Machine Learning for RF Fingerprinting Extraction
and Identification of Soft-Defined Radio Devices . . . . . . . . . . . . . . . . . . 189
Su Hu, Pei Wang, Yaping Peng, Di Lin, Yuan Gao, Jiang Cao, and Bin Yu
Analysis on Suppression of Echo Signal of Target Body
and Translation in Micro-Doppler Signal Processing . . . . . . . . . . . . . . . 205
Tang Bo, and Sun Qiang
Weighted Least Square Support Vector Regression Method
with GGP-Based Sequential Sampling . . . . . . . . . . . . . . . . . . . . . . . . . . 212
Yang Guo, Jiang Cao, Qi Ouyang, and Shaochi Cheng
Data Stream Adaptive Partitioning of Sliding Window
Based on Gaussian Restricted Boltzmann Machine . . . . . . . . . . . . . . . . 220
Wei Wang, and Mengjun Zhang
Intrusion Detection Based on Convolutional Neural Network
in Complex Network Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 229
Yunfeng Zhou, Xuezhang Zhu, Su Hu, Di Lin, and Yuan Gao
Application of Neural Network in Performance Evaluation
of Satellite Communication System: Review and Prospect . . . . . . . . . . . 239
Shaochi Cheng, Yuan Gao, Jiang Cao, Yang Guo, Yanchang Du,
and Su Hu
Construction of Marine Target Detection Dataset for Intelligent
Radar Application . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 245
Hao Ding, Ningbo Liu, Wei Zhou, Yonghua Xue, and Jian Guan
Pedestrian Retrieval Using Valuable Absence Augmentation . . . . . . . . . 254
Xiaolong Hao, Shuang Liu, Zhong Zhang, and Tariq S. Durrani
An End-to-End Neural Network Model for Blood Pressure Estimation
Using PPG Signal . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 262
Cuicui Wang, Fan Yang, Xueguang Yuan, Yangan Zhang,
Kunliang Chang, and Zhengyang Li
Concept Drift Detection Based on Kolmogorov–Smirnov Test . . . . . . . . 273
Zhixiong Wang, and Wei Wang
Millimeter-Wave Beamforming of UAV Communications
for Small Cell Coverage . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 281
Weizhi Zhong, Lei Wang, Qiuming Zhu, Xiaomin Chen,
and Jianjiang Zhou
The Feasibility Analysis of the Application of Ensemble Learning
to Operational Assistant Decision-Making . . . . . . . . . . . . . . . . . . . . . . . 289
Xiang Wei, and Xueman Fan
Contents
vii
and Identification of Soft-Defined Radio Devices . . . . . . . . . . . . . . . . . . 189
Su Hu, Pei Wang, Yaping Peng, Di Lin, Yuan Gao, Jiang Cao, and Bin Yu
Analysis on Suppression of Echo Signal of Target Body
and Translation in Micro-Doppler Signal Processing . . . . . . . . . . . . . . . 205
Tang Bo, and Sun Qiang
Weighted Least Square Support Vector Regression Method
with GGP-Based Sequential Sampling . . . . . . . . . . . . . . . . . . . . . . . . . . 212
Yang Guo, Jiang Cao, Qi Ouyang, and Shaochi Cheng
Data Stream Adaptive Partitioning of Sliding Window
Based on Gaussian Restricted Boltzmann Machine . . . . . . . . . . . . . . . . 220
Wei Wang, and Mengjun Zhang
Intrusion Detection Based on Convolutional Neural Network
in Complex Network Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 229
Yunfeng Zhou, Xuezhang Zhu, Su Hu, Di Lin, and Yuan Gao
Application of Neural Network in Performance Evaluation
of Satellite Communication System: Review and Prospect . . . . . . . . . . . 239
Shaochi Cheng, Yuan Gao, Jiang Cao, Yang Guo, Yanchang Du,
and Su Hu
Construction of Marine Target Detection Dataset for Intelligent
Radar Application . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 245
Hao Ding, Ningbo Liu, Wei Zhou, Yonghua Xue, and Jian Guan
Pedestrian Retrieval Using Valuable Absence Augmentation . . . . . . . . . 254
Xiaolong Hao, Shuang Liu, Zhong Zhang, and Tariq S. Durrani
An End-to-End Neural Network Model for Blood Pressure Estimation
Using PPG Signal . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 262
Cuicui Wang, Fan Yang, Xueguang Yuan, Yangan Zhang,
Kunliang Chang, and Zhengyang Li
Concept Drift Detection Based on Kolmogorov–Smirnov Test . . . . . . . . 273
Zhixiong Wang, and Wei Wang
Millimeter-Wave Beamforming of UAV Communications
for Small Cell Coverage . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 281
Weizhi Zhong, Lei Wang, Qiuming Zhu, Xiaomin Chen,
and Jianjiang Zhou
The Feasibility Analysis of the Application of Ensemble Learning
to Operational Assistant Decision-Making . . . . . . . . . . . . . . . . . . . . . . . 289
Xiang Wei, and Xueman Fan
Contents
vii