing Lai, Chong Wang, Hongyan Xu, Hao Qi, Xiaoyang Liang, Yun Bai, Yinlong Liu

Satellite Network Random Access Based on Multi-Agent Q-Learning

Guoyi Zhang, Hongyan Xu, Changqing Lai, Kai Wang, Xingxing Wang, Yun Bai, Chong Wang, Hao Qi, Yinlong Liu

AT-Simulator: An Aviation Traffic Simulation Framework for Low Earth Orbit Communication Networks

Yu Liang, Qunying Sun, Yajing Zhang, Jiayu Zhou, Mingji Dong, Zhanwei Wang, Yueyue Zhang, Ping Du

11:15-12:15 Session SAGIINAT: Advanced Technology for Space-Air-Ground Integrated (II) (Meeting Room 5-2)

Session Chair: Cheng Wang, Beijing University of Posts and Telecommunications, China

Resource Representation Freshness Optimization in Integrated Satellite-Terrestrial Networks

Lin Lin, Bin Zhu, Zelin Wang, Guangquan Wang, Xiongyan Tang, Kaichu Xing, Lexi Xu

A Novel Traffic Mapping Algorithm Based on Service Distribution and Dynamic Satellite-Terrestrial Topology

Jiayu Zhou, Qunying Sun, Huan Chen, Xinyue Cao, Mingji Dong, Zhanwei Wang, Yueyue Zhang, Ping Du

A cross-layer congestion control method based on information of Radio Access Network Information

Xingyu Fan, Yufan Du, Huanyu Sun, Peng Yin, Jihua Lu, Lihui Feng

Contrastive learning based visual place recognition pre-training framework for UAV Geo-Localization

Yifan Liu, Haoran Wang, Xinpeng Han, Haoliang Yuan, Pengyu Yin, Kun Cheng

Part VI: TECHNICAL SESSIONS OF MLSys-2024

21 December 2024 Saturday

14:00-15:00 Session MLSys-1: Machine Learning for Network Systems (I) (Meeting Room 5-2)

Session Chair: Gaofeng Cui, Beijing University of Posts and Telecommunications, China

Network Quality of Video Services Based on IoT and Computing power

Bei Li, Qiuyan Liu, Tian Xiao, Hongbing Ma, Zixiang Di, Wei Zhang, Tao Xiao, Xueqin Jia, Lexi Xu, Jiajia Zhu, Xiaomeng Zhu

ScCEE-IDS: A Federated Learning-Based Intrusion Detection System for Smart Cities with Cloud-Edge-End Integration

Hongtao Liu

Two-Stage Attention based Collaborative Inference in Semantic Communication

Bowen Zhao, Tengxiang Yang, Huanlai Xing, Lexi Xu

TSOKG: A Methodology for Constructing a Telecommunications Service Operation Knowledge Graph

Wan Wei, Jiajun Cheng, Wei Cheng, Lin Wang, Gangyan Tan, Chao Nie

15:00-16:00 Session MLSys-1: Machine Learning for Network Systems (I) (Meeting Room 5-2)

Session Chair: Gaofeng Cui, Beijing University of Posts and Telecommunications, China

DEMTC: A Distributed Edge Computing Approach for Multi-Intersection Traffic Control

Enwan Zhang, Ping Chen, Jianxun Ding, Xingbin Zhan, Helin Yan, Nannan Lu, Sida Huang, Chaolun Wang, Xianyue Guo, Zhong Lin

Trustworthy Matchmaking for Intelligent Computing Services

Xiaojun Mu, Yulun Song, Kunyan Li, Xiongwei Jia, Rongfang Zhang, Yunlong Xie, Xiaoyun Jia, Lin Sun

5G/5G-A Meets Private Network: Standardization, Technology, Indicator, Optimization Platform

Lexi Xu, Xiongyan Tang, Hongwu Li, Xinzhou Cheng, Kun Chao, Zhen Xing, Heng Zhang, Zixiang Di, Bei Li, Tian Xiao, Jie Gao, Xiaomeng Zhu

An Interconnection Technology Framework of Privacy Computing Heterogeneous Platforms for Telecommunications Operators

Rongfang Zhang, Rui Xia, Yinghui Liu, Tong Wu, Tao Wu, Jiao Zhu, Xiaojun Mu, Yue Wang, Kunyan Li

Analysis of the Current State of Software Security Research and Preliminary Exploration of Future Trends

Fengjun Wang, Qianren Liu, Yuhan Liu, Xiaoyu Zhu, Shiqi Wen

16:15-17:15 Session MLSys-2: Machine Learning for Smart Applications (I) (Meeting Room 5-2)

Session Chair: Chaowei Wang, Beijing University of Posts and Telecommunications, China

Lakehouse data platform Technology Overview

Yanmei Liu, Jiafeng Tian, Shilian Yu, Xiaolu Han, Xuan Jia

Human-Centric Road Network Evaluation: A Multi-Dimensional Trajectory Big Data Approach

Enwan Zhang, Ping Chen, Xiaofa Zhang, Jianxun Ding, Xingbin Zhan, Qiaoqiao Wei, Yuting Zhang, Bo Su, Chaolun Wang, Zhenlong Xu

Research and application of real-time lake warehouse integrated technology in intelligent customer service scenarios

Jie Gao, Xingwei Zhang, Zhiyong Long, Chuntao Song, Xinzhou Cheng, Lexi Xu, Tianyi Wang, Ruojing Hao, Yue Wang, Feibi Lv

Telecom Marketing Recommendation Script Generation based on LLM Structure

Yue Wang, Yi Yang, Yun Zhao, Lexi Xu, Qi Zhang, Xin Wang, Jinchao Huang, Kunyan Li, Yongqing Yuan

A Medical Consultation System based on Federated Learning Framework

Yue Wang, Yi Yang, Chenshu Hu, Lexi Xu, Jie Li, Lin Sun, Wenjing Xu, Huiying Zhao, Jie Gao

17:15-18:15 Session MLSys-2: Machine Learning for Smart Applications (II) (Meeting Room 5-2)

Session Chair: Chaowei Wang, Beijing University of Posts and Telecommunications, China

Architectural Framework and Standardization of LLM-Enhanced Intelligent Data Analysis Systems

Xiaolu Han, Jianrui Ma, Shilian Yu, Yanmei Liu, Pengwei Ma, Chaolun Wang

Learning to Transfer Automatic Data Augmentation Policies using Reinforcement Learning

Bin Yang, Ying Xing, Jinchao Huang, Yue Wang, Yuehan Chen, Zhipu Xie, Lexi Xu, Han Zhang

Technological Impact on Private Domain Marketing Systems

Jianrui Ma, Xiaolu Han, Chaolun Wang, Shilian Yu, Pengwei Ma

The Application and Technical Standards of Data Middle Platform

Shilian Yu, Zhuo Wang, Yanmei Liu, Xiaolu Han, Jianrui Ma, Jiafeng Tian, Yuan Liu, Xuan Jia

Best-Worst Method Based Smart Cities Sustainable Development Paths

Fuyun Chu, Weijia Wu, Bo Yuan, Xuan Jia, Yanmei Liu, Jiayu Li, Chen Kang, Shilian Yu

Part VII: TECHNICAL SESSIONS OF BDRA-2024

21 December 2024 Saturday

14:00-15:00 Session BDRA-1: Big Data in Ubiquitous Systems and Communication Networks (I) (Meeting Room 5-3)

Session Chair: Xinzhou Cheng, China Unicom, China

Innovative Architecture and Key Technology of Database for Multiple Scenarios

Chunyu Jiang, Siyuan Liu, Pengwei Ma

Design Method of RIS Beamforming Codebook Based on Network Control Network

Bao Guo, Jinge Guo, Jiayu Li, Xiaoxuan Du, Pengcheng Liu, Yang Zhang

AHP and Big Data based Brand Value Enhancement Model for Telecom Operators

Jiao Zhu, Ying Li, Rongfang Zhang, Xing Tai, Junjiang Chen, Rui Li

Big Data based Security Assessment Method and System of Foreign Investment

Heng Zhang, Bing Yan, Junsheng Zhao, Xueqing Zhao, Lexi Xu, Xinzhou Cheng, Lijuan Cao, Kun Chao, Chen Cheng, Tianyi Wang

15:00-16:00 Session BDRA-1: Big Data in Ubiquitous Systems and Communication Networks (II) (Meeting Room 5-3)

Session Chair: Xinzhou Cheng, China Unicom, China

Data Empowerment Evaluation: A Revenue Estimation Model for Scenario-based Applications in Gas Metering

Yufei Li, Pengcheng Guo

A Novel Front-End Visual Graph Layout Scheme for Large-Scale Relational Data

Ruojing Hao, Chen Cheng, Lexi Xu, Yanan Zhang, Qingqing Zhang, Zijing Yang, Jie Gao, Xinzhou Cheng

Overview of Data Intelligence: Technology Architecture and Application

Chunyu Jiang, Zhuo Wang, Jiafeng Tian

Optimizing Energy-Distortion Trade-Off for BCI-Enabled Metaverse

Yaqi Wang, Yanlin Li, Shengshi Yao, Xiaoqi Qin, Jincheng Dai

16:15-17:15 Session BDRA-2: Big Data in Computing Networks (I) (Meeting Room 5-3)

Session Chair: Yichen Xie, China Unicom, China

Big Data based 5G/5G-A Network Heavy Load Optimization Scheme

Xiaomeng Zhu, Yi Li, Yuting Zheng, Yuchao Jin, Deyi Li, Rui Xia, Zixiang Di, Lexi Xu, Xinzhou Cheng, Yifan Wu

Analysis of Video Service Perception in Polymorphic Network

Bei Li, Zixiang Di, Tian Xiao, Guanghai Liu, Chengjie Wu, Yan Zhang, Lu Zhi, Zhaoning Wang, Lexi Xu, Chen Cheng

Streaming Service Optimization Based on Native Artificial Intelligence Architecture

Bao Guo, Jinge Guo, Yingtao Meng, Yu Qiu, Longgang Han, Ruowei Yin, Yang Zhang

Intelligent Optimization of Handover Parameters in 5G Networks Based on User Service Experience

Zixiang Di, Feibi Lyu, Guoping Xu, Bei Li, Xinzhou Cheng, Lu Zhi, Wenqian Guo, Zhipu Xie, Xiaomeng Zhu, Lexi Xu

17:15-18:15 Session BDRA-2: Big Data in Computing Networks (II) (Meeting Room 5-3)

Session Chair: Yichen Xie, China Unicom, China

User Experience Perception-Oriented Network Optimization Method Based on Reinforcement Learning

Zhen Xing, Kun Chao, Lexi Xu, Lijuan Cao, Yuwei Jia, Jihua Li, Jinchao Huang, Chen Cheng, Runsha Dong, Xinzhou Cheng

Attentive Siamese LSTM for Low-Resource Text Abnormal Detection of Transportation Documents

Hongrun Gang, Liang Zhao, Yanhang Shen, Jianchao Yan, Wei Li, Mengyang Guo

One-step MAML Algorithm with AdaBelief Optimization of Stroke Incidence Prediction

Xi Guo, Fouxi Zhao, Guoqiang Liu, Juan Wang, Shichao Mu, Hua Wang, Biao Wang, Yajing Zhi, Tienan Bai

Comprehensive Analysis of Full-Process Carbon Emission Evaluation in the Telecommunication Industry

Yichen Xie, Bowei Pei, Dongliang Ma, Lixin Li, Yukun Liu, Lu Bai, Bingming Wang, Jiangtian Xie

Part VIII: TECHNICAL SESSIONS OF MVIC-2024

21 December 2024 Saturday

10:15-12:15 Session MVIC-1: Computer Vision (Meeting Room 4-2)

Session Chair: Mengfan Wang, University of Electronic Science and Technology of China, China

Innovative Strategies for Human-Object Interaction in A Virtual Studio

Qijian Ou, Haixiao Gong, Guijing Wu, Lining Pan, Ning Qin

Unity3D-based Flame Effect Plugin Design and Implementation

Xiongjie Tao, Minglang Chen, Zhipeng Cai, Yingli Zhao, Jing Zhang, Yingshan Meng

Video-based Human Gesture-action Mapping

Xiongjie Tao, Hui Guo, Bin Hu, Yingli Zhao, Tianyuan Zhang

Optimization Method For Fractal Image Compression Based on the Maximum Inter-class Variance Method

Di Xie, Caichun Cen, Yingli Zhao, Jie He, Hongyan Lu, Minglang Chen, Yuan Jiang

An Improved YOLOv8 Four-Season Honey Longan Recognition and Location Method

Xinru Chen, Yigui Kong, Qinghu Zeng

A Study on Recognizing Industrial Barcodes in Low-Light High-Speed Conditions Using Deep Learning and Image Enhancement Techniques

Junhao Cheng, Zhixian Deng

14:00-16:00 Session MVIC-2: Intelligent Data (Meeting Room 4-2)

Session Chair: Jiyi Wu, University of Electronic Science and Technology of China, China

Research on Intelligent Diagnosis and Treatment of Sleep Apnea Syndrome Driven by Health Big Data

Junhao Cheng, Bin Hu

Realistic Snow Simulation Framework: Integration of Multi-Factor Precise Calculation and UE Optimization

Hongyan Lu, Haixiao Gong, Wanxin Liang, Caichun Cen, Yingli Zhao

An Algorithm for Suppressing Boundary Cutting Ringing Based on Interpolation

Jing Liang

Swin-BCPN: A Fetal Ultrasound Four-Chamber Quality Assessment Model Based on Structure Detection

Donglian Li, Hui Guo, Shengyuan Zhou, Junming Wei, Xiaohong Zhong, Shengli Li, Yayan Chen

Machine Learning-based Novel Sedative Drug Clinical Trial Efficacy Analysis and Prediction System

Xueyan Lu

Design of Bandgap Reference Source with Composite Current Compensation Strategy

Yongkang Shen, Xing Zhong, Jianhai Yu, Man Li, Yifei Wang

16:15-18:15 Session MVIC-3: Intelligent Applications (Meeting Room 4-2)

Session Chair: Xinyan Wang, University of Electronic Science and Technology of China, China

A Dialogue System for Emotional Support Based on a Heterogeneous Neural Network

Jianting Zhang, Yongfu Zhou

Indoor Inspection Robot Positioning and Navigation Method Based on Improved Monte Carlo Localization Algorithm

Haiying Li

Ship License Plate Detection and Recognition Algorithm Based on YOLOv8 and Improved CRNN

Hongquan Lin, Weize Liao, Jinming Mo, Changyu Ye, and Xiaoyu Ji

A Tool Wear Monitoring Method Based on WOA- DBO-SVM for Small-Deep Hole Drilling

Chang Qin, LinMing Lian, Shengjia An, Hongzhi Hu

User Experience Design Methodology for Desktop Laser Cutting Machines

Weiyan Liang, Yingying Ma, Song Lyu, Junhao Cheng, Huiting Li

A Three-Dimensional Virtual Sand Table Framework Suitable for Industrial Parks

Wanxin Liang, Hongyan Lu, Hui Guo, Mei Tang, Di Xie