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    Polar code construction by estimating noise using bald hawk optimized recurrent neural network model by Sunil Yadav Kshirsagar, Venkatrajam Marka

    Published 2025-07-01
    “…The main objective of this study is to develop a recurrent neural network decoder for robust polar code construction with the Bald Hawk Optimization (RNN-based Decoder with BHO) model that can estimate the error in information bits. This research presents a practical and significant innovation by combining recurrent neural networks (RNNs) for noise estimation in polar coding with a Bald Hawk optimization approach. …”
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    Research Progress on Dynamic Uniform Load Characteristics of Planetary Gear Transmission by Li Kaiyang, Zhang Yijun, Wang Zhen, Zhang Guibin, Yan Shidang, Shi Lubing, Liu Zhongming

    Published 2023-10-01
    “…This study mainly studies the load sharing characteristics of the planetary gear transmission system and summarizes the current research status of this problem. The basic problems related to load sharing are expounded. …”
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    Research on rock strength prediction model based on machine learning algorithm by Xiang Ding, Mengyun Dong, Wanqing Shen

    Published 2024-12-01
    “…Finally, four regression evaluation indicators, including mean absolute error (MAE), root mean square error (RMSE), mean absolute percentage error (MAPE), and coefficient of determination (R2), were used to evaluate the predictive performance of the established regression models. …”
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    Research on Rotor Dynamic Characteristics of High Speed Aviation Piston Pump by Lijun Chen, Rushen Deng, Jun Zha, Jianning Gu, Tianxiang Xia, Runlin Chen

    Published 2025-01-01
    “…The accuracy of the model is verified by the finite element method. The maximum error of the spindle discrete model is 6.13%, and the maximum error of the rotor system discrete model is 15.28%. …”
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