Performance comparison of <i>α</i>-<i>β</i> filter with and without ANN, including percentage increase. حسب Junaid Khan (4276162)

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Improvements in filter performance. حسب Junaid Khan (4276162)

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The experimental setup for the neural network includes two input layers designated for the alpha-beta filter and the Kalman filter. حسب Junaid Khan (4276162)

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The conceptual model of ANN enabled Kalman filter and alpha beta filter. حسب Junaid Khan (4276162)

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Representation of very high initial error value, and reduced error based on the NN-Kalman filter and alpha beta filter. حسب Junaid Khan (4276162)

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Summary of collected and simulated noisy data. حسب Junaid Khan (4276162)

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Kalman filter prediction results with and without the ANN-based learning module in terms of RMSE and MSE. حسب Junaid Khan (4276162)

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3 fold cross validation model for the ANN training and testing data. حسب Junaid Khan (4276162)

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Performance comparison of <i>α</i>-<i>β</i> filters with and without ANN. حسب Junaid Khan (4276162)

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Comparison of the error reduction in terms of RMSE and MSE for Kalman filter with learning module. حسب Junaid Khan (4276162)

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Comparison of proposed method with other existing methods. حسب Junaid Khan (4276162)

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Parameter meaning for fine-grained stages. حسب Chaoze Lu (20542500)

The iteration curve of virtual machine 4. حسب Chaoze Lu (20542500)

The resource requirements of virtual machine 2. حسب Chaoze Lu (20542500)

Consumed resources for each virtual machine. حسب Chaoze Lu (20542500)

The iteration curve of virtual machine 2. حسب Chaoze Lu (20542500)

Containerization deployment flowchart. حسب Chaoze Lu (20542500)

The iteration curve of virtual machine 1. حسب Chaoze Lu (20542500)

The resource requirements of virtual machine 1. حسب Chaoze Lu (20542500)

Parameter meaning for coarse-grained stages. حسب Chaoze Lu (20542500)