Wireless Condition Monitoring System for Fault Diagnosis of Rotating Machinery: Development and Application
- Alternative Title
- 회전 기계의 결함 진단을 위한 무선 상태 감시 시스템: 개발과 응용
- Abstract
- A condition monitoring for rotary machinery is generically defined as the behavior of physical structures and processes give valuable information about their condition and performance. This information can be used to improve safety, reliability and performance of the monitored physical structure. Complex systems of today require efficient and intelligent monitoring strategies which will help forming cause-effect relations between certain variables and problems. Wireless sensing is a promising technology for monitoring applications due to its advantages, e.g., in installation times and costs.
The benefits of installing a monitoring system in a structure are multiple, which include opportunities to assess the health of the structural system over its expected lifespan. Using available technologies from the marketplace, a low cost alternative to traditional wire-based sensing systems has been developed. The introduction of wireless communications is of paramount importance because it significantly reduces the cost associated with installation and maintenance of wire-based monitoring systems. In addition, efficient data transfer is supported between sensing units through wireless peer-to-peer communications. A wireless modem on the 2.4 GHz radio band serves as the wireless communication channel between hardware system and software system. Using spread spectrum encoding techniques, reliable communications of up to 500m was attained.
3D feature monitoring methods can reduce a dimension in multi-state will serve as a catalyst for variety sensor adoption of health monitoring and diagnostic engineering. In order to assess the status of machines, vibration is an effective parameter that indicates a dynamic behavior response but not to all. In large-scale monitoring, the reductions of the dimension of the signal are essential to a diagnostic and assessment engineering. In this regard, 3D feature supplies a good ability for the scale reduction and feature extract method. Furthermore, the system being developed will be utilized gathering information from physical layer.
Many systems were successfully implemented over the last decade. However these systems are often hard to use and designed for a signal acquisition purpose.
In this thesis, a wireless monitoring system is developed and it can be defined as a real-time and on-line monitoring system to be used for multi-parameter monitoring of physical structure and processes. A real-time monitoring application has characteristics such as flexibility and reliability. Proposed 3D feature monitoring confirmed through application case.
- Author(s)
- Minchan Shim
- Issued Date
- 2012
- Awarded Date
- 2012. 2
- Type
- Dissertation
- Keyword
- Wireless Sensor Fault Diagnosis Rotating Machinery Fault Detection Vibration Measurement System MEMS Sensor
- Publisher
- Pukyong National University
- URI
- https://repository.pknu.ac.kr:8443/handle/2021.oak/8914
http://pknu.dcollection.net/jsp/common/DcLoOrgPer.jsp?sItemId=000001965881
- Department
- 대학원 메카트로닉스공학과
- Advisor
- Bosuk Yang
- Table Of Contents
- List of figures iv
List of tables ix
List of abbreviations xi
Abstract xiii
I. Introduction 1
1.1 Technical, economic and social background 1
1.2 Related research and development products 6
1.3 Aims and objectives 6
1.4 Contributions 7
Reference 9
II. Wireless Transmitter Design 11
2.1 Monitoring strategies 11
2.1.1 Wireless vs. wired monitoring 11
2.1.2 Real-time vs. on-line monitoring 11
2.2 Real-time wireless transmitter 14
2.2.1 Data acquisition module 19
2.2.2 Wireless communications 27
2.2.3 Unit packaging 35
2.2.4 Power source and operational life 37
2.3 On-line wireless transmitter 39
2.3.1 MEMS sensor & DAQ module 41
2.4 Summary 44
Reference 45
III. Base Station Design 47
3.1 The software development chain 47
3.2 Signal processing module 49
3.2.1 The A/D converter module 51
3.2.2 Signal processing 57
3.3 Data-driven monitoring strategy 61
3.3.1 Feature and feature calculation 62
3.3.2 Feature extraction 65
3.4 Summary 66
Reference 66
IV. Wireless Monitoring System Validation 69
4.1 Validation of sensing transducers 70
4.1.1 MEMS-based accelerometers 71
4.1.2 MEMS-based current sensor 74
4.2 Validation of acquisition systems 77
4.2.1 Filter response test 77
4.2.2 Calibration test: DC response 79
4.2.3 Exciting test 82
4.3 Laboratory-based validation test 85
4.3.1 Validation test for wireless communications 89
4.3.2 Wireless AP test setup 90
4.3.3 Acquisition validation under WLAN 93
4.4 Summary 96
Reference 97
V. Application Study for Proposed System 99
5.1 CMS engineering for cold rolling mill 99
5.1.1 Review of vibration phenomena on mill machine 100
5.1.2 Monitoring of rolling mill simulator 103
5.1.3 Detection of chatter vibration 111
5.2 Structure health monitoring for ship 112
5.2.1 Structural details of the ship 112
5.2.2 Measurement of shaft speed 120
5.3 Monitoring for water pump station 127
5.3.1 Water pump station 127
5.3.2 The CMS system operation 134
Reference 140
VI. Conclusion and Future Work 143
6.1 Wireless structural monitoring 143
6.2 Future work 145
국문요약 147
Acknowledge 151
- Degree
- Doctor
-
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