?url_ver=Z39.88-2004&rft_id=1617051057&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=PERBANDINGAN+KINERJA+BACKPROPAGATION+DAN+CONVOLUTIONAL+NEURAL+NETWORK+(CNN)+UNTUK+KLASIFIKASI+CITRA+BATIK+LAMPUNG&rft.creator=RENADA+DHEA+%2C+ARMELIA&rft.subject=000+Ilmu+komputer%2C+informasi+dan+pekerjaan+umum&rft.subject=004+Pemrosesan+data+dan+ilmu+komputer&rft.subject=005+Pemrograman+komputer%2C+program+dan+data&rft.description=United+Nations+Educational%2C+Scientific%2C+and+Culture+Organization+(UNESCO)+telah+mengakui+bahwa+batik+merupakan+salah+satu+kebudayaan+Indonesia+tepat+pada+tanggal+2+Oktober+2009.+Lampung+pada+awalnya+tidak+memiliki+tradisi+membatik+namun+ada+peninggalan+yang+disebut+sebagai+batik+pertama+yang+dikenakan+masyarakat+Lampung+yaitu+kain+sembagi.+Batik+Siger+merupakan+usaha+penghasil+batik+ciri+khas+Lampung+yang+berawal+dari+lembaga+kursus+dan+pelatihan+dan+berdiri+sejak+tahun+2008.+LKP+Batik+Siger+memberikan+layanan+kepada+masyarakat+dibidang+batik+tulis.+Penelitian+ini+membahas+kinerja+backpropagation+dan+convolutional+neural+network+yang+akan+digunakan+untuk+klasifikasi+pola+citra+batik+Lampung.+Batik+motif+Lampung+yang+digunakan+yaitu+sembagi%2C+pakjimo%2C+granitan%2C+soga%2C+siger+tangkup+betik%2C+jung+agung%2C+kembang+cengkih+dan+siger+ratu+agung.+Tahapan-tahapan+yang+akan+dilakukan+yaitu+scaling%2C+grayscale%2C+thresholding+dan+klasifikasi.+Perbandingan+data+training%2C+data+testing+dan+validasi+yang+digunakan+yaitu+70%3A20%3A10+dengan+kebutuhan+backpropagation+dan+convolutional+neural+network+yaitu+epoch+%3D+100%2C+learning+rate+%3D+0%2C01.+Klasifikasi+backpropagation+menghasilkan+akurasi+96%2C25%25+dan+kesalahan+klasifikasi+sebesar+3%2C75%25.+Klasifikasi+convolutional+neural+network+menghasilkan+akurasi+99%2C37%25+dan+kesalahan+klasifikasi+sebesar+0%2C63%25.+Kinerja+metode+CNN+memiliki+akurasi+3%2C12%25+lebih+tinggi+dibandingkan+dengan+kinerja+backpropagation.%0D%0A%0D%0AKata+kunci+%3A+Batik%2C+Pengenalan+Pola%2C+Backpropagation%2C+CNN%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0AABSTRACT%0D%0A%0D%0AUnited+Nations+Educational%2C+Scientific%2C+and+Culture+Organization+(UNESCO)+recognized+batik+as+one+of+Indonesia's+cultures+on+October+2%2C+2009.+Lampung+initially+did+not+have+a+batik+tradition+but+there+is+a+legacy+that+is+referred+to+as+the+first+batik+worn+by+Lampung+people%2C+namely+sembagi+cloth.+Batik+Siger+is+a+business+that+produces+batik+typical+of+Lampung+which+originated+from+a+course+and+training+institution+and+was+established+in+2008.+LKP+Batik+Siger+provides+services+to+the+community+in+the+field+of+written+batik.+This+research+discusses+the+performance+of+backpropagation+and+convolutional+neural+networks+that+will+be+used+for+the+classification+of+Lampung+batik+image+patterns.+The+Lampung+batik+motifs+used+are+sembagi%2C+pakjimo%2C+granitan%2C+soga%2C+siger+tangkup+betik%2C+jung+agung%2C+kembang+cengkih+and+siger+ratu+agung.+The+stages+that+will+be+carried+out+are+scaling%2C+grayscale%2C+thresholding+and+classification.+The+comparison+of+training+data%2C+testing+data+and+validation+used+is+70%3A20%3A10+with+the+needs+of+backpropagation+and+convolutional+neural+network%2C+namely+epoch+%3D+100%2C+learning+rate+%3D+0.01.+Backpropagation+classification+resulted+in+an+accuracy+of+96.25%25+and+a+classification+error+of+3.75%25.+The+convolutional+neural+network+classification+resulted+in+an+accuracy+of+99.37%25+and+a+classification+error+of+0.63%25.+The+performance+of+the+CNN+method+has+3.12%25+higher+accuracy+compared+to+the+performance+of+backpropagation.%0D%0A%0D%0AKeywords+%3A+Batik%2C+Pattern+Recognition%2C+Backpropagation%2C+CNN&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+&rft.date=2023-06-12&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F73581%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F73581%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F73581%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN.pdf&rft.identifier=++RENADA+DHEA+%2C+ARMELIA++(2023)+PERBANDINGAN+KINERJA+BACKPROPAGATION+DAN+CONVOLUTIONAL+NEURAL+NETWORK+(CNN)+UNTUK+KLASIFIKASI+CITRA+BATIK+LAMPUNG.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F73581%2F