2021 International Conference on Cyber-Physical Social Intelligence (ICCSI 2021) Beijing, China 18 20 December 2021 IEEE Catalog Number: ISBN: CFP21AS6-POD 978-1-6654-2622-0
Copyright 2021 by the Institute of Electrical and Electronics Engineers, Inc. All Rights Reserved Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For other copying, reprint or republication permission, write to IEEE Copyrights Manager, IEEE Service Center, 445 Hoes Lane, Piscataway, NJ 08854. All rights reserved. *** This is a print representation of what appears in the IEEE Digital Library. Some format issues inherent in the e-media version may also appear in this print version. IEEE Catalog Number: CFP21AS6-POD ISBN (Print-On-Demand): 978-1-6654-2622-0 ISBN (Online): 978-1-6654-2621-3 Additional Copies of This Publication Are Available From: Curran Associates, Inc 57 Morehouse Lane Red Hook, NY 12571 USA Phone: (845) 758-0400 Fax: (845) 758-2633 E-mail: curran@proceedings.com Web: www.proceedings.com
Session 19AM11: Intelligent Control I Finite-time Localization and Circumnavigation by Elliptical Trajectory with Bearing-only Measurements.............................................................. 1 Zhoujian Ma, Jun Wang and Yinya Li A Denoising algorithm of MEMS Gyro Based on CEEMDAN and Improved LWT........ 7 Zhengxin Wu, Liang Shan and Jia Chen Heave Motion Estimation Based on Cubature Kalman Filter............................. 13 Peng Guo, Jun Li, Tianxiong Chen and Zhenxing Wu Effectiveness Evaluation Of Fire Control System Based On Improved PSO Algorithm And LSSVM Algorithm.................................................................. 18 Huanyu Yang, Naili Han, Dan Li, Jun Wang, Yuming Bo and Haowen Zheng Weapon System Effectiveness Evaluation Method Based on Normal Distribution FSVM.. 24 Haowen Zheng, Junqiang Yang, Manling Li, Jun Wang, Yuming Bo and Huanyu Yang Intelligent Decision Algorithm of Target Compound Interception Based on A2C-PPO..... 30 Wei Wei Bian, Jing Wei, Kui Hua Huang, Jia Xuan Wang, Xin Lv and Wen Nan Yuan Session 19AM12: Complex Network Representation Dynamical Representation Learning for Ethereum Transaction Network via Non-negative Adaptive Latent Factorization of Tensors................................... 36 Zeshi Lin and Hao Wu Graph Neural Network-based Node Classification with Hard Sample Strategy............. 42 Yinhao Tang, Zhenhua Huang, Jiujun Cheng, Guangtao Zhou, Shuai Feng and Hongjiang Zheng A deep learning algorithm for predicting protein-protein interactions with nonnegative latent factorization....................................................................... 46 Liwei Wang and Lun Hu Hyper-Parameter-Free Latent Factor Analysis via Adaptive Moment Estimation-Incorporated Particle Swarm Optimization................................... 52 Jiufang Chen, Ye Yuan and He Chunlin Efficient Representation to Dynamic QoS Data via Momentum-incorporated Biased Nonnegative and Adaptive Latent Factorization of Tensors............................... 58 Minzhi Chen and Hao Wu A CUDA-Parallelized Fast AutoEncoder for Highly Efficient Latent Factor Analysis on High-Dimensional and Sparse Matrices from Recommender Systems..................... 64 Fei Luo and Zhigang Liu Session 19AM13: CSI in Emerging Power Systems A Data-Driven Approach to Evaluate Operating Cost of SCUC Problem.................. 70 Jiahua Wang, Jiang Wu and Qiaozhu Zhai
The Research of a Data-Driven Intelligent SCUC Decision-making Approach based on Gated Recurrent Unit and Seq2Seq Technique............................................ 76 Juncong Hao, Nan Yang, Di Ye, Ye He, Cong Yang and Xietian Zhang Research on residential load classification method based on Multi-model parallel integration algorithm..................................................................... 82 Po Hu, Yunjia Wang, Ning Pang, Zeya Zhang, Yifan Huang and Haoran Guo Application of Least Squares Support Vector Machine Based on Particle Swarm Optimization in Tidal Current Prediction of Offshore Microgrid.......................... 91 Haiyun Yuan, Song Xu, Yangfan Sun, Qian Li and Anan Zhang Cascading Failure Analysis of Cyber-Physical Power Systems under Communication Congestion............................................................................... 96 Li Xue and Tao Sheng Cheng Session 19AM21: Machine Learning I Armored Vehicle Image Classification Based on Transfer Learning........................ 102 Yi Liu, Jihuan Ren, Xiang Wu and Yuming Bo Design of text position detection method for electrical equipment nameplate.............. 107 Shuliang Zhang, Xin He, Haochen Zhao and Jianyu Wang Recognition Algorithm for Small Packages of Traditional Chinese Medicine Based on Improved YOLOV4...................................................................... 111 Shiqi Liu, Jia Guo, Jianyu Wang and Xuan Ma Text recognition method of electrical equipment nameplate based on improved similarity. 115 Chengwenyuan Huang, Shaowei Zhang, Xin He, Jianyu Wang and Haochen Zhao UAV visual flight control method based on deep reinforcement learning................... 119 Shuangxia Bai, Bo Li, Zhigang Gan and Daqing Chen Inverse kinematics Solution based on IPSO-RBF Neural network......................... 124 Yuanyuan Yang, Yang Liu and Yu Guo Session 19AM22: Intelligent Control II Comparative study of anti-air combat effectiveness of naval shipborne weapons based on ADC method............................................................................ 130 Xiao Tan, Hanyu Liu, Jun Wang, Xiangmin Wang, Huanyu Yang and Haowen Zheng Moving Target Detection Based on Improved Background Global Compensation Differential Method...................................................................... 137 Jinjin Li, Xin He, Jiahui Yu and Jianyu Wang Distributed square-root cubature Kalman filter for underwater cyber-physical systems with multiple fading measurements....................................................... 141 Ye Chen, Pengpeng Ye, Yuan Liang and Lin Meng Design of a sequential pattern mining algorithm based on effective items prefixspan....... 146 Chen Hu, Yongcheng Su, Zilong Wang and Jianyu Wang
Experiment Design on Low, Slow and Small Threat Target in Urban Complex Environment Coordinated Prevention and Control System................................ 151 Xin Zhenfang, gao jingjin, Qiu Xuyang, Zheng Haotian, Huang Kuihuang, Wang Jun and Bian Weiwei Design of a cooperative prevention and control platform for low, slow and small threat.... 157 Xin Zhenfang, Wei Wei, Pang Jingzhuang, Wang Jun, Qiu Xuyang and Bian Weiwei Session 19AM23: Learning, Modelling, and Optimization in Human-robot Interaction Parallel intelligent command decision-making technology based on combat prior knowledge and reinforcement learning algorithm.......................................... 162 Bojian Tang, Yuxiang Sun, Jiahui Yu, Tao Jin and Xianzhong Zhou Psychotherapy Regulation via Fuzzy Analysis and Feedback Tuning...................... 167 Qiong Shi Real-time Economic Dispatch of Thermal-Wind-Battery Hybrid Systems based on Deep Reinforcement Learning.................................................................. 173 Ran Yuan, Bo Wang and Yeqi Sun Operator-based nonlinear forced vibration control for a vertical wing-plate................ 179 Guang Jin and Mingcong Deng Optimal Switching Frequency for Three-phase Bipolar Inverter with Different Dead Time. 183 Fuzhuan Wu, Mengna Chen, Sheng Peng and Shengjun Wen Session 19PM11: Smart Manufacuting An AI-based Multi-objective Optimization Approach for Monitoring Manufacturing Processes................................................................................ 189 Mohammadhossein Ghahramani, Yan Qiao, Mengchu Zhou and Naiqi Wu Data-driven Predictive Analysis for Smart Manufacturing Processes Based on a Decomposition Approach................................................................. 194 Mohammadhossein Ghahramani and Mengchu Zhou Multiple-period Optimal Nurse Scheduling under Learning Effect......................... 199 Bowen Pang and Xiaolei Xie Transient Performance Evaluation with Finite Production Run-based Serial Lines: Bernoulli Quality Model.................................................................. 203 Chiye Ma, Zhiyang Jia, Xiaohan Wang and Zejun Ni Session 19OM12: CSI Applications An Feature Fusion Object Detector for Autonomous Driving in Mining Area............. 209 Liangcai Ren, Chao Yang, Ruiqi Song, Shichao Chen and Yunfeng Ai An Improved Cloth Simulation Filtering Algorithm Based On Mining Point Cloud........ 214 Liangcai Ren, Jianlin Tang, Chenglin Cui, Ruiqi Song and Yunfeng Ai
An OSINT platform to analyse violence against workers in public transportation......... 218 Martina Nobili, Luca Faramondi, Roberto Setola, Monica Ghelli, Benedetta Persechino and Marco Lombardi Sustainability Aspects and Impacts in Cyber-Physical Social Systems..................... 224 Concetta Semeraro, Mariateresa Caggiano and Michele Dassisti Design of a Joint Microservices-based Smart Epidemic Prevention Platform............... 230 Liang Zhang Session 19PM13: System Modeling and Analysis An Adaptive Truth Discovery Model Consisting of Multiple Truth Part and Single Truth Part............................................................................... 236 Xu Yu, Jianjun Cao, Nianfeng Weng and Zhixian Zeng Applying model-based system architecture process method for a human-robot digital twin system.............................................................................. 241 Xi Zhang, Youmin Hu, Xin Zhang, Fang Zhao, Chenhui Wan and Haifeng Wang Research on the Influence of Camera Velocity on Image Blur and a Method to Improve Object Detection Precision............................................................... 247 Xuan Yang, Fan Sang, Tianle Wang, Xuan Pei, Hao Wang and Taogang Hou Patient Flow Congestion Control Based on Stochastic Timed Petri Net Model............ 253 Naijun Shen, Jun Wang, Jiacun Wang, Xingyun Liu, Lijun Yang and Yu Wang Application of Small Sample Information Processing in High Dimensional Space.......... 259 Yuan Shanshan Multi-objective Discrete Bat Optimizer for Partial U-shaped Disassembly Line Balancing Problem....................................................................... 264 Huang Fuguang, Guo Laide, Guo Xiwang, Liu Shixin, Qi Liang, Qin Shujin, Zhao Ziyan and Tang Ying Session 20AM11: Best Student Paper Prediction of Ballistic trajectories based on Gaussian Mixture Model..................... 270 Jihuan Ren, Yi Liu, Xiang Wu and Yuming Bo Composite Control of a Piezoelectric Fast Steering Mirror with Pseudo-Discrete-Time Bouc-Wen Model......................................................................... 275 Jinlei Lu, Yuming Bo and Jun Wang Player Modelling and Adaptation Methods within Adaptive Serious Games............... 281 Ryan Hare and Ying Tang Prescribed performance based nonlinear vibration control of a flexible arm with shape memory alloy actuator................................................................... 287 Izumi Furukawa and Mingcong Deng Resource-Oriented Timed Workflow Nets and Simulation Tool Design.................... 293 Yuansi Hu, Jiacun Wang and Guanjun Liu
Extracting Decision Tree from Trained Deep Reinforcement Learning in Traffic Signal Control.................................................................................. 299 Yuanyang Zhu, Xiao Yin, Ruyu Li and Chunlin Chen Online Approximate Conformance Checking.............................................. 306 Xin Guo, Xianwen Fang and Gubao Mao Session 20AM21: Best Paper Graph Neural Network for Credit Card Fraud Detection.................................. 312 Guanjun Liu, Jing Tang, Yue Tian and Jiacun Wang Optimizing Bike Rebalancing via Spatial Crowdsourcing: A Matching Approach.......... 318 Cameron Thatcher and Ning Wang Cross-Modality Domain Adaptation for hand-vein recognition............................ 324 Shuqiang Yang, Huafeng Qin, Mounîm A. El Yacoubi and Chongwen Liu Fuzzy portfolio selection based on outranking relations and three-way decisions........... 330 Xianhe Wang, Bo Wang and Xiaoxuan Xu A Flexible Remote Laboratory Platform for Interactive AI Experiments with Hardware and Software Facilities................................................................... 336 Rui Yang, Yutao Qi, Jun Deng, Zhiyang Liu, Mingzhang Luo and Xiaolong Yuan Session 20PM11: Distance Experiment for Engineering Education Discussion on the Innovative Model of Remote Experimental Teaching For Engineering Education................................................................................ 341 Jun Deng, Wenxin Yang, Mingzhang Luo, Qisen Zuo, Xiaolong Yuan and Guodong Zhang Laboratory Behavior Detection Method Based on Improved Yolov5 Model................ 347 Zhaofeng Zhang, Daiqin Ao, Luoyu Zhou, Xiaolong Yuan and Mingzhang Luo Remote control of eddy current damping vibration experiment system.................... 353 Cong Xu, Zhihao Yin, Xiuquan Li and Mingzhang Luo A Comrehensive Management Mechanism for Campus Emergencies....................... 358 Han Zhang, Yanyan Huang and Ze Geng Session 20PM12: Cyber Security and Hazard Prevention Node Selection Model for Block Transmission in a Blockchain Network................... 364 Peiyun Zhang, Junliang Shu and Jiale Sheng An Efficient Anonymous Authentication Scheme for Medical Services Based on Blockchain370 Shu Wu, Guangyu Peng, Ya Gao and Jindou Chen Decentralized Data trading Model Based on a Public Blockchain......................... 377 Peiyun Zhang, Jiale Sheng, Junliang Shu and Songjian Cai Integrating Blockchain and Edge Computing in Internet of Things: Brief Review and Open Issues.............................................................................. 383 Lidia Fotia, Flavia C. Delicato and Giancarlo Fortino
Grouping IoT devices by Trust and Meritocracy.......................................... 389 Giancarlo Fortino, Lidia Fotia, Fabrizio Messina, Domenico Rosaci and Giuseppe M.L Sarnè Session 20PM12: Machine Learning II Multi-gesture recognition method of single- channel EMG signal based on deep learning.. 394 Zhenkun Han, Qing Tao, Quanbao Lai and Lili Liu A two-stage Deep Convolutional Generative Adversarial Network-based data augmentation scheme for agriculture image regression tasks............................... 402 Hajar Hammouch, Mounim El-Yacoubi, Huafeng Qin, Aissam Berrahou, Hassan Berbia and Mohamed Chikhaoui Masking Neural Networks Using Reachability Graphs to Predict Process Events.......... 408 Julian Theis and Houshang Darabi Hospital Length of Stay Prediction with Ensemble Methods in Machine Learning......... 414 Ling Zheng, Jiacun Wang, Alex Sheriff and Xuemin Chen Machine Learning for Colorectal Cancer Risk Prediction.................................. 419 Ling Zheng, Elijah Eniola and Jiacun Wang Process Mining Model to Predict Mortality in Paralytic Ileus Patients.................... 425 Maryam Pishgar, Martha Razo, Julian Theis and Houshang Darabi