Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River Dam
Ballast shaking is one of the most significant adverse effects of explosion operations in construction projects and surface mines, and in case of control, it will lead to extensive damage to the surrounding structure. Therefore, accurate prediction of these vibrations is essential in minimizing its...
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| Format: | Article |
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Assist. Prof. Dr. Roohollah Taherkhani
2017-08-01
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| Series: | مهندسی و مدیریت ساخت |
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| Online Access: | https://www.jecm.ir/article_156594_b8ec5db6089958a3de01f57816bb5797.pdf |
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| _version_ | 1850163760760619008 |
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| author | Mohammad reza Motahari Amin Vafaei |
| author_facet | Mohammad reza Motahari Amin Vafaei |
| author_sort | Mohammad reza Motahari |
| collection | DOAJ |
| description | Ballast shaking is one of the most significant adverse effects of explosion operations in construction projects and surface mines, and in case of control, it will lead to extensive damage to the surrounding structure. Therefore, accurate prediction of these vibrations is essential in minimizing its environmental effects. The goal of the current paper is to investigate and predict the results of the ballast operation on the Shur River dam structure. The application of the ANN as a powerful tool in predicting vibration generated from explosion operations has been studied. In addition to the ANN, experimental models have been used for this work. Different statistical criteria such as RMSE have been used to evaluate the performance of the proposed models in predicting vibrations. The results indicate that the values by the ANN are closer to real values and ANN has a much higher accuracy than other empirical models in predicting the vibration caused by the explosion operation. |
| format | Article |
| id | doaj-art-734e835373aa402fbebec2d03eae8a2f |
| institution | OA Journals |
| issn | 2538-1903 2538-2578 |
| language | fas |
| publishDate | 2017-08-01 |
| publisher | Assist. Prof. Dr. Roohollah Taherkhani |
| record_format | Article |
| series | مهندسی و مدیریت ساخت |
| spelling | doaj-art-734e835373aa402fbebec2d03eae8a2f2025-08-20T02:22:10ZfasAssist. Prof. Dr. Roohollah Taherkhaniمهندسی و مدیریت ساخت2538-19032538-25782017-08-01222731156594Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River DamMohammad reza Motahari0Amin Vafaei1Dept. of civil engineering, faculty of engineering, Arak University, Arak, IranMSC of Geotechnical Engineering, Islamic Azad University, Khomein Branch, Khomein, IranBallast shaking is one of the most significant adverse effects of explosion operations in construction projects and surface mines, and in case of control, it will lead to extensive damage to the surrounding structure. Therefore, accurate prediction of these vibrations is essential in minimizing its environmental effects. The goal of the current paper is to investigate and predict the results of the ballast operation on the Shur River dam structure. The application of the ANN as a powerful tool in predicting vibration generated from explosion operations has been studied. In addition to the ANN, experimental models have been used for this work. Different statistical criteria such as RMSE have been used to evaluate the performance of the proposed models in predicting vibrations. The results indicate that the values by the ANN are closer to real values and ANN has a much higher accuracy than other empirical models in predicting the vibration caused by the explosion operation.https://www.jecm.ir/article_156594_b8ec5db6089958a3de01f57816bb5797.pdfexplosion operationground vibrationannempirical modelsshur river dam |
| spellingShingle | Mohammad reza Motahari Amin Vafaei Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River Dam مهندسی و مدیریت ساخت explosion operation ground vibration ann empirical models shur river dam |
| title | Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River Dam |
| title_full | Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River Dam |
| title_fullStr | Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River Dam |
| title_full_unstemmed | Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River Dam |
| title_short | Application of ANN in Prediction of Vibration Caused By Blast Operation, Case Study Shur River Dam |
| title_sort | application of ann in prediction of vibration caused by blast operation case study shur river dam |
| topic | explosion operation ground vibration ann empirical models shur river dam |
| url | https://www.jecm.ir/article_156594_b8ec5db6089958a3de01f57816bb5797.pdf |
| work_keys_str_mv | AT mohammadrezamotahari applicationofanninpredictionofvibrationcausedbyblastoperationcasestudyshurriverdam AT aminvafaei applicationofanninpredictionofvibrationcausedbyblastoperationcasestudyshurriverdam |