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Fig. 1 An example of the Q-learning agent interaction and TCP maximum congestion window size.
The allocated buffer size, B, for all queues is set to 100 packets, and the maximum congestion window size of TCP is set to 50 packets.
At the beginning of the learning process, the maximum congestion window size is set either to 65536 bytes [39] or the amount allowed by the system.
When the maximum congestion window, denoted by η max, is reached, the congestion window will not increase if no chunks get lost in the last round.
The main goal of this approach is to adjust the maximum congestion window size dynamically based on the current path length.
The learning agent dynamically changes the maximum congestion window size of TCP without interfering with the congestion control mechanism via the action set.
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Findings of [1] suggested that the maximum TCP congestion window size plays a crucial role in the aggressive behavior of TCP.
This study implies that limiting the maximum sending rate of a TCP source may alleviate the congestion window overshoot problem, which, in turn, may reduce the contention at the MAC layer.
Note that w means the congestion window size in the current transmission path and s is Maximum Segment Size (MSS).
Basically, the congestion window at the sender and the advertised window at the receiver regulate the maximum number of outstanding packets that can be transmitted.
A congested path is identified from the degree of congestion in the congestion window (cwnd).
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