Utilizing Artificial Neural Network for Load Prediction Caused by Fluid Sloshing in Tanks
In this research, neural network models were used to predict the action of sloshing phenomena in a tank containing fluid under harmonic excitation. A new methodology is proposed in this analysis to test and simulate fluid sloshing behavior in the tank. The sloshing behavior was first modeled using t...
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| Format: | Article |
| Language: | English |
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Wiley
2021-01-01
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| Series: | Geofluids |
| Online Access: | http://dx.doi.org/10.1155/2021/3537542 |
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| _version_ | 1832549170700877824 |
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| author | Hossein Goudarzvand Chegini Gholamreza Zarepour |
| author_facet | Hossein Goudarzvand Chegini Gholamreza Zarepour |
| author_sort | Hossein Goudarzvand Chegini |
| collection | DOAJ |
| description | In this research, neural network models were used to predict the action of sloshing phenomena in a tank containing fluid under harmonic excitation. A new methodology is proposed in this analysis to test and simulate fluid sloshing behavior in the tank. The sloshing behavior was first modeled using the smooth particle hydrodynamics (SPH) method. The backpropagation of the error algorithm was then used to apply the two multilayer feed-forward neural networks and the recurrent neural network. The findings of the SPH process are employed in the training and testing of neural networks. Input neural network data include the tank position, velocity, and acceleration, neural output data, and fluid sloshing curve wave position. The findings of the neural networks were correlated with the experimental evidence provided in the literature. The findings revealed that neural networks can be used to predict fluid sloshing. |
| format | Article |
| id | doaj-art-7a425f44ee9e434fb9f8c0904f40dd4b |
| institution | Kabale University |
| issn | 1468-8115 1468-8123 |
| language | English |
| publishDate | 2021-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Geofluids |
| spelling | doaj-art-7a425f44ee9e434fb9f8c0904f40dd4b2025-02-03T06:11:58ZengWileyGeofluids1468-81151468-81232021-01-01202110.1155/2021/35375423537542Utilizing Artificial Neural Network for Load Prediction Caused by Fluid Sloshing in TanksHossein Goudarzvand Chegini0Gholamreza Zarepour1Department of Mechanical Engineering, University Campus 2, University of Guilan, Rasht 41447-84475, IranDepartment of Mechanical Engineering, University of Guilan, Rasht 51665-315, IranIn this research, neural network models were used to predict the action of sloshing phenomena in a tank containing fluid under harmonic excitation. A new methodology is proposed in this analysis to test and simulate fluid sloshing behavior in the tank. The sloshing behavior was first modeled using the smooth particle hydrodynamics (SPH) method. The backpropagation of the error algorithm was then used to apply the two multilayer feed-forward neural networks and the recurrent neural network. The findings of the SPH process are employed in the training and testing of neural networks. Input neural network data include the tank position, velocity, and acceleration, neural output data, and fluid sloshing curve wave position. The findings of the neural networks were correlated with the experimental evidence provided in the literature. The findings revealed that neural networks can be used to predict fluid sloshing.http://dx.doi.org/10.1155/2021/3537542 |
| spellingShingle | Hossein Goudarzvand Chegini Gholamreza Zarepour Utilizing Artificial Neural Network for Load Prediction Caused by Fluid Sloshing in Tanks Geofluids |
| title | Utilizing Artificial Neural Network for Load Prediction Caused by Fluid Sloshing in Tanks |
| title_full | Utilizing Artificial Neural Network for Load Prediction Caused by Fluid Sloshing in Tanks |
| title_fullStr | Utilizing Artificial Neural Network for Load Prediction Caused by Fluid Sloshing in Tanks |
| title_full_unstemmed | Utilizing Artificial Neural Network for Load Prediction Caused by Fluid Sloshing in Tanks |
| title_short | Utilizing Artificial Neural Network for Load Prediction Caused by Fluid Sloshing in Tanks |
| title_sort | utilizing artificial neural network for load prediction caused by fluid sloshing in tanks |
| url | http://dx.doi.org/10.1155/2021/3537542 |
| work_keys_str_mv | AT hosseingoudarzvandchegini utilizingartificialneuralnetworkforloadpredictioncausedbyfluidsloshingintanks AT gholamrezazarepour utilizingartificialneuralnetworkforloadpredictioncausedbyfluidsloshingintanks |