2021 IEEE 4th International Conference on Big Data and Artificial Intelligence (BDAI 2021) - Qingdao, China 2 - 4 July 2021
←
→
Page content transcription
If your browser does not render page correctly, please read the page content below
2021 IEEE 4th International
Conference on Big Data and
Artificial Intelligence (BDAI 2021)
Qingdao, China
2 – 4 July 2021
IEEE Catalog Number: CFP21BDC-POD
ISBN: 978-1-6654-4843-7Copyright © 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: CFP21BDC-POD ISBN (Print-On-Demand): 978-1-6654-4843-7 ISBN (Online): 978-1-6654-1270-4 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
Table of Contents
2021 IEEE 4th International Conference on
Big Data and Artificial Intelligence
(BDAI 2021)
Preface…………………………………………………………………………………………………………………………………………………………………vi
Conference Committees………………………………………………………………………………………………………………………………..vii
Machine Learning
Grid Cell as Interface Representation between Animal Brains and Artificial Neural Networks ........................ 1
Songlin Li, Yangdong Deng, Zhihua Wang
A Comprehensive Review of Machine Learning in Multi-objective Optimization.................................................... 7
Ying Qu, Zheng Ma, Anders Clausen, Bo Nørregaard Jørgensen
A Comparative Evaluation of Predominant Deep Learning Quantified Stock Trading Strategies .................. 15
Haohan Zhang
XData: A General-purpose Unified Processing System for Data Analysis and Machine Learning .................. 26
Qing Guo, Zhuoheng LV, Qiushi Li, Jingang Li
Research on Parameter Selection of Multi-layer Kernel Extreme Learning Machine Based on Differential
Evolution.............................................................................................................................................................................................. 32
Min Yang, Lizhi Liu, Kaiwei Deng, Jie Liu
Predicting the Number of COVID-19 Cases Based on Deep Learning Methods...................................................... 37
Xiaoyuan Li, Juanjuan Wang, Changliang Li, Zhenlong Wang, Jingnan Zhang
Identification of Wild Mushroom Based on Ensemble Learning .................................................................................. 43
Hui Zhao, Fuhua Ge, Pengfei Yu, Haiyan Li
A Control Method for Aero-engine Based on Reinforcement Learning ..................................................................... 48
Zhen Yu, Pengfei Lin, Lijun Liu, Chunhui Zhu
Neural Network and Artificial Intelligence
A Hybrid Large Neighborhood Search for Solving the Unmanned Aerial Vehicle Routing Problem with
Multi-depot ......................................................................................................................................................................................... 52
Xiaohui Li, Lu Zhang, Peifan Li, Yi Zhao
Apply Artificial Neural Network to Solving Manpower Scheduling Problem ......................................................... 58
Tianyu Liu, Lingyu Zhang
A VND Enhanced NSGA-III Algorithm for Solving Multi-Objective Robotic Cell Scheduling Problem .......... 65
Xiaohui Li, Duo Gao, Yuandong Liu, Yi Zhao, Yuan Dong
iiiSound Event Detection with Speech Interference Using Convolutional Recurrent Neural Networks ......... 70
Tianyao Zhou, Zeming He, Runze Zhai, Xinzhou Xu
Research on Robot Autonomous Mapping Technology in Complex Environment Based on ROS.................. 75
Wenbin Zhang, Chengliang Zhanga, Xiaoxiao Niu, Shuaishuai Fu
Significant Wave Height Prediction based on Wavelet Graph Neural Network..................................................... 80
Delong Chen, Fan Liu, Zheqi Zhang, Xiaomin Lu, Zewen Li
Design and Simulation of Tracked Mobile Robot Path Planning .................................................................................. 86
Shuaishuai Fu, Chengliang Zhang, Wenbin Zhang, Xiaoxiao Niu
An Encoder-decoder Architecture with Graph Convolutional Networks for Abstractive Summarization .......
.................................................................................................................................................................................................................. 91
Qiao Yuan, Pin Ni, Junru Liu, Xiangzhi Tong, Hanzhe Lu, Gangmin Li, Steven Guan
Data Analysis and Intelligent Calculation
Urban Crime Trends Analysis and Occurrence Possibility Prediction based on Light Gradient Boosting
Machine ................................................................................................................................................................................................ 98
Xiangzhi Tong, Pin Ni, Qingge Li, QiAo Yuan, Junru Liu, Hanzhe Lu, Gangmin Li
Incremental Completion Algorithm Based on Traffic Big Data ................................................................................... 104
Jiangnan Wu, Hongmei Zhang, Yongmei Zhao, Hao Chen, HangZeng, Xiuyi Zhang
Multi-Task Fine-Tuning on BERT Using Spelling Errors Correction for Chinese Text Classification
Robustness ........................................................................................................................................................................................ 110
JunLi Xu, JiaHui Hao, XiMo Bian, XiaoMei Wang
An Intelligent Model for Solving Manpower Scheduling Problems........................................................................... 115
Lingyu Zhang, Tianyu Liu, Yunhai Wang
An Improved Unbalanced Data Classification Method Based on Hybrid Sampling Approach ....................... 125
Biru Xu, Wenjia Wang, Rui Yang, Qi Han
Based BERT-BiLSTM-ATT Model of Commodity Commentary on the Emotional Tendency Analysis ....... 130
Hao Ge, Shuang Zheng, Quanmin Wang
Constructing and Generating a Time-varying State-Space Vector against Cloud Service Event Interactions
................................................................................................................................................................................................................ 134
Yiyi Jiang, Xiaojian Li, Chunhe Xia, Hangping Hu, Zhen Zhang, Hailan Wang
Evaluation of Innovation Efficiency of Large Scale Industrial Enterprises Based on DEA Mode ................. 140
Shanshan Pei
Knowledge Base Management System for Ship Green Painting Design .................................................................. 145
Ziyan Liu, Guanglei Jiao, Jianmin Niu, Wenjuan Yu, Zuhua Jiang
Construction of Human Resource Ontology Model for Knowledge Graph ............................................................. 150
Su Zhang, Xuefeng Wang, Wenxin Lu, Yiwei Lu, Bangpeng Deng
Communication and Information System
Multi-time Scale Dispatch of Distribution Network and Multi-microgrid with Renewable Energy Access
................................................................................................................................................................................................................ 154
Yuwei Zhang, Jinxing Xiao, Jun Yang, Bingyan Xu, Rui Li, Yonghui Li, Jundong Wang
A Classification and Identification Technology of TLS Encrypted Traffic Applications.................................... 160
Yue Zhao, Yarang Yang, Yiru Niu, Kaijun Wu, Yao Hao, Hong Su, Qi Zhao
ivOptimization of Encrypted Communication Length Based on Generative Adversarial Network................. 165
Xiaowei Duan, Yiliang Han, Chao Wang, Huanhuan Ni
Super-Resolution for Music Signals Using Generative Adversarial Networks ..................................................... 171
Jinhui Dai, Yue Zhang, Pengcheng Xie, Xinzhou Xu
Research and Application of Knowledge Graph in Distribution Network Dispatching and Control Aided
Decision Making.............................................................................................................................................................................. 176
Jundong Wang, Yuwei Zhang, Jun Yang, Fuzhang Wu, Yangzhou Pei
Intelligent Image Processing and Application
Research on the Development of 3D Laser SLAM Technology.................................................................................... 181
Xiaoxiao Niu, Chengliang Zhang , Shuaishuai Fu, Wenbin Zhang
Finding Latent Relationships from Auxiliary Information for Tensor Completion ............................................ 186
Yuxuan Zou, Can An, Dehong Qiu
Research on Location of Chinese Handwritten Signature Based on EfficientDet................................................ 192
Wang Fazheng, Yu Yanwei, Ding Shuiyuan, Wang Zhihao, Wang Yibo, Song Yuanping
High SNR Processing for Low-Light Images ........................................................................................................................ 199
Wei Cao, Shi-Qian Wu, Rui-Ping Wang, Jia-Xin Wu, Gao-Xu Deng
Dual Graph Reasoning Unit for Brain Tumor Segmentation ........................................................................................ 204
Qihang Ma, Siyuan Zhou, Chengye Li, Feng Liu, Yan Liu, Yi Zhang
Long-tailed Recognition of Peach Leaf Diseases Images Based on Decoupling Representation and Classifier
................................................................................................................................................................................................................ 209
Wenjie Sun, Shaomin Mu, Chengmin Lei, Zhida Jia
Research on Recognition Technology of Low-Altitude Low- Speed and Small-Target Aircraft Based on
Block Diagonal Feature ................................................................................................................................................................ 214
Xue Xie, Shanshan Li, Jilin Wang
Hierarchical Automatic COVID-19 Detection via CT Scan Images ............................................................................. 219
Yuwei Zhang, Bob Zhang
The Mechanism of Orientation Detection Based on Dendritic Neuron.................................................................... 225
Xiliang Zhang, Yuki Todo, Cheng Tang, Zheng Tang
Attention-Based Octave Dense Network for Hyperspectral Image Denoising ..................................................... 230
Ziwen Kan, Suhang Li, Yi Zhang
Generative Adversarial Networks Using Neural Architecture Search for Semantic Image Segmentation .......
................................................................................................................................................................................................................ 236
Vayangi Vishmi Vishara Ganepola, Torin Wirasingha
Research on On-line Detection Method of Laser Weld Seam Super-thick Plate Groove .................................. 242
Tianhui Li, Chengliang Zhang, Bofeng Ding
Author Index ....................................................................................................................................................................................249
vYou can also read
