DC Field | Value | Language |
---|---|---|
dc.contributor.advisor | 박성욱 | - |
dc.contributor.author | Park, Ju-Hong | - |
dc.contributor.author | 박주홍 | - |
dc.date.accessioned | 2024-07-30T19:31:23Z | - |
dc.date.available | 2024-07-30T19:31:23Z | - |
dc.date.issued | 2024 | - |
dc.identifier.uri | http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=1096787&flag=dissertation | en_US |
dc.identifier.uri | http://hdl.handle.net/10203/321569 | - |
dc.description | 학위논문(석사) - 한국과학기술원 : 전기및전자공학부, 2024.2,[v, 56p :] | - |
dc.description.abstract | In recent years, the rapid technological development and ease of use of unmanned vehicles have led to their application in various fields and a growing market. However, due to the damage caused to private spaces and attacks on nationally important facilities by unmanned vehicles, the importance of detecting and classifying unmanned vehicles has increased. Over the past decade, there have been many studies on detecting and classifying unmanned vehicles. In this thesis, a mathematical model of the characteristics of unmanned vehicles is designed and a classification technique using it is presented. First, we present an algorithm for classifying unmanned vehicles and birds using support vector machines. It also presents an algorithm for the classification of unmanned vehicles and their distinction from birds using CNNs. Finally, we discuss the challenges of substation environments for UAV detection and suggest research needs. | - |
dc.language | eng | - |
dc.publisher | 한국과학기술원 | - |
dc.subject | 레이더 시스템▼a무인 이동체 구분▼a기계학습▼a서포트 벡터 머신▼a합성곱 신경망▼a데이터 증강 | - |
dc.subject | Radar system▼aUAV classification▼aMachine-learning▼aSupport vector machine▼aConvolutional neural network▼aData augmentation | - |
dc.title | LFM pulse radar-based uav detection and classification using machine learning and data augmentation to improve performance | - |
dc.title.alternative | 머신 러닝을 이용한 LFM 펄스 레이더 기반의 무인 이동체의 탐지 및 분류와 데이터 증강을 통한 성능 향상 | - |
dc.type | Thesis(Master) | - |
dc.identifier.CNRN | 325007 | - |
dc.description.department | 한국과학기술원 :전기및전자공학부, | - |
dc.contributor.alternativeauthor | Park, Seong-Ook | - |
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