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Lecture Notes in Electrical Engineering

Volume 801

Series Editors

Leopoldo Angrisani, Department of Electrical and Information Technologies Engineering, University of Napoli Federico II, Naples, Italy

Marco Arteaga, Departament de Control y Robótica, Universidad Nacional Autónoma de México, Coyoacán, Mexico

Bijaya Ketan Panigrahi, Electrical Engineering, Indian Institute of Technology Delhi, New Delhi, Delhi, India Samarjit Chakraborty, Fakultät für Elektrotechnik und Informationstechnik, TU München, Munich, Germany Jiming Chen, Zhejiang University, Hangzhou, Zhejiang, China

Shanben Chen, Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China Tan Kay Chen, Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore

Rüdiger Dillmann, Humanoids and Intelligent Systems Laboratory, Karlsruhe Institute for Technology, Karlsruhe, Germany

Haibin Duan, Beijing University of Aeronautics and Astronautics, Beijing, China Gianluigi Ferrari, Università di Parma, Parma, Italy

Manuel Ferre, Centre for Automation and Robotics CAR (UPM-CSIC), Universidad Politécnica de Madrid, Madrid, Spain

Sandra Hirche, Department of Electrical Engineering and Information Science, Technische Universität München, Munich, Germany

Faryar Jabbari, Department of Mechanical and Aerospace Engineering, University of California, Irvine, CA, USA

Limin Jia, State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing, China Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland

Alaa Khamis, German University in Egypt El Tagamoa El Khames, New Cairo City, Egypt Torsten Kroeger, Stanford University, Stanford, CA, USA

Yong Li, Hunan University, Changsha, Hunan, China

Qilian Liang, Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA Ferran Martín, Departament d’Enginyeria Electrònica, Universitat Autònoma de Barcelona, Bellaterra, Barcelona, Spain

Tan Cher Ming, College of Engineering, Nanyang Technological University, Singapore, Singapore Wolfgang Minker, Institute of Information Technology, University of Ulm, Ulm, Germany Pradeep Misra, Department of Electrical Engineering, Wright State University, Dayton, OH, USA Sebastian Möller, Quality and Usability Laboratory, TU Berlin, Berlin, Germany

Subhas Mukhopadhyay, School of Engineering & Advanced Technology, Massey University, Palmerston North, Manawatu-Wanganui, New Zealand

Cun-Zheng Ning, Electrical Engineering, Arizona State University, Tempe, AZ, USA Toyoaki Nishida, Graduate School of Informatics, Kyoto University, Kyoto, Japan

Federica Pascucci, Dipartimento di Ingegneria, Università degli Studi “Roma Tre”, Rome, Italy

Yong Qin, State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing, China Gan Woon Seng, School of Electrical & Electronic Engineering, Nanyang Technological University, Singapore, Singapore

Joachim Speidel, Institute of Telecommunications, Universität Stuttgart, Stuttgart, Germany Germano Veiga, Campus da FEUP, INESC Porto, Porto, Portugal

Haitao Wu, Academy of Opto-electronics, Chinese Academy of Sciences, Beijing, China Walter Zamboni, DIEM - Università degli studi di Salerno, Fisciano, Salerno, Italy Junjie James Zhang, Charlotte, NC, USA

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The book series Lecture Notes in Electrical Engineering (LNEE) publishes the latest developments in Electrical Engineering - quickly, informally and in high quality. While original research reported in proceedings and monographs has traditionally formed the core of LNEE, we also encourage authors to submit books devoted to supporting student education and professional training in the variousfields and applications areas of electrical engineering. The series cover classical and emerging topics concerning:

Communication Engineering, Information Theory and Networks

Electronics Engineering and Microelectronics

Signal, Image and Speech Processing

Wireless and Mobile Communication

Circuits and Systems

Energy Systems, Power Electronics and Electrical Machines

Electro-optical Engineering

Instrumentation Engineering

Avionics Engineering

Control Systems

Internet-of-Things and Cybersecurity

Biomedical Devices, MEMS and NEMS

For general information about this book series, comments or suggestions, please contactleontina.

[email protected].

To submit a proposal or request further information, please contact the Publishing Editor in your country:

China

Jasmine Dou, Editor ([email protected]) India, Japan, Rest of Asia

Swati Meherishi, Editorial Director ([email protected]) Southeast Asia, Australia, New Zealand

Ramesh Nath Premnath, Editor ([email protected]) USA, Canada:

Michael Luby, Senior Editor ([email protected]) All other Countries:

Leontina Di Cecco, Senior Editor ([email protected])

** This series is indexed by EI Compendex and Scopus databases. **

More information about this series athttp://www.springer.com/series/7818

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Zhidong Deng

Editor

Proceedings of 2021 Chinese Intelligent Automation

Conference

123

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Editor Zhidong Deng Tsinghua University Beijing, Beijing, China

ISSN 1876-1100 ISSN 1876-1119 (electronic) Lecture Notes in Electrical Engineering

ISBN 978-981-16-6371-0 ISBN 978-981-16-6372-7 (eBook) https://doi.org/10.1007/978-981-16-6372-7

© The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2022

This work is subject to copyright. All rights are solely and exclusively licensed by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed.

The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use.

The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd.

The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore

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Contents

Research on Parking Space Allocation of Stereo Garage Based

on Improved Genetic Algorithm. . . . 1 Qi Liu, Ye Zhang, Ying Wang, Jiaojiao Xu, Ze Ye, and Gang Yin

Research on Control System of an Intelligent Cooking Robot . . . . 11 Wanpeng Tang and Weiting Huang

Context-Awareness Based Battlefield Situation

Information Recommendation . . . . 20 Chunhua Zhou, Yue Shen, Jianjing Shen, and Liusong Wang

Path Planning of Seeding Robot Based on Improved Ant

Colony Algorithm. . . . 31 Ying Wang, Jiaojiao Xu, Qi Liu, Ye Zhang, and Jiaxin Yang

UDE-Based Robust Walking Control of a Bipedal Robot . . . . 38 Guanqun Cao, Qizhi Zhang, and Yali Zhou

Remaining Useful Life Prediction for Lithium-Ion Batteries Based on Empirical Model and Improved Least Squares Support

Vector Machine . . . . 47 Wan Chen, Yanping Cai, Aihua Li, Yanzhao Su, and Ke Jiang

Path Following Control of Unmanned Surface Vessel with Unknown

Ocean Currents Disturbances. . . . 56 Jinmeng Qin and Chen Guo

Design of Manipulator System with Tactile Sensor Arrays Based

on the Demand of Frail Older People. . . . 65 Lu Wang, Shasha Liu, Ling Weng, Wenmei Huang, and Bowen Wang

Disturbance-Observer-Based Attitude Tracking Control for Rigid

Spacecraft with Unmeasurable Angular Velocity. . . . 73 Jintao Hu and Yingmin Jia

v

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Global Context Guided Multi-scale Feature Network for Salient

Object Detection. . . . 81 Zhenyu Zhao, Yachao Fang, Qing Zhang, Xiaowei Chen, Meng Dai,

and Jiajun Lin

Design and Output Characteristics of Magnetostrictive Sensor

Array for Tire Pattern Detection . . . . 90 Runyu Li, Zhizhong Zhao, Zhiqiang Wang, Haifeng Wang,

Wensheng Zhang, and Bowen Wang

Pedestrian Detection Algorithm Based on Improved YOLOv3_tiny. . . . 98 Guilan Li, Jie Yang, and Zhuang Kang

Research on Active Safety Information Completion Method

of Environmental Less-Information . . . . 107 Xiang He and Qing Li

A Barrier Function-Based Variable-Gain SOSM Power Control

Scheme for DFIG Wind Turbine . . . . 116 Cuiqi Du, Yaozhen Han, and Shuzhen Li

An Improved A* Algorithm Based on Localizability Estimation

for Mobile Robots . . . . 124 Rui Yang, Kun Dai, Gaowei Yan, and Lan Cheng

A K-means Optimized Clustering Algorithm Based on Improved

Genetic Algorithm . . . . 133 Qiu-Mei Pu, Qiong Wu, and Qian Li

Research on Active Disturbance Rejection Control of Multi-joint

Robot Fish Path Tracking . . . . 141 Qi Liu, Ze Ye, Ying Wang, Ye Zhang, Gang Yin, and Jia Xin Yang

Model Optimization of ATO System for Rail Transit. . . . 150 Zhenyu Yang, Bo Jiang, Xiaocong Ren, Ziyuan Wei, and Ran Xu

A Patent Text Classification Method Based on Phrase-Context

Fusion Feature. . . . 157 Yuhui Wang, Junping Du, Yingxia Shao, Ang Li, and Xin Xu

Application of LabVIEW and MATLAB Hybrid Programming

in Unmanned Helicopter System Simulation . . . . 165 ZhiQiang Liu, Xi Ye, TongHui Qian, and Yang Song

Research on Optimal Scheduling Strategy

for Multi-energy Interconnection . . . . 173 Yang Yang, Zheng Wang, Zhi-yuan Hu, and Yang Yin

SIPR: Side-Information Pointwise Ranking Model for Scientific

Research Project Query. . . . 186 Benzhi Wang, Feifei Kou, Juping Du, and Mingying Xu

vi Contents

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Shape-Aided Similar Day Selection Method for Short Term

Load Forecasting . . . . 195 Miwei Shi and Xing He

Analysis of Online Learning Behavior Based

on Multi-dimensional Features. . . . 203 Qian Li, Xianting Tang, Zuoxin Xi, Yu Wang, and Qiumei Pu

Knowledge-Graph-Aware Recommendation in Movie Domain. . . . 211 Yingying Cai, Xiali Li, Licheng Wu, and Qian Li

Research on Risk Management of Petrochemical Supply Chain

Based on Network Dynamic Evolution Model . . . . 219 Chang-chun Pan, Xiaohao Huang, and Weiqi Sun

Characteristic Model-Based Adaptive Control for Spacecraft

Rendezvous and Proximity Operations. . . . 228 Yao Lu and Yingmin Jia

Deep Convolutional Neural Network for Reproductive Performance

Selection in Rooster Breeding. . . . 237 Yiping Sun, Xuhong Lin, Yifei Chen, and AiQiao Liu

Visual Detection of Parkinson’s Disease via Facial

Features Recognition . . . . 249 Xinyao Hou, Shengmei Qin, and Jianbo Su

Graph-Based Network for Depth Completion

with Ground Completion . . . . 258 Siyuan Chen and Zhuohua Duan

A Novel Partial Decoupling Control for Three-Tank Liquid

Level System . . . . 266 Tao Xu, Haisheng Yu, and Jinpeng Yu

Unsupervised Learning for Wafer Surface Defect

Pattern Recognition . . . . 275 Sheng Geng, Huaping Liu, Feng Wang, Shimin Zhao, and Hu Liu

Research on Civil Aviation Passenger Question Intention

Recognition Based on Text Classification Method of Self-attention

and Deep Neural Network . . . . 286 Henglei Lou, Huimin Zhao, and Wu Deng

Predicting MMSE Score from Finger-Tapping Measurement . . . . 294 Jian Ma

Average Compensation Control of Multiple Motors Based on Sliding

Mode and Port-Controlled Hamiltonian. . . . 305 Zhihao He, Haisheng Yu, Yuliang Shang, Kejia Yan, and Congcong Yue

Contents vii

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Cooperative Control of Backstepping Neural Network

and Port-Controlled Hamiltonian for Robot System . . . . 315 Yuliang Shang, Haisheng Yu, Zhihao He, Congcong Yue, Kejia Yan,

and Anxing Liu

Guaranteed Cost Strategy for Hierarchical Game in Financial

Systems: LMIs-Constrained Method . . . . 324 Min Shi and Yuan Yuan

Salient Region Detection of Aerial Sea Detection Image Based

on Fusion Algorithm . . . . 333 Yi-chen Gai, Yan-li Han, Lei Peng, Xuyang Jiang, and Rui-xuan Wang

The Stochastic and Dynamic Vehicle Routing Problem:

A Literature Review. . . . 344 Jun Ma, Jihui Zhang, and Yiyun Guo

Algorithm of Gaussian Sum Based Cubature Kalman Filter

for Non-Gaussian Systems . . . . 352 Chen Qian, Qingwei Chen, Chengying Song, Caijuan Ji, and Huikun Pan

Real-Time Path Planning Algorithm for UAV Swarm on Complex

Terrain Based on Multi-objective Particle Swarm Optimization . . . . 364 Xiaorui Wu, Zhen Xu, Qingwei Chen, Zhuo Huang, and Rui Zhang

Multi-object Tracking Using Hidden Markov Model

with SIFT Feature . . . . 375 Yibo Liu and Zhenghao Xi

Driving Signal Judgment of Track Circuit Based

on Neural Network. . . . 383 Jiao Lu, Jingli Wu, Zhiao Jia, Zeyuan Liu, and Jianli Yu

Electromyographic Signal Based Dynamic Hand Gesture

Recognition Using Transfer Learning . . . . 389 Shouan Song, Lei Yang, Benyan Huo, Man Wu, Yanhong Liu,

and Hongnian Yu

Current-Constrained Control for PMSM Based on Port-Controlled

Hamiltonion System and Deep Deterministic Policy Gradient . . . . 398 Min Wang, Qi Wang, Bing Chu, and Yanhong Liu

Investigation on Metasurface for Dual-Band RF Energy Harvesting

Without Mutual Interference . . . . 406 Daoheng Zhu, Zhiqiang Li, Dongyang Fu, Hua Xiao, and Xiaokun Yang

A GA Optimized LightGBM Algorithm for Obesity Classification. . . . . 417 Xuhong Lin, Yiping Sun, Yifei Chen, Wenwen Gong, Yawei Wang,

and Xiang’nan Zhang

viii Contents

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Crack Segmentation Based on Improved YOLACT++ Algorithm . . . . . 425 Huixuan Fu, Dan Meng, Wenjie Wu, and Yuchao Wang

Semi-supervised Deep Metric GCN Based on Contrastive Learning

for Remote Sensing Image Characterization . . . . 433 Xiaoxin Feng, Zijian Wang, Xuyi Qiu, Zhiri Tang, and Qi Wu

Error Compensation Analysis of Three-Axis Magnetic Sensor Based

on M-estimation. . . . 441 Huikun Pan and Qingwei Chen

Social Contagions with Feature of Differential Choice

on Dual Network . . . . 453 Li Wang and Yu Wu

Fast Text Classification by Leveraging Class Feature Words. . . . 463 Bowen Yu, Junping Du, Yingxia Shao, Ang Li, and Xin Xu

A Survey: Limited Data Problem and Strategy

of Reinforcement Learning. . . . 471 Zhe Yang, Fengge Wu, and Junsuo Zhao

Novel Trajectory Planning Method Based on Double Quaternion

and Tau Theory. . . . 482 Zhiqiang Wang, Jinzhu Peng, Mengchao Dong, Shouan Song, Shuai Ding,

and Yanhong Liu

Vision and EMG Information Fusion Based on DS Evidence Theory

for Gesture Recognition. . . . 492 Mengchao Dong, Jinzhu Peng, Shuai Ding, and Zhiqiang Wang

Design of Variable Structure Controller and Its Application

in Rejection Platform Servo System. . . . 502 Yang Lei, Jing Xu, Bin Liu, Hongmei Xing, and Na Zhang

Deep Reinforcement Learning-Based LSTM Model for Traffic Flow

Forecasting in Internet of Vehicles. . . . 515 Zekuan Chen, Xiong Luo, Ting Wang, Weiping Wang, and Wenbing Zhao

Observer-Based Adaptive Sliding Mode Control for Soft Actuators

with Input Constraints. . . . 524 Guizhou Cao, Huige Shi, Dawei Xia, Yi Zheng, Yanhong Liu,

and Hongnian Yu

Nonlinear Disturbance Observer-Based Sliding-Mode Geometric

Controller for Fully-Actuated Hexarotor . . . . 534 Yuanhao Li, Yu Zhang, Yongliang Lin, and Jiayan Wan

Multi-robot Cooperate Region Coverage Search Algorithm Based

on Distributed Control. . . . 546 Bo Chen, Wenli Zhang, Fangfang Zhang, Jianbin Xin, and Yanhong Liu

Contents ix

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Survey of Action Recognition Based on Attention Mechanism. . . . 555 Zhixuan Wu, Nan Ma, Yongqiang Yao, and Guoping Zhang

Intention Enhanced Dual Heterogeneous Graph Attention Network

for Sequential Recommendation. . . . 564 Yongyu Zhou, Dandan Song, Lejian Liao, and Heyan Huang

Neighborhood Rough Set Reduction with Improved Mayfly

Optimization Algorithm. . . . 580 Lijuan Shi, Zhou Feng, Yiyu Sang, Xinlin Xie, and Xinying Xu

Bio-inspired Multi-agent Model and Optimization Strategy

for Collaborative Aerial Transport . . . . 591 Kangyao Huang, Jingyu Chen, John Oyekan, and Xinyu Zhang

Magnetostrictive Tactile Sensor Array for Robotic Grasping. . . . 599 Xuan Zhao, Bowen Wang, Shaoyang Gao, Shasha Liu, Yuanye Zhang,

and Ling Weng

CL-GCN: Malware Familial Similarity Calculation Based on GCN

and Topic Model . . . . 607 Liang Liu, Yusen Wang, Shan Liao, Yang Tan, Kai Liu, and Lei Zhang

Asynchronous Distributed Proximal Policy Optimization Training

Framework Based on GPU. . . . 618 Chen Youlve, Bi Kaiyun, and Liu Zhaoyang

DOA Estimation of Underwater Object Based on Cross-Spectrum

Deconvolution Algorithm . . . . 627 Shan Zhong, Lingji Xu, Haozhang Yang, and Peng Xiao

Map Construction Fusing Environmental Information

and Motion Constraints . . . . 637 Na Sun, Zhengqiang Fan, Quan Qiu, Tao Li, and Chunjiang Zhao

A Method of Source Code Authorship Attribution Based on Graph

Neural Network . . . . 645 Dixiao Guo, Anmin Zhou, Liang Liu, Shan Liao, and Lei Zhang

A Traffic Video Completion Model Based on Generative

Adversarial Networks. . . . 658 Lan Wu, Han Wang, Tian Gao, Binquan Li, and Fanshi Kong

Shanghai-Style Realistic Style Watercolor Painting Style Transfer

by Using RSIM Evaluation . . . . 670 Rongrong Fu, Yuanyuan Wang, Jiajun Lin, Ruiyang Fan, and Han Zhao

A Feature Selection Approach Based on Improved Binary Coyote

Optimization Algorithm. . . . 683 Zhicheng Zhang and Jianqin Yin

x Contents

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A Lightweight Model Based on Co-segmentation Attention

for Occluded Person Re-identification . . . . 692 Haofeng Meng and Qingjie Zhao

DWTA-Unet: Concrete Crack Segmentation Based on Discrete

Wavelet Transform and Unet. . . . 702 Guiyi Yang, Peng Geng, Hongtao Ma, Jianhua Liu, and Jun Luo

Design of a Geospatial Knowledge Graph for Thematic Facilities . . . . . 711 Hui Zhang, Zhanji Wei, and Pei Yang

Author Index. . . . 721

Contents xi

References

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