資源簡介
這是一個使用深度學習工具箱中的長短期存儲器(LSTM)網絡在OFDM系統信號檢測接收器上實現符號分類的例子。
is is an example of using the long short-term memory (LSTM) network in the Deep Learning Toolbox to achieve symbol classification at the receiver for signal detection in OFDM systems.
基于LSTM的神經網絡是針對單個子載波進行訓練的,該神經網絡計算符號誤碼率(SER),并與最小二乘(LS)和最小均方誤差
代碼片段和文件信息
function?ReceivedPacket?=?genTransmissionReceptionOFDM(TransmittedframeLengthCPhNoiseVar)
%?This?function?is?to?model?the?transmission?and?reception?process?in?OFDM?systems.?
%?Extract?parameters
[NumSymNumSCNumPacket]?=?size(Transmittedframe);
%%?Transmitter
PhaseShift?=?exp(-1j*rand(1NumPacket)*2*pi);
for?p?=?1:NumPacket
??????????????????????????????????
????%?1.?IFFT
????x1?=?ifft(Transmittedframe(::p)NumSC2);?
????
????%?2.?Inserting?CP
????x1_CP?=?[x1(:NumSC-LengthCP+1:end)?x1];?
????????
????%?3.?Parallel?to?serial?transformation
????x2?=?x1_CP.‘;
????x?=?x2(:);
????
????%?4.?Channel?filtering
????y_conv?=?conv(h*PhaseShift(p)x);
????y(:p)?=?y_conv(1:length(x));?
end?
????????????????????????
%%?Adding?noise?
SeqLength?=?size(y1);
?
?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????文件?????????918??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\getFeatureAndLabel.m
?????文件?????????176??2019-07-31?05:02??__MACOSX\SignalDetection_DNN_SU_OFDM\._getFeatureAndLabel.m
?????文件????????4721??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\TrainingdataGeneration.m
?????文件?????????176??2019-07-31?05:02??__MACOSX\SignalDetection_DNN_SU_OFDM\._TrainingdataGeneration.m
?????文件????????1518??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\genTransmissionReceptionOFDM.m
?????文件?????????176??2019-07-31?05:02??__MACOSX\SignalDetection_DNN_SU_OFDM\._genTransmissionReceptionOFDM.m
?????文件??????128943??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\TrainedNetPilot8.mat
?????文件????????6148??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\.DS_Store
?????文件?????????120??2019-07-31?05:02??__MACOSX\SignalDetection_DNN_SU_OFDM\._.DS_Store
?????文件??????762444??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\Pilot.fig
?????文件?????????176??2019-07-31?05:02??__MACOSX\SignalDetection_DNN_SU_OFDM\._Pilot.fig
?????文件????????5296??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\SimParametersPilot8.mat
?????文件???????49298??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\RHH.mat
?????文件??????128457??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\TrainedNetPilot64_CP0.mat
?????文件??????714754??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\CP.fig
?????文件?????????176??2019-07-31?05:02??__MACOSX\SignalDetection_DNN_SU_OFDM\._CP.fig
?????文件????????6085??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\Testing.m
?????文件?????????176??2019-07-31?05:02??__MACOSX\SignalDetection_DNN_SU_OFDM\._Testing.m
?????文件??????128456??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\TrainedNetPilot64.mat
?????文件????????6192??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\SimParametersPilot64_CP0.mat
?????文件????????1195??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\TrainDNN.m
?????文件?????????176??2019-07-31?05:02??__MACOSX\SignalDetection_DNN_SU_OFDM\._TrainDNN.m
?????文件????????2568??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\SavedChan.mat
?????文件????????6192??2019-07-31?05:02??SignalDetection_DNN_SU_OFDM\SimParametersPilot64.mat
?????文件????????1467??2019-07-31?05:02??license.txt
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