Method for transmitting or receiving signal in low-bit quantization system and device therefor
The present disclosure relates to a method for transmitting or receiving a signal by a reception device in a wireless communication system, and the method may comprise the steps of: receiving, from a transmission device, a signal modulated on the basis of a differential phase shift keying (DPSK) scheme; converting the received signal into an input signal of a spiking neural network (SNN); calculating an output value through the spiking neural network previously learned; and converting the output value into an input signal of a channel decoder.
1. A method of a receiving device to receive signals in a wireless communication system, the method comprising:
receiving a signal modulated based on a differential phase shift keying (DPSK) scheme, from a transmitter;
converting the received signal into a first input signal of a spike neural network (SNN);
obtaining an output value through the SNN;
converting the output value into a second input signal of a channel decoder; and
providing the second input signal to the channel decoder, and
wherein the received signal is converted into the first input signal of the SNN based on at least one of a spike rate, a spike timing, or a spike sequence, and
wherein based on the received signal being converted based on the spike timing, a log-likelihood ratio (LLR) value is obtained from the output value based on a time difference between the output value and a time label and is converted into the second input signal of the channel decoder.
2. The method of claim 1 ,
wherein the first input signal of the SNN and an input layer of the SNN are one-to-one mapped for each other.
3. The method of claim 1 ,
wherein based on the received signal being converted based on the spike rate, a log value is obtained based on a spike counter of the output value and is converted into the second input signal of the channel decoder.
4. The method of claim 1 ,
wherein based on the received signal being converted based on the spike sequence, the sequence is generated by converting a Costas array into a one-dimensional sequence based on a row or column.
5. The method of claim 4 ,
wherein based on the received signal being converted based on the spike sequence, the LLR value is obtained from the output value based on a degree of correlation between a sequence label and a sequence of the output value and converted into the second input signal of the channel decoder.
6. The method of claim 4 ,
wherein based on the received signal being converted based on the spike sequence the LLR value is obtained from the output value based on a time difference between a sequence label and a sequence of the output value and converted into the second input signal of the channel decoder.
7. The method of claim 1 ,
wherein the second input signal of the channel decoder corresponds to the LLR value.
8. The method of claim 1 ,
wherein the received signal corresponds to a signal quantized to 1 to 3 bits.
9. A device of receiving signals in a wireless communication system, the device comprising:
a receiver;
at least one processor; and
at least one computer memory operably connectable to the at least one processor and storing instructions that, when executed by the at least one processor, perform operations comprising:
receiving a signal modulated based on a differential phase shift keying (DPSK) scheme, from a transmitter;
converting the received signal into a first input signal of a spike neural network (SNN);
obtaining an output value through the SNN;
converting the output value into a second input signal of a channel decoder; and
providing the second input signal to the channel decoder, and
wherein the received signal is converted into the first input signal of the SNN based on at least one of a spike rate, spike timing, or a spike sequence, and
wherein based on the received signal being converted based on the spike timing, a log-likelihood ratio (LLR) value is obtained from the output value based on a time difference between the output value and a time label and is converted into the second input signal of the channel decoder.
10. The device of claim 9 ,
wherein the second input signal of the channel decoder corresponds to the LLR value.
11. The device of claim 9 ,
wherein the received signal corresponds to a signal quantized to 1 to 3 bits.