Research Article

[Retracted] An XGB-Based Reliable Transmission Method in the mMTC Scenarios

Algorithm 1

UDP-XGB algorithm.
Input: The four features with the highest correlation, RSRQ, RSRP, SINR, and RSSI, are taken as input . is the target output . is the predicted by the model. is a regression tree, a function of mapped to . Set the target function to . Set the number of trees for model integration to  = 150. represents the deviation between and real RTT. is a smooth factor for , which is 0.25.
Output: Model is the mapping relationship between features and RTT, which integrated all of . Use the model to predict RTT. is obtained by and .
(1)Model is empty
(2)for t = 1 todo
(3)Divide by to find all the regression trees
(4)Choose a tree to satisfy
(5)Model add
(6)end for
(7)while send data do
(8)if Retransmit then
(9)
(10)else
(11)  = Model Predict(X)
(12)
(13)end if
(14)
(15)if Send SUCCESS then
(16)
(17)end if
(18)end while