| Residential College | false |
| Status | 已發表Published |
| Multiple-fault Diagnosis of Car Engines Using Fuzzy Sparse Bayesian Extreme Learning Machine | |
Wong, Pak Kin 
| |
| 2016-12-01 | |
| Source Publication | International Journal of Mechanical Systems Engineering
 |
| ISSN | 2455-7412 |
| Volume | 2Issue:116Pages:1-6 |
| Contribution Rank | 1 |
| Abstract | For any faults of car engines, the diagnosis can be performed based on variety of symptoms. Traditionally, the description of the faulty symptom is just existence or not. However, this descriptioncannot lead to a high accuracy because the symptom sometimes appears in different degrees. Terefore, a knowledge representation method which could precisely reflect the nature of the symptom is necessary. In this paper, the fuzzy logic is firstly applied to quantify the degrees and uncertainties of symptoms. A probabilistic classification system is then constructed by using the fuzzifed symptoms and a new technique, namely, Fuzzy Sparse Bayesian Extreme Learning Machine (FSBELM).Moreover, both Fuzzy Probabilistic Neural Network (FPNN) and Fuzzy Probabilistic Support Vector Machine (FPSVM) are used to respectively construct similar classification systems for comparison with FSBELM. Experimental results show that FSBELM produces better performance than FPNN and FPSVM in terms of diagnostic accuracy and computational time. |
| Keyword | Fuzzy Sparse Bayesian Extreme Learning Machine Multi-fault Dagnosis Car Engines |
| DOI | 10.15344/2455-7412/2016/116 |
| Indexed By | 其他Other |
| Language | 英語English |
| Fulltext Access | |
| Citation statistics | |
| Document Type | Journal article |
| Collection | DEPARTMENT OF ELECTROMECHANICAL ENGINEERING |
| Corresponding Author | Wong, Pak Kin |
| Affiliation | University of Macau |
| First Author Affilication | University of Macau |
| Corresponding Author Affilication | University of Macau |
| Recommended Citation GB/T 7714 | Wong, Pak Kin. Multiple-fault Diagnosis of Car Engines Using Fuzzy Sparse Bayesian Extreme Learning Machine[J]. International Journal of Mechanical Systems Engineering, 2016, 2(116), 1-6. |
| APA | Wong, Pak Kin.(2016). Multiple-fault Diagnosis of Car Engines Using Fuzzy Sparse Bayesian Extreme Learning Machine. International Journal of Mechanical Systems Engineering, 2(116), 1-6. |
| MLA | Wong, Pak Kin."Multiple-fault Diagnosis of Car Engines Using Fuzzy Sparse Bayesian Extreme Learning Machine".International Journal of Mechanical Systems Engineering 2.116(2016):1-6. |
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