wireless-res-alloc-example

Convergence of a DNN-based primal-dual method on a problem of maximizing capacity across 20 users with a power budget constraint. The blue curve shows the performance achieved during the training of a DNN-parameterized resource allocation using the proposed method, while the red curve shows the performance achieved by the optimal unparameterized resource allocations. The DNN model is able to closely match performance of the optimal allocation function.

wireless-res-alloc-example