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Investigation of Meta-heuristics Algorithms in ANN Streamflow Forecasting
Published 2024“…The empirical studies of MHA performance showed that the hybrid MHA-ANN was superior for streamflow forecasting, especially with the firefly algorithm that had an average RMSE = 96.06, an improvement of approximately 17% over the gradient-based ANN (RMSE = 113.92). …”
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Metaheuristic algorithms applied in ANN salinity modelling
Published 2024“…The principal finding here confirms that hybrid-based outperformed four single-based algorithms based on different criteria. …”
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Window based personalized time management system
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Undergraduates Project Papers -
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Exploring Bayesian model averaging with multiple ANNs for meteorological drought forecasts
Published 2023Article -
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River flow prediction based on improved machine learning method: Cuckoo Search-Artificial Neural Network
Published 2024“…In this research, Artificial Neural Network (ANN) is integrated with a nature-inspired optimizer, namely Cuckoo search algorithm (CS-ANN). …”
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Evaluation of optimal MLP structure for heart disease diagnosis / Salbiah Ab Hamid
Published 2010“…The weight of each value in hidden layers will be considered during the learning process. LM algorithm is used to minimize the error during training and testing process. …”
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Weather prediction system using ANN algorithm / Nur Afiqah Ahmad Sukri
Published 2024“…This research gives a thorough investigation into ANN-based weather prediction. The objective of the project is to develop a weather prediction system using artificial neural network (ANN) algorithms and to evaluate its performance and accuracy. …”
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A New Algorithm For Prediction WIMAX Traffic Based On Artificial Neural Network Models
Published 2024“…The decision of changing the ANN architecture is essentially based on prediction results to obtain the best ANN model for flow traffic prediction model. …”
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Mussels wandering optimization algorithmn based training of artificial neural networks for pattern classification
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CAT CHAOTIC GENETIC ALGORITHM BASED TECHNIQUE AND HARDWARE PROTOTYPE FOR SHORT TERM ELECTRICAL LOAD FORECASTING
Published 2017“…ANN based STLF models commonly use back-propagation algorithm, which generally exhibits a slow and improper convergence that affects the forecast accuracy. …”
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Hourly water level prediction of sungai bedup catchement using pre-developed ANNs model from Siniawan catchment
Published 2009“…After appropriate trainings, they are able to generate satisfactory results during both of the training and testing phases. Further, the strength and limitations of ANNs had been discussed, based on the resulted obtained in this study.…”
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Final Year Project Report / IMRAD -
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Development Of Water Quality Index Prediction Model For Penang Rivers Using Artificial Neural Network
Published 2021“…Prior to the development of ANN-based WQI prediction model, the BR algorithm was chosen with two-, three-, four-, five- and six-neuron architectures for 60% and 70% training. …”
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Characterization of oil palm fruitlets using artificial neural network
Published 2014“…To further validate the generalization accuracy of the LSB_ANN, its performance was compared with that of a Multi-ANFIS network as well as those of three different ANN training algorithms: Levenberg Marquardt (LM) algorithm, Resilient Backpropagation (RP) algorithm and Gradient Descent with Adaptive learning rate (GDA). …”
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Neural network modeling and optimization for spray-drying coconut milk using genetic algorithm and particle swarm optimization
Published 2022“…Integration of global search algorithm into ANN model further improved the model performance. …”
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ARTIFICIAL NEURAL NETWORK FOR WATER LEVEL PREDICTION IN A RIVER UNDER TIDAL INFLUENCE
Published 2004“…After appropriate trainings, they are able to generate satisfactory results during both of the training and testing phases. Further, the strength and the limitations of the ANNs had been discussed, based on the results attained in this study.…”
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Final Year Project Report / IMRAD
