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Mahfut
Jurusan Biologi, Fakultas Matematika Dan Ilmu Pengetahuan Alam, Universitas Lampung, Jalan Prof. Dr. Sumantri Brojonegoro No. 1 Bandar Lampung, Lampung 35144
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Journal : Journal of Applied Data Sciences

 1 
Performance Evaluation of Fuzzy Logic System for Dendrobium Identification Based on Leaf Morphology Putra, Arie Setya; Syarif, Admi; Mahfut, Mahfut; Sulistiyanti, Sri Ratna; Hasibuan, Muhammad Said
Journal of Applied Data Sciences Vol 5, No 4: DECEMBER 2024
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v5i4.224

Abstract

Dendrobium is the second-largest family of flowering plants in the world. There are several classes of Dendrobium, which usually identify by its, including leaves and flowers. Due to the similarity of its characteristics, identifying orchid types is complicated and usually can only be done by an expert. Moreover, those characteristics are typically non-deterministic; examining the orchid species is very challenging. This research aims to develop a novel fuzzy-based system to identify the species of orchid based on unprecise existing leaf characteristics. We used the main characteristics of Dendrobium leaves, including shape, length, width, and tips of the leaves. Based on the information from the expert, we develop the membership for each class of Dendrobium. By adopting this knowledge, we develop the system by using compatible programming with this case, and Borland Delphi as complex application development. The experiment is done by using 200 real datasets from the Liwa Botanical Gardens, West Lampung Regency, Lampung Province, Indonesia. The results are compared with those given by a Dendrobium expert. A confusion matrix is a valuable evaluation tool for measuring the performance of classification models. From the above results, we can determine the confusion matrix and calculate the TP (True Positive), TN (True Negative), FP (False Positive), and FN (False Negative). The confusion matrix given from the experiments is shown in Table 6. This indicates that the system can provide the same results as experts recommended. It is shown that the system can identify orchid types with an accuracy value of 94,6 %.  Thus, this system will be beneficial for automatically determining the orchid genus.
Co-Authors Admi Syarif Alfina Amrani Alhuda Niftakul Ahyar Alir, Rahmat Fajrin Amanto Amanto Amnah, Alifah Zul Anbiya, Lulu Anggi Anggreiny Arie Setya Putra Armalia, Inayah Arsitalia, Metari Asadudin, David Asriah Nurdini M. Asrini Puspitasari Bambang Irawan Bambang Irawan /E21207042 Budi Setiadi Daryono Budi Setiadi Daryono BUDI SETIADI DARYONO Cut Muthiadin Della Apriyanti Derlian Ella Tamara Desti Deria Rahmadani Dian Alfiah Dwi Septiani Eka Nuraini Tohari Endah Susiyanti Endang Nurcahyani Endang Nurcahyani Eti Ernawati Eti Ernawiati Eti Ernawiati Eti Ernawiati Fadhilla, Nurul Fania Nur Izzati Fania Nur Izzati Febriansyah, Muhammad Fiska Humaizah Hajrah Hajrah, Hajrah Hasriadi Mat Akin Hasti Maulidya Fassya Heni Erlita Sari Heni Erlita Sari Heningtyas, Yunda Heri Satria Hermawan, Isna Ainun Insani, Mutiara Intan Poespita Windiyani Irni Yuni Minarni Ismail, Ikhwan Isna Rasdianah Aziz Kamisah Delilawati Pandiangan Kendari, Putri Khoirul Umur Kishy Dhea Herlanda Krisna Rendi Awalludin Kurnia Muludi Leni Agustin Lili Chrisnawati Lili Chrisnawati Lili Chrisnawati, Lili Lis Andriani Lulu Anbiya Lulut Dwi Sulistyaningsih M Kenedi M Said Hasibuan Mai Sari Mailinda Angraeni Marinda Sari Sofiyana Marjunus, Roniyus Maulidya Ananda Metari Arsitalia Mitha Valentina Treesya Panjaitan Mitha Valentina Treesya Panjaitan Mochammad Imron Awalludin Muh. Khalifah Mustami Muhammad Irfan Ardiansyah Muslimin Muslimin Nabela H.N. Harfiani Nur Qolbi, Hana Nurcayani, Endang Nurul Fadhilla Putri Kendari Rochmah Agustina Rochmah Agustrina Rochmah Agustrina RR. Ella Evrita Hestiandari Sahira Josy Arifannisa Sarah Sarah Sari, Heni Erlita Sari, Mai Sari, V. Dwi Anggita Sembiring, Rinawati Sijabat, Veronica Elizabeth Siti Zubaidah Sri Ratna Sulistiyanti Sri Wahyuningsih Sri Wahyuningsih Sri Wahyuningsih Sri Wahyuningsih Sri Wahyuningsih Suhara, . Sukimin Sukimin Sukimin Sukimin Sukimin Sukimin Suryafly, Fanny Dhea Susamto Somowiyarjo Susamto Somowiyarjo Susiyanti, Endah Tengku Riza Zarzani N Treesya Panjaitan, Mitha Valentina Tri Joko Tripeni Handayani, Tundjung Tundjung Tripeni Handayani Tundjung Tripeni Handayani Tundjung Tripeni Handayani Tundjung Tripeni Handayani Tundjung Tripeni Handayani Tundjung Tripeni Handayani Tundjung Tripeni Handayani Tundjung Tripeni Handayani Tundjung Tripeni Handayani Tundjung Tripeni Handayani, Tundjung Tripeni Upreti, Brij Mohan Valentina Dwi Anggita Sari WAHYUDI Wandono, Petrus Tri Aji Widi Aryani WOLLY CANDRAMILA Yulia Rahma Syari Yulia Yulianty Yulianty Yulianty Yulianty Yulianty Yulianty Yulianty Yulianty Zelfi Julita Dwi Putri