All Relations between short term memory and rop
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Mengyuan Xiong, Shuangjin Zheng, Wei Liu, Rongsheng Cheng, Lihui Wang, Haijun Zhang, Guona Wan. A rate of penetration (ROP) prediction method based on improved dung beetle optimization algorithm and BiLSTM-SA. Scientific reports. vol 14. issue 1. 2024-10-29. PMID:39468121. |
this study proposes an end-to-end rop prediction model based on bilstm-sa-idbo, which integrates bidirectional long short-term memory (bilstm), a self-attention mechanism (sa), and an improved dung beetle optimization algorithm (idbo), incorporating the bingham physical equation.we enhanced the dbo algorithm by using sobol sequences for population initialization and integrating the golden sine algorithm and dynamic subtraction factors to develop a more robust idbo. |
2024-10-29 |
2024-10-31 |
Not clear |
Bingrui Tu, Kai Bai, Ce Zhan, Wanxing Zhan. Real-time prediction of ROP based on GRU-Informer. Scientific reports. vol 14. issue 1. 2024-01-25. PMID:38272964. |
experimental results demonstrate that the gru-informer outperforms traditional recurrent neural networks like lstm (long short-term memory), gru neural networks and informer in real-time rop prediction, indicating its practical value. |
2024-01-25 |
2024-01-28 |
Not clear |
Hui Ji, Yishan Lou, Shuting Cheng, Zelong Xie, Liang Zh. An Advanced Long Short-Term Memory (LSTM) Neural Network Method for Predicting Rate of Penetration (ROP). ACS omega. vol 8. issue 1. 2023-01-16. PMID:36643527. |
an advanced long short-term memory (lstm) neural network method for predicting rate of penetration (rop). |
2023-01-16 |
2023-08-14 |
Not clear |
Hui Ji, Yishan Lou, Shuting Cheng, Zelong Xie, Liang Zh. An Advanced Long Short-Term Memory (LSTM) Neural Network Method for Predicting Rate of Penetration (ROP). ACS omega. vol 8. issue 1. 2023-01-16. PMID:36643527. |
to improve rop prediction efficiency and accuracy, this paper presents a method based on particle swarm algorithm for optimization of long short-term memory (lstm) neural networks. |
2023-01-16 |
2023-08-14 |
Not clear |