Object Classification of UWB Responses Using ST-CNN

被引：0

作者：

Ko, Seok-Kap ^{[1
]}

Lee, Byung-Tak ^{[1
]}

机构：

[1] ETRI, Honam Res Ctr, Energy Syst Res Sect, Daejeon, South Korea

来源：

2016 INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY CONVERGENCE (ICTC 2016): TOWARDS SMARTER HYPER-CONNECTED WORLD | 2016年

关键词：

UWB; CNN; Machine Learning; Deep Learning; S-transform; classification;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

UWB response includes unique characteristics of reflecting objects. Because the response is the combination of many distortion, resonance, and multi-paths, the object classification of UWB response is difficult. In this paper, we propose an object classification method using S-transform and convolution neural network. S-transform converts time series data of UWB response to frequency-time domain which convolutional neural network can learn and classify.

引用

页码：794 / 796

页数：3

共 50 条

[21] Enhancing Object Mapping in SLAM using CNN
Singh, Rakesh
Kotecha, Radhika
Shethia, Karan
INTERNATIONAL JOURNAL OF NEXT-GENERATION COMPUTING, 2023, 14 (02): : 448 - 461
[22] Collective Artificial Intellegence Approach for the Problem of Object Classification with UWB GPR
Pryshchenko, Oleksandr
Dumin, Oleksandr
Plakhtii, Vadym
Shyrokorad, Dmytro
Pochanin, Gennadiy
2021 IEEE 26TH INTERNATIONAL SEMINAR/WORKSHOP ON DIRECT AND INVERSE PROBLEMS OF ELECTROMAGNETIC AND ACOUSTIC WAVE THEORY (DIPED), 2021, : 185 - 190
[23] BRAIN TUMOR CLASSIFICATION USING CNN
Sharma, Neha
Jain, Mradul Kumar
Nirvikar
Agarwal, Amit Kumar
ADVANCES AND APPLICATIONS IN MATHEMATICAL SCIENCES, 2021, 20 (03): : 397 - 407
[24] Object based classification of high resolution remote sensing image using HRSVM-CNN classifier
Punitha, Poomani Alias M.
Sutha, J.
EUROPEAN JOURNAL OF REMOTE SENSING, 2020, 53 (sup1) : 16 - 30
[25] Chart Classification Using Siamese CNN
Bajic, Filip
Job, Josip
JOURNAL OF IMAGING, 2021, 7 (11)
[26] Fingerprint classification system using CNN
Nahar, Prateek
Chaudhari, N. S.
Tanwani, S. K.
MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (17) : 24515 - 24527
[27] Urban Sound Classification using CNN
Massoudi, Massoud
Verma, Siddhant
Jain, Riddhima
PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON INVENTIVE COMPUTATION TECHNOLOGIES (ICICT 2021), 2021, : 583 - 589
[28] Pointwise CNN for 3D Object Classification on Point Cloud
Song, Wei
Liu, Zishu
Tian, Yifei
Fong, Simon
JOURNAL OF INFORMATION PROCESSING SYSTEMS, 2021, 17 (04): : 787 - 800
[29] A Following System for a Specific Object Using a UWB System
Kim, Tae Gyun
Seo, Dong-Jin
Jou, Kang-Sic
2018 18TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS), 2018, : 958 - 960
[30] Robust Target Classification Using UWB Sensing
Bouza, Magdalena
Altieri, Andres
Galarza, Cecilia G.
IEEE ACCESS, 2023, 11 : 44267 - 44277

← 1 2 3 4 5 →