Abstract

Mobile computation offloading, which sending part or all of the computing tasks of the SMDs (smartphone mobile devices) to the server side with richer resources, effectively breaking the resource limitation of the mobile devices. The offloading decision algorithm plays a core role in the mobile computation offloading technology. Existing research work mainly studies the computational offloading problem based on graphs, trees, and integer linear programming. We attribute a computation offloading problem to a combinatorial optimization problem and design a deep learning neural network architecture to solve it. The experimental results show that the proposed approach achieves the close effect of the optimal solution

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