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Journal : Jurnal Mantik

Bipolar Approach in Recognition of Gorga Batak Patterns with the Hebbian Method Frinto Tambunan; Eviyanti Novita Purba; Nurhayati; Juliana Naftali Sitompul
Jurnal Mantik Vol. 5 No. 4 (2022): February: Manajemen, Teknologi Informatika dan Komunikasi (Mantik)
Publisher : Institute of Computer Science (IOCS)

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Abstract

The recognition of shapes or patterns in Intelligent Artificial is a method that is developing very rapidly and is continuously being developed to this day. The need for information contained in a pattern or form is very useful to be developed and applied properly to the health or culture sector, by using a system that is embedded with a capability or feature in pattern recognition. This model can be applied both to face pattern recognition, patterns. Likewise in this discussion about the pattern recognition of the Gorga Batak using artificial neural networks, namely the Hebbian method. With two patterns as knowledge or learning base and then tested. The input pattern will be checked for the similarity of the two learning base patterns, whether it is recognized as the Gorga “Simeol – eol” pattern or as the Gorga “Sitompi” pattern. By using 25 input variables and bias 1 with an initial weight value of 0, the Gorga “Someol-eol” and “Sitompi” patterns were initialized to a grayscale image and then extracted to a bipolar image with values of 1 and -1. The Gorga “Simeol – eol” pattern has a target of 1 and the Gorga “Sitompi” pattern has a target of -1, the function f (net) is 1 if Y > = 0 and -1 if Y < 0. From the process carried out, it is found that the Gorga “Simeol – eol” pattern is obtained the value of Y = 12 and for the Gorga “Sitompi” pattern Y = -12, and inputted to the function f (net), the result is the same as the target 1 for the Gorga “Simeol –eol” pattern and -1 for the Gorga “Sitompi” pattern.
Co-Authors Albert Rinaldy Sibarani Apriani Magdalena Sibarani Arina P. Silalahi Asnerlius Ginting, Aldi Azelia Sarah Dwi Artha Br Purba, Mawar Silvia Br. Batubara, Anggi Natasya Br. Karo, Selli Afnita Damanik, Monika Rodearni Darwis R. Manalu Dimita Hemalli Premasari Purba Elsya Secilia Margaretha Emma Rosinta Simarmata Erna Sari Agustina Eva Julia Gunawati Harianja Eva Julia Gunawati Harianja Eva Julia Gunawati Harianja, Eva Julia Gunawati Frinto Tambunan Gortap Lumbantoruan Harianja, Eva J. G. Harianja, Eva Julia G. Henri Yosua Pangihutan Hutahaean, Artauli Meypia Hutapea, Marlyna I. Hutasoit, Anggi Deopri Imelda S. Dumayanti Jamaluddin Jamaluddin Jamaluddin Jepryanta Natanael Brahmana Jonathan H. Saragih Jujur Marentha Nababan Junika Napitupulu Lidia Marisa Sianturi Lumban Tobing, Gabriela Lyna M. N. Hutapea Manurung, Sarjanisah Marihot Gultom Marlyna I Hutapea Marpaung, Flora Moris Raichel Sitanggang Mufria J. Purba Nababan, Margaretta Naikson Fandier Saragih Nainggolan, Rena Napitupulu, Thomson Januari Ndruru, Eferoni Nehemia Christian Boy Nurhayati Octania Togatorop Panjaitan, Calvin Nicolas Posma S. M. Lumbanraja Rasmulia Sembiring Rena Nainggolan Resianta Perangin-Angin Rijois I. E Saragih Rijois I. E. Saragih Rimbun Siringoringo Rimbun Siringoringo, Rimbun Roni J. Simamora Saragih, Rijois Iboy E. Selly Yulita Hutabarat Sibagariang, Roida Ferawati Siboro, Yohana Natalia Sihombing, Ligera Sihotang, Lady Rachael Yemima Simanjuntak, Stevani L. Z. Sinaga, Eka Jaya Sinaga, Ester Monica Sinaga, Yolanda Yastasia Siregar, Lasmita Sitorus, Hegi Audria Stevani L. Z. Simanjuntak Stevani Laura Zois Br. Simanjuntak Surbakti, Wahyu Irmanto Thomson J. Napitupulu Zalukhu, Delianus