共 39 条
Leakage Fault Diagnosis of Lifting and Lowering Hydraulic System of Wing-Assisted Ships Based on WPT-SVM
被引:8
作者:

Ma, Ranqi
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h-index: 0
机构:
Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Zhao, Haoyang
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h-index: 0
机构:
Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Wang, Kai
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h-index: 0
机构:
Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Zhang, Rui
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h-index: 0
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Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Hua, Yu
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h-index: 0
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Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Jiang, Baoshen
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Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Tian, Feng
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h-index: 0
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Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Ruan, Zhang
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h-index: 0
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Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Wang, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China

Huang, Lianzhong
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h-index: 0
机构:
Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China
机构:
[1] Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China
基金:
中国国家自然科学基金;
中国博士后科学基金;
关键词:
wing-assisted ships;
lifting and lowering hydraulic system;
leakage fault diagnosis;
WPT;
SVM;
WAVELET PACKET TRANSFORM;
FEATURES;
PSO;
D O I:
10.3390/jmse11010027
中图分类号:
U6 [水路运输];
P75 [海洋工程];
学科分类号:
0814 ;
081505 ;
0824 ;
082401 ;
摘要:
Wing-assisted technology is an effective way to reduce emissions and promote the decarbonization of the shipping industry. The lifting and lowering of wing-sail is usually driven by hydraulic system. Leakage, as an important failure form, directly affects the safety as well as the functioning of hydraulic system. To increase the system reliability and improve the wing-assisted effect, it is essential to conduct leakage fault diagnosis of lifting and lowering hydraulic system. In this paper, an AMESim simulation model of lifting and lowering hydraulic system of a Very Large Crude Carrier (VLCC) is established to analyze the operation characteristics of the hydraulic system. The effectiveness of the model is verified by the operation data of the actual hydraulic system. On this basis, a wavelet packet transform (WPT)-based sensitive feature extracting method of leakage fault for the hydraulic system is proposed. Subsequently, a support vector machine (SVM)-based multi-classification model and diagnosis method of leakage fault are proposed. The study results show that the proposed method has an accuracy of as high as 97.5% for six leakage fault modes. It is of great significance for ensuring the reliability of the wing-sail operation and improving the utilization rate of the offshore wind resources.
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页数:25
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- [31] An integrated collaborative decision-making method for optimizing energy consumption of sail-assisted ships towards low-carbon shipping[J]. OCEAN ENGINEERING, 2022, 266Wang, Kai论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaGuo, Xin论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaZhao, Junhao论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaMa, Ranqi论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaHuang, Lianzhong论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaTian, Feng论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaDong, Siyi论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaZhang, Peng论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaLiu, Chunlei论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaWang, Zhuang论文数: 0 引用数: 0 h-index: 0机构: Shanghai Jiao Tong Univ, Collaborat Innovat Ctr Adv Ship & Deep Sea Explora, Shanghai 200240, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China
- [32] Joint energy consumption optimization method for wing-diesel engine-powered hybrid ships towards a more energy-efficient shipping[J]. ENERGY, 2022, 245Wang, Kai论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaXue, Yu论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaXu, Hao论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaHuang, Lianzhong论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaMa, Ranqi论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaZhang, Peng论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaJiang, Xiaoli论文数: 0 引用数: 0 h-index: 0机构: Delft Univ Technol, Fac Mech Maritime & Mat Engn, Mekelweg 2, NL-2628 CD Delft, Netherlands Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaYuan, Yupeng论文数: 0 引用数: 0 h-index: 0机构: Univ Cambridge, Dept Engn, Cambridge CB3 0FA, England MOST, Natl Engn Res Ctr Water Transport Safety WTSC, Wuhan 430063, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaNegenborn, Rudy R.论文数: 0 引用数: 0 h-index: 0机构: Delft Univ Technol, Fac Mech Maritime & Mat Engn, Mekelweg 2, NL-2628 CD Delft, Netherlands Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R ChinaSun, Peiting论文数: 0 引用数: 0 h-index: 0机构: Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China
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- [34] Vibration signal fusion using improved empirical wavelet transform and variance contribution rate for weak fault detection of hydraulic pumps[J]. ISA TRANSACTIONS, 2020, 107 (107) : 385 - 401Yu, He论文数: 0 引用数: 0 h-index: 0机构: Army Engn Univ, Shijiazhuang 050003, Hebei, Peoples R China Army Engn Univ, Shijiazhuang 050003, Hebei, Peoples R ChinaLi, Hongru论文数: 0 引用数: 0 h-index: 0机构: Army Engn Univ, Shijiazhuang 050003, Hebei, Peoples R China Army Engn Univ, Shijiazhuang 050003, Hebei, Peoples R ChinaLi, Yaolong论文数: 0 引用数: 0 h-index: 0机构: Army Engn Univ, Shijiazhuang 050003, Hebei, Peoples R China Army Engn Univ, Shijiazhuang 050003, Hebei, Peoples R China
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- [36] A GOA-MSVM based strategy to achieve high fault identification accuracy for rotating machinery under different load conditions[J]. MEASUREMENT, 2020, 163Zhang, Jianqun论文数: 0 引用数: 0 h-index: 0机构: Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R China Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R ChinaZhang, Jun论文数: 0 引用数: 0 h-index: 0机构: Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R China Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R ChinaZhong, Min论文数: 0 引用数: 0 h-index: 0机构: Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R China Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R ChinaZheng, Jinde论文数: 0 引用数: 0 h-index: 0机构: Anhui Univ Technol, Sch Mech Engn, Maanshan 243032, Peoples R China Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R ChinaYao, Ligang论文数: 0 引用数: 0 h-index: 0机构: Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R China Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Peoples R China
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