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Adaptive Neural Network Controller for Quadrotor with Two Degree of Freedom Robotic Arm : 쿼드로터 2자유도 로봇팔 시스템에 대한 인공신경망 기반 적응제어기 설계
DC Field | Value | Language |
---|---|---|
dc.contributor.advisor | 김유단 | - |
dc.contributor.author | 길근오 | - |
dc.date.accessioned | 2017-10-31T07:32:19Z | - |
dc.date.available | 2017-10-31T07:32:19Z | - |
dc.date.issued | 2017-08 | - |
dc.identifier.other | 000000145701 | - |
dc.identifier.uri | https://hdl.handle.net/10371/137332 | - |
dc.description | 학위논문 (석사)-- 서울대학교 대학원 공과대학 기계항공공학부, 2017. 8. 김유단. | - |
dc.description.abstract | Modeling of the quadrotor with a two degree-of-freedom robotic arm is performed, and baseline controller and adaptive controller are designed for the attitude control of the quadrotor. Newton-Euler dynamics and Articulated body dynamics are used to model the quadrotor with a robotic arm. For a case that a robotic arm in the quadrotor does not hold payload, a baseline controller is designed using sliding mode control scheme. If the robotic arm holds any unknown payload, then some moment is generated from the robot arm. The generated moment can be considered as uncertainty in the quadrotor system. To compensate the effects of the uncertainty, adaptive neural network controller is designed. Numerical simulation is performed to verify the performance of the proposed controller for a quadrotor system with uncertainty. | - |
dc.description.tableofcontents | 1 Introduction 1
1.1 Background 1 1.2 Related Research 2 1.3 Objective and Contents 4 1.4 Thesis Organization 5 2 Modeling of Quadrotor with 2-DOF Robotic Arm 6 2.1 Modeling of Robotic Arm with Fixed Base 7 2.2 Modeling of Quadrotor with a Robotic Arm 12 2.2.1 Preliminary 13 2.2.2 Dynamic Modeling 16 3 Controller Design of Quadrotor with Robotic Arm 21 3.1 Baseline Controller 1 : Quadrotor 23 3.2 Baseline Controller 2 : Robot Arm 29 3.3 Adaptive Controller using NN 30 4 Numerical Simulation 37 4.1 Simulation Environment 37 4.2 Simulation Results 41 4.2.1 Numerical Simulation of baseline controller 41 4.2.2 Numerical Simulation of adaptive NN controller 45 5 Conclusions 50 References 51 국문초록 54 | - |
dc.format | application/pdf | - |
dc.format.extent | 5357548 bytes | - |
dc.format.medium | application/pdf | - |
dc.language.iso | en | - |
dc.publisher | 서울대학교 대학원 | - |
dc.subject | Unknown payload | - |
dc.subject | Adaptive control | - |
dc.subject | Neural Network | - |
dc.subject | Quadrotor with a robotic arm | - |
dc.subject.ddc | 621 | - |
dc.title | Adaptive Neural Network Controller for Quadrotor with Two Degree of Freedom Robotic Arm | - |
dc.title.alternative | 쿼드로터 2자유도 로봇팔 시스템에 대한 인공신경망 기반 적응제어기 설계 | - |
dc.type | Thesis | - |
dc.contributor.AlternativeAuthor | Gil Keun O | - |
dc.description.degree | Master | - |
dc.contributor.affiliation | 공과대학 기계항공공학부 | - |
dc.date.awarded | 2017-08 | - |
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