p-Index From 2020 - 2025
6.237
P-Index
This Author published in this journals
All Journal Natural Science: Journal of Science and Technology MEDIA LITBANG SULTENG Forest Science Warta Rimba Buletin Penelitian Sosek JURNAL ILMIAH Al BATTANI JOIV : International Journal on Informatics Visualization PROSIDING SEMINAR NASIONAL AGRIBISNIS Al Qalam: Jurnal Ilmiah Keagamaan dan Kemasyarakatan Bina Hukum Lingkungan Jurnal Nasional Komputasi dan Teknologi Informasi Patria Artha Management Journal Forest and Society IKRA-ITH ABDIMAS JKIP (Jurnal Keguruan dan Ilmu Pendidikan) PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat Pepatudzu : Media Pendidikan dan Sosial Kemasyarakatan JIA (Jurnal Ilmiah Agribisnis) : Jurnal Agribisnis dan Ilmu Sosial Ekonomi Pertanian Jurnal Ilmiah Membangun Desa dan Pertanian International Journal of Demos Jurnal Abdidas Journal of Forest Science Avicennia Jurnal Teknik Sipil Cendekia (JTSC) SOCIAL : Jurnal Inovasi Pendidikan IPS AKM: Aksi Kepada Masyarakat Prosiding Seminar Nasional Biologi, Teknologi dan Kependidikan (Biotik) JURNAL PENDIDIKAN INDONESIA: Teori, Penelitian, dan Inovasi Indonesian Journal of Multidisciplinary Science Jurnal Puan Indonesia Wanatani Jurnal Sains Informatika Terapan (JSIT) Borneo International Journal of Islamic Studies (BIJIS) Bina Hukum Lingkungan Jurnal Karajata Engineering Jurnal Ilmiah Membangun Desa dan Pertanian Innovative: Journal Of Social Science Research Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS IPTEK: Jurnal Hasil Pengabdian kepada Masyarakat Borneo Islamic Finance and Economics Journal (BIFEJ) Journal of Information Systems Management and Digital Business J-SIGN (Journal Of Informatics, Information System, And Artificial Intelligence) Jurnal Ilmiah Sistem Informasi International Journal of Technology Vocational Education and Training (IJTVET) Majalah Pengabdian Indonesia Mitra Sains Indonesian Journal of Emerging Trends in Community Empowerment
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : JOIV : International Journal on Informatics Visualization

Optimization of Herbal Plant Classification Using Hybrid Method Particle Swarm Optimization With Support Vector Machine Amriana, Amriana; Ilham, Amil Ahmad; Achmad, Andani; Yusran, Yusran
JOIV : International Journal on Informatics Visualization Vol 9, No 1 (2025)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.9.1.2576

Abstract

The classification process applied in this study helps identify the many kinds of herbal plants. Herbal plant leaf features are used based on color, shape, and texture. Particle Swarm Optimization and Support Vector Machine (PSO-SVM) hybridization are applied in the classification process to increase classification and identification accuracy. A well-liked metaheuristic approach for solving optimization issues is Particle Swarm Optimization (PSO). Particles look around the search area for the best responses.  A particle swarm is initially initialized randomly within the search area via the PSO algorithm. Every particle's mobility is determined by both its own experience and the experiences of the other particles in the swarm. Each particle keeps track of the best solution it has ever found and the swarm's most extraordinary remedy that has so far been discovered. The Hybrid approach concurrently selects features for the SVM and optimizes its parameters. The kernel function's gamma value non-linearly maps an input space to a high-dimensional feature space. At the same time, the C parameter determines the trade-off between fitting error minimization and model complexity. The Gaussian kernel parameter is set to determine the optimal parameter value of the RBF kernel function. Feature selection solves the issue by eliminating redundant, associated, and irrelevant features. A confusion matrix is utilized in the evaluation to gauge the system's performance. The results demonstrated an improvement in accuracy, with the hybrid PSO-SVM using test data achieving an accuracy of 98% compared to the SVM method, achieving a 91% accuracy.
Co-Authors -, ERIK A.A. Ketut Agung Cahyawan W Abbas, Hasbih Abdi Abdi Abdi Sabda, Revo Abdul Hamid Noer Adlia Alfiriani Afiah, Andi Ulfah Akhmad Nur Zaroni Alamsyah, Sahrul Ali Djamhuri Amil Ahmad Ilham Amriana Amriana Andani Achmad Anis, St Hasriyati Annadira Annadira Arisa, Arisa Armin Nursin Asgar Taiyeb Asnelly, Afri Asrijal Asrijal, Asrijal Aulia Rahman, Gusti Aulia Syarif Aziz Awal, Syahrul Ayu Rahayu Azhar, Eko Azmul, Azmul Bau Toknok Darman, Regina Ade Darmawan Salman darwis darwis, darwis Demas, Novianty Desi Desi, Desi Dewi Wahyuni Diandri, Diandri Efendi, Iswar Ellbert Hutabri, Ellbert Elsin, Waode Erik Erik, Erik Erniwati Erniwati Fahria Nadiryati Sadimantara Fajrina, Isra Faliadin, Faliadin Fatma Fauza, Azmul Fauzia Fauzia Fera, Annisa Firmansyah Putra Gobel, Sri Amaliah Haranti, Mefa Herlina, Besse Hidayat, Rafli Hijrawati Hijrawati, Hijrawati Husain Umar Husein Umar I Nengah Korja Ibrahim, Yusnita Idroes, Afri Asnelly Ilma Sarimustaqiyma Rianse Ine Fausayana, Ine Ira Yuliati Yuliati, Ira Yuliati Irma Yuliani Irmasari Irmasari Ismail, Imran Joko Suyono Ola Barek, Joko Suyono Kartomo, Kartomo kasih, Gabriella Cahya Kasmaida kasmaida Lasa, Lasa Lien Damayanti Lisda, Lisda Lopang, Abigael Indri Lukman, M Nikwanul Maemunah Maemunah Magfirah, Adia Marno Marno Marwan Marwan Melati, Rima Hasiani Melinda, Eka Mirna, Asfar Misnawati Misnawati Muh Rusli Muhammad Karim, La Ode Muhammad Syaiful Muhlis Muhlis Mukrin, Mukrin Mulawati, Mulawati Murmayani Mursalim Mursalim Mus’af, M. Muslimin Muslimin Najimah, Najimah Nasution, Annio Indah Lestari Nikoyan, Anas Norvadewi Nurcaya Nurcaya NURJAYA NURJAYA, NURJAYA Oktaviani, Eka Putri Padang, Bernat Ruba Sampe Parno Parno Pratama, Mohammad Yant Pratiwi, Mariska Putri Putra, Firmasyah Putriani, Dian Rohma Rahayu, Gita Rahmat Fauzi Rahmat Hidayat Rahmawati, Rahmawati Raihan Islamadina Raihan, Ahmad Ramadanil Pitopang Retno Wulandari Rezky, Rezky Ridayat, Ridayat Rinti, Darwis K Ristiyanti Ristiyanti Riza Pahlevi, Riza Rosady Mulyadi Rukmi Rukmi Rustam Rustam Sabar, Adrayanti Safrin Salam Sagirah, Sitti Sahabuddin, Chuduriah Sahide, Muhammad Alif Kaimuddin Sakka Samudin Saldi Saldi, Saldi Salni, Dempu Siti Amina Suhal Aslam, Muhammad Supratman Supratman, Supratman Susanti, Evi Yulia Sutriyani, Sutriyani Syamsiar, Syamsiar Syamsul Arifin Syarni, Pertiwi T, Muh. Nashir Taheriah, Nuragifah Tahyat, Muhammad Aswan Tajuddin Tajuddin, Tajuddin Thomson Mary, Thomson Tika Parlina Tomas, Tuti Yanti Tongka, Gretty Natalia Tongka Natalia Try Sugiyarto Tulus Yuniasih Udu, Azura Ulpha, Ramadhani Andrawina Usman Rianse Victor Victor WA KUASA Wahdatun Nisa Wahyu Harso Wardah Wardah winarti, dwi Yundari, Yundari Zamad, Ahmad Ghazali Zulkaidhah Zulkaidhah