Design Optimization of Chute Structure Based on E-SVR Surrogate Model Article Swipe
Xiaoke Li
,
Qianlong Jiang
,
Yu Long
,
Zhenzhong Chen
,
Wenbo Zhao
,
Wuyi Ming
,
Yang Cao
,
Jun Ma
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3390/met13030635
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3390/met13030635
To reduce the wear and damage of the chute caused by long-term impact of coke, a structure parameter optimization model was established in this paper, which takes the minimum impact force as the objective and the coke-conveying speed as the constraint. Furthermore, the ensemble of support vector regression (E-SVR) with different kernel functions was developed to replace the implicit relationship between the conveying speed, the impact force, and the structure parameters. Using the numerical examples, the effectiveness of the E-SVR model was verified. Finally, the optimal chute structure parameters were obtained by using the E-SVR model. After optimization, the maximum impact force was reduced by 17.07% and the maximum conveying speed was reduced by 6.59%, which still falls within the specified range. Therefore, the feasibility of the optimization results and the effectiveness of the E-SVR surrogate model were verified.
Related Topics
Concepts
Surrogate model
Support vector machine
Range (aeronautics)
Computer science
Constraint (computer-aided design)
Kernel (algebra)
Mathematics
Mathematical optimization
Control theory (sociology)
Engineering
Artificial intelligence
Mechanical engineering
Combinatorics
Control (management)
Aerospace engineering
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.3390/met13030635
- https://www.mdpi.com/2075-4701/13/3/635/pdf?version=1679491771
- OA Status
- gold
- Cited By
- 2
- References
- 31
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4360615144
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4360615144Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.3390/met13030635Digital Object Identifier
- Title
-
Design Optimization of Chute Structure Based on E-SVR Surrogate ModelWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-03-22Full publication date if available
- Authors
-
Xiaoke Li, Qianlong Jiang, Yu Long, Zhenzhong Chen, Wenbo Zhao, Wuyi Ming, Yang Cao, Jun MaList of authors in order
- Landing page
-
https://doi.org/10.3390/met13030635Publisher landing page
- PDF URL
-
https://www.mdpi.com/2075-4701/13/3/635/pdf?version=1679491771Direct link to full text PDF
- Open access
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YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://www.mdpi.com/2075-4701/13/3/635/pdf?version=1679491771Direct OA link when available
- Concepts
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Surrogate model, Support vector machine, Range (aeronautics), Computer science, Constraint (computer-aided design), Kernel (algebra), Mathematics, Mathematical optimization, Control theory (sociology), Engineering, Artificial intelligence, Mechanical engineering, Combinatorics, Control (management), Aerospace engineeringTop concepts (fields/topics) attached by OpenAlex
- Cited by
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2Total citation count in OpenAlex
- Citations by year (recent)
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2024: 2Per-year citation counts (last 5 years)
- References (count)
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31Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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