D the details within the for each and every noiseTable 1. Comparison of our
D the details in the for every noiseTable 1. Comparison of our FWNN with BP. Exactly the same number of unknown parameters (NUPs) was employed for the education for every single 1. Comparison of our FWNN with BP. The same quantity of unknown parameters (NUPs) was made use of for the trainTable noise characteristic and SNR. Methodgeneral table.ing for every single noise characteristic and SNR. Time (s)Accuracy SNR-Method FWNNFWNNBP BP(s) Noise Characteristic PHA-543613 custom synthesis SNR-15 TimeSNR 1 Noise Characteristic SNR-15 SNR 10.38 AWGN 0.45 AWGN blue 0.45 0.42 0.38 0.42 Red and Red and blue 0.42 0.42 Pink and violet 0.40 0.39 Pink and violet 0.40 0.39 AWGN 0.12 0.19 AWGN 0.12 0.19 Red and blue 0.21 Red and blue 0.21 0.21 0.21 Pink and violet Pink and violet 0.15 0.15 0.15 0.SNR-SNR-10 0.34 0.34 0.44 0.44 0.32 0.32 0.15 0.15 0.23 0.23 0.14 0.SNR-15 Accuracy SNR-1 SNR-15 SNR-1 93.1 100 93.1 100 100 one Betamethasone disodium Protocol hundred one hundred one hundred 100 98 100 98 87.5 95 87.five 95 98.8 97.5 98.8 97.5 97.5 100 97.5SNR-10 one hundred one hundred 100 one hundred one hundred 100 one hundred 100 one hundred 100 100The very first is Figure 10, which depicts the BP and FWNN outcomes when the transmitted The first is Figure ten, which depicts the BP and FWNN results when the transmitted signal noise would be the combination of red and blue noise, with an SNR of ten dB. The recovered signal noise would be the mixture of red and blue noise, with an SNR of ten dB. The recovered codes codes were an excellent representation ofof the transmitted code. That is certainly, accuracy is attaina very good representation the transmitted code. That is definitely, high high accuracy is capable by each strategies when the SNR is is equal or greater than ten dB. Similarly, both attainable by each strategies when the SNR equal toto or higherthan 10 dB. Similarly, both techniques recorded high accuracy with the pink and violet noise even at an SNR of dB techniques recorded high accuracy with all the pink and violet noise even at an SNR of 11dB (Figure 11). (Figure 11).(a)1 0.5 0 1 0 -1 0 2 four Transmitted code(b)06 Transmitted signalNormalized amp4 2 0 -2 4 2 0 -2 1 0.five 0 1 0.5(c)04 six eight Pre-processed noisy signal(d)04 6 8 Post-processed noisy signal6 Demodulated FWNN code(e)0 26 Demodulated BPNN code(f)0 26 Time (s)Figure ten. Comparison of EM MWD response demodulation outcomes when the the signal is riddled Figure 10. Comparison of EM MWD response demodulation final results when signal is riddled with withcombination of red red and blue noise sorts. The generated code, representing transmitted inthe the combination of and blue noise kinds. (a) (a) The generated code, representing transmitted formation; (b) the transmitted EM MWD signal; (c) transmitted with noise; (d) post-processed information; (b) the transmittedEM MWD signal; (c) transmitted signal with noise; (d) post-processed transmitted signal with reduced information samples; (e) recovered signal code working with an FWNN with transmitted signal with reduced information samples; (e) recovered signal code applying an FWNN with aa logistic response; and (f) recovered signal code employing BPNN. SNR is 10 dB. logistic response; and (f) recovered signal code making use of aaBPNN. SNR is ten dB.Nonetheless, for other noise traits, the accuracy from the BP approach was decreased to 97.five and 95 , respectively, for the pink and blue noise along with the AWGN noise, respectively (Table 1). Final is definitely the functionality of both strategies within the presence of AWGN noise. The outcomes show a significantly less accurate outcome for both procedures with an SNR value of -15 dBAppl. Sci. 2021, 11, x FOR PEER REVIEW17 ofAppl. Sci. 2021, 11,1 0.five 0 1(a)0 2Transmitted code16 of(b)six Transmitted signal(Figure -1 A.