오일쿨러의 상태공간모델에 기반한 Robust LQG 제어
- Alternative Title
- Robust Linear Quadratic Gaussian Control for an Oil Cooler Based on a State Space Model
- Abstract
- Recently, high speed and high precision are required in machine tools to promote efficiency of them. However, the high speed causes unintended deterioration of accuracy due to harmful thermal displacement. Therefore, the machine tools need a variable speed oil cooler system to eliminate noxious thermal load immediately and to save energy.
The variable speed oil cooler system is basically multi-variable control system that controls oil outlet temperature and superheat simultaneously. Many control manners for the variable speed oil cooler system have been suggested during a recent decade. Actually, artificial intelligence techniques such as a fuzzy logic control are desirable methods for nonlinear system like the oil cooler system to obtain favorable control performance and robustness. However, they don't give any useful systematic information to analyze dynamics of the controlled system. A PID controller is the most preferred type among suggested controllers for variable speed refrigeration system because of simple design and fairly good control performance. However, It requires an exact transfer function model between input variables and output variables. Besides, obtaining an accurate transfer function model is very difficult because it is mainly built by the perturbation method in a thermal equilibrium state of the refrigeration system. Moreover, the PID logic does not assure optimum control performance because of strong inherent nonlinearity of the system and noises even though we got the transfer function model. Furthermore, the PID controller can hardly solve the interference problem between controlled variables, oil outlet temperature and superheat. Hence, the PID technique is not the best policy for the oil cooler control system which has some process and measurement noises. Thus, the robust linear quadratic Gaussian (LQG) controller design is desirable for the oil cooler system to establish high-efficiency control performance and strong robustness.
In this paper, the LQG controller design method based on a state space model is presented to improve control performance of a refrigeration cycle under process noise and measurement noise. First, a state-space model of the oil cooler is derived as a 4th system equation by several governed equations and some assumptions based on a moving boundary model. Next, the LQG controller is designed by the linear quadratic regulator (LQR) gain and the Kalman gain to minimize an evaluation function and influence of noises individually. Two gains can be independently determined by each the Riccati equation using the separation theorem. If weighting matrices of the evaluation function are set to satisfy desired control performance and input energy condition, the LQR gain are determined conclusively by a designer. Finally, The validity of the proposed design method is proven by some computer simulations and real experiments. Some experimental results of the proposed design method and PI controller were compared to reveal feasibility of the proposed method.
- Author(s)
- 권태은
- Issued Date
- 2017
- Awarded Date
- 2017. 2
- Type
- Dissertation
- Keyword
- Robust LQG control State space model Oil cooler
- Publisher
- 부경대학교 대학원
- URI
- https://repository.pknu.ac.kr:8443/handle/2021.oak/13746
http://pknu.dcollection.net/jsp/common/DcLoOrgPer.jsp?sItemId=000002332536
- Affiliation
- 부경대학교 대학원
- Department
- 대학원 냉동공조공학과
- Advisor
- 정석권
- Table Of Contents
- 제1장 서 론 1
1.1 연구 목적 1
1.2 연구 내용 3
제2장 냉동사이클의 CVS 방식과 제어법 5
2.1 냉동사이클의 CVS 방식 5
2.2 냉동사이클의 제어법 6
제3장 오일쿨러의 상태공간 모델링 7
3.1 상태방정식 모델링 7
3.1.1 응축기 모델링 8
3.1.2 증발기 모델링 13
3.1.3 압축기 모델링 17
3.1.4 전자식 팽창밸브 모델링 18
3.2 모델의 선형화 및 저차원화 19
3.3 출력방정식 모델링 20
제4장 Robust LQG 제어기 설계 23
4.1 가제어성과 가관측성 확인 23
4.2 LQR 제어기 설계 24
4.3 칼만필터 상태관측기 설계 28
제5장 시뮬레이션 결과 및 고찰 33
5.1 상태공간 모델의 타당성 검증 33
5.2 LQG 제어기 성능 분석 39
5.3 칼만필터 상태관측기 성능 분석 44
제6장 실험 결과 및 고찰 47
6.1 실험 장치 및 방법 47
6.2 LQG 제어기 성능 검증 49
6.2.1 기동 실험 49
6.2.2 열부하 변동 실험 51
6.2.3 평가함수의 가중치 변동 실험 53
6.2.4 PI 제어기와의 제어성능 상호 비교 56
제7장 결 론 58
참고문헌 60
Appendix 63
학술대회 발표 및 학술지 게재 논문 목록 100
감사의 글 101
- Degree
- Master
-
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