Prediction of MAG Welding Formation Based on Fuzzy Interpolation Reasoning
Welding is an important production and processing method in industrial production. Due to the uncertainty of its process and the complexity of its mechanism, it is challenging to construct an accurate welding process parameter model to describe it. Fuzzy interpolation reasoning is a valuable tool in...
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-06-01
|
| Series: | Applied Sciences |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2076-3417/13/13/7546 |
| _version_ | 1797592130571468800 |
|---|---|
| author | Zufu Pan Zhiqiang Feng Hao Yuan Xin Li |
| author_facet | Zufu Pan Zhiqiang Feng Hao Yuan Xin Li |
| author_sort | Zufu Pan |
| collection | DOAJ |
| description | Welding is an important production and processing method in industrial production. Due to the uncertainty of its process and the complexity of its mechanism, it is challenging to construct an accurate welding process parameter model to describe it. Fuzzy interpolation reasoning is a valuable tool in the realm of intelligent systems. It helps to reduce the complexity of fuzzy models and can be used for reasoning in fuzzy systems with sparse rule bases. This paper provides an interpolation reasoning method that combines fuzzy set distance and similarity. The proposed method is applied to welding forming predictions, and welding penetration is predicted by the given welding current and speed. The results show that the algorithm has high calculation accuracy. |
| first_indexed | 2024-03-11T01:47:06Z |
| format | Article |
| id | doaj.art-6b4541ebe58f4103aa7f3d4caa93b48e |
| institution | Directory Open Access Journal |
| issn | 2076-3417 |
| language | English |
| last_indexed | 2024-03-11T01:47:06Z |
| publishDate | 2023-06-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Applied Sciences |
| spelling | doaj.art-6b4541ebe58f4103aa7f3d4caa93b48e2023-11-18T16:08:02ZengMDPI AGApplied Sciences2076-34172023-06-011313754610.3390/app13137546Prediction of MAG Welding Formation Based on Fuzzy Interpolation ReasoningZufu Pan0Zhiqiang Feng1Hao Yuan2Xin Li3School of Mechanical Engineering, Guangxi University, Nanning 530004, ChinaGuangxi Key Laboratory of Ocean Engineering Equipment and Technology, Beibu Gulf University, Qinzhou 535011, ChinaGuangxi Key Laboratory of Ocean Engineering Equipment and Technology, Beibu Gulf University, Qinzhou 535011, ChinaGuangxi Key Laboratory of Ocean Engineering Equipment and Technology, Beibu Gulf University, Qinzhou 535011, ChinaWelding is an important production and processing method in industrial production. Due to the uncertainty of its process and the complexity of its mechanism, it is challenging to construct an accurate welding process parameter model to describe it. Fuzzy interpolation reasoning is a valuable tool in the realm of intelligent systems. It helps to reduce the complexity of fuzzy models and can be used for reasoning in fuzzy systems with sparse rule bases. This paper provides an interpolation reasoning method that combines fuzzy set distance and similarity. The proposed method is applied to welding forming predictions, and welding penetration is predicted by the given welding current and speed. The results show that the algorithm has high calculation accuracy.https://www.mdpi.com/2076-3417/13/13/7546fuzzy setinterpolation reasoning methodMAG weldingforming prediction |
| spellingShingle | Zufu Pan Zhiqiang Feng Hao Yuan Xin Li Prediction of MAG Welding Formation Based on Fuzzy Interpolation Reasoning Applied Sciences fuzzy set interpolation reasoning method MAG welding forming prediction |
| title | Prediction of MAG Welding Formation Based on Fuzzy Interpolation Reasoning |
| title_full | Prediction of MAG Welding Formation Based on Fuzzy Interpolation Reasoning |
| title_fullStr | Prediction of MAG Welding Formation Based on Fuzzy Interpolation Reasoning |
| title_full_unstemmed | Prediction of MAG Welding Formation Based on Fuzzy Interpolation Reasoning |
| title_short | Prediction of MAG Welding Formation Based on Fuzzy Interpolation Reasoning |
| title_sort | prediction of mag welding formation based on fuzzy interpolation reasoning |
| topic | fuzzy set interpolation reasoning method MAG welding forming prediction |
| url | https://www.mdpi.com/2076-3417/13/13/7546 |
| work_keys_str_mv | AT zufupan predictionofmagweldingformationbasedonfuzzyinterpolationreasoning AT zhiqiangfeng predictionofmagweldingformationbasedonfuzzyinterpolationreasoning AT haoyuan predictionofmagweldingformationbasedonfuzzyinterpolationreasoning AT xinli predictionofmagweldingformationbasedonfuzzyinterpolationreasoning |