Research Article
Optimized Bandwidth Allocation for MEC Server in Blockchain-Enabled IoT Networks
Algorithm 2
DQN algorithm for bandwidth allocation in public network.
| (1) | Initialize memory for experience replay | | (2) | Initialize eval_net and function with weight parameter | | (3) | Initialize target_net and function with weight parameter | | (4) | for each episode do | | (5) | Initialize | | (6) | for each time slot do | | (7) | Generate a random number using policy for balancing exploration and exploitation | | (8) | ifthen | | (9) | Randomly choose a series of bandwidth as the for current flows. | | (10) | else | | (11) | | | (12) | end if | | (13) | Execute | | (14) | Obtain and | | (15) | Save into memory | | (16) | Randomly select batch of experience data from | | (17) | if is the terminal state then | | (18) | set . | | (19) | else | | (20) | set | | (21) | end if | | (22) | Perform gradiant descent on with | | (23) | Update parameter with | | (24) | end for | | (25) | end for |
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