Proposed Algorithm. حسب Hend Bayoumi (22693738)

"…Hence, an Energy-Harvesting Reinforcement Learning-based Offloading Decision Algorithm (EHRL) is proposed. EHRL integrates Reinforcement Learning (RL) with Deep Neural Networks (DNNs) to dynamically optimize binary offloading decisions, which in turn obviates the requirement for manually labeled training data and thus avoids the need for solving complex optimization problems repeatedly. …"

<i>hi</i>PRS algorithm process flow. حسب Michela C. Massi (14599915)

"…<b>(B)</b> Focusing on the positive class only, the algorithm exploits FIM (<i>apriori</i> algorithm) to build a list of candidate interactions of any desired order, retaining those that have an empirical frequency above a given threshold <i>δ</i>. …"

Comparisons between ADAM and NADAM optimizers. حسب Hend Bayoumi (22693738)

"…Hence, an Energy-Harvesting Reinforcement Learning-based Offloading Decision Algorithm (EHRL) is proposed. EHRL integrates Reinforcement Learning (RL) with Deep Neural Networks (DNNs) to dynamically optimize binary offloading decisions, which in turn obviates the requirement for manually labeled training data and thus avoids the need for solving complex optimization problems repeatedly. …"

The process of the optimization (MIGA). حسب Shangyang Jin (21772466)

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Optimization process of the DGN method. حسب Shangyang Jin (21772466)

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The process of the optimization (NSGA-Ⅱ). حسب Shangyang Jin (21772466)

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The process of the optimization (NSGA-Ⅱ). حسب Shangyang Jin (21772466)

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The process of the optimization (NSGA-Ⅱ+ NLPQL). حسب Shangyang Jin (21772466)

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Kepler optimization algorithm. حسب Jiangli Yu (4601986)

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The comparison of different algorithm optimizations for TL. حسب Shangyang Jin (21772466)

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The comparison of different algorithm optimizations for TL. حسب Shangyang Jin (21772466)

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One advantage of our algorithm is that it is not binary in nature. حسب Yong Kuk Kim (13955214)

Parameters of NSGA-II algorithm. حسب Shangyang Jin (21772466)

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Code and data. حسب Shangyang Jin (21772466)

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Parameters of muti-island genetic algorithm. حسب Shangyang Jin (21772466)

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The parameter settings of the RF algorithm after parameter optimization. حسب Xini Fang (20861990)

Comparison of optimization effects of combined algorithms (NSGA-Ⅱ+ NLPQL). حسب Shangyang Jin (21772466)

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The comparison of TL before and after optimization. حسب Shangyang Jin (21772466)

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The comparison of TL before and after optimization. حسب Shangyang Jin (21772466)

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Optimization flow of the co-simulation method. حسب Shangyang Jin (21772466)

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