Article Per Year (5 Year)
p-Index From 2020 - 2025
6.539
P-Index
This Author published in this journals
All Journal Jurnal Bios Logos Jurnal Ilmu dan Teknologi Pangan JOIV : International Journal on Informatics Visualization Jurnal Penelitian Pendidikan IPA (JPPIPA) Jurnal Teknologi Pertanian (Agricultural Technology Journal) Jurnal Teknik Pertanian Lampung (Journal of Agricultural Engineering) Agro Bali: Agricultural Journal Budapest International Research in Exact Sciences (BirEx Journal) Jurnal Agroekoteknologi Terapan Jurnal Abdimas Bina Bangsa Journal of Agriculture (JoA) Journal Research of Social Science, Economics, and Management AGRI-SOSIOEKONOMI Bulletin of Social Informatics Theory and Application COCOS
Dedie Tooy
Agricultural Engineering Study Program, Dept. Of Agricultural Technology, Faculty Of Agriculture, Sam Ratulangi University.
Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Economics, Econometrics & Finance Education Engineering Environmental Science Immunology & microbiology Languange, Linguistic, Communication & Media Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Physics Social Sciences Transportation Other

Published : 52 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Bulletin of Social Informatics Theory and Application

 1 
Web-Based System for Medicinal Plants Identification Using Convolutional Neural Network Latumakulita, Luther; Mandagi, Franklin; Paat, Frangky; Tooy, Dedie; Pakasi, Sandra; Wantasen, Sofia; Pioh, Diane; Mamarimbing, Rinny; Polii, Bobby; Pongoh, Jantje; Pinaria, Arthur; Tenda, Edwin; Islam, Noorul
Bulletin of Social Informatics Theory and Application Vol. 6 No. 2 (2022)
Publisher : Association for Scientific Computing Electrical and Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31763/businta.v6i2.601

Abstract

Indonesia has a variety of medicinal plants that are efficacious for preventing or treating various diseases. Each region has unique medicinal plants, such as in North Sulawesi, there are many medicinal plants with local names of "Jarak" (Jatropha curcas), "Jarak Merah" (Jatropha multifida), "Miana" (Coleus Scutellarioide), and "Sesewanua" (Clerodendron Squmatum Vahl). This research applies the Convolutional Neural Network (CNN) method to identify the types of medicinal plants of North Sulawesi based on leaf images. Data was collected directly by taking photos of medicinal plant leaves and then using the augmentation process to increase the data. The first stage is conducting training and validation processes using 10-fold cross-validation, resulting in 10 classification models. Evaluation results show that the lowest validation accuracy of 98.4% was obtained from fold-4, and the highest was 100% from fold-2. The third stage was to run the testing process using new data. The results showed that the worst model produced a test accuracy of 80.91% while the best model produced an accuracy of 87.73% which means that the identification model is quite good and stable in classifying types of medicinal plants based on its leaf images. The final stage is to develop a web-based system to deploy the best model so people can use it in real-time
Co-Authors A.A. Ketut Agung Cahyawan W Adhiyanto D. Sinadia Amelia, Putri Arthur G. Pinaria Assa, Jan Rudolf Balikan, Chikita M. Bobby Polii Budiman, Glenn Chevin A.T Unsong Christian M. Sumampouw Christine F Mamuaja Christine Mamuaja D. Ludong D. Pangkerego D. Rumambi Daniel P. M. Ludong Daniel P. M. Ludong Daniel P.M. Ludong David P Rumambi David P. Rumambi David Paul Rumambi Defly I. C. Hansang Deisy Pakiti Denny Saroinsong Dewinta Lantang Diana Marice Jitmau E. Kambey Elsje Pauline Manginsela Eva M. R. Mukuan Fidel C. A. Tendeng Fiyoliyandi Djangu Frangky J. Paat Frans Wenur Freeke Pangkerego Gerson Wohon Grentino Marcelo Durand Handry Rawung Herry F Pinatik Herry F. Pinatik Herry F. Pinatik Herry Frits Pinatik Ireine A. Longdong Ireine A. Longdong Ireine Adriana Longdong Ireine Adriana Longdong Ireine Longdong Islam, Noorul Jantje Pongoh Jeanne Martje Paulus, Jeanne Martje Jhiro Christian Mailool Johanes F. X. Rogi Johanes F. X. Rogi, Johanes F. X. Kahar Drakel Koapaha, T. Koibur, Mayko Edison Kusuma, Samuel D. A. Lady C. Ch. E. Lengkey Lady E. Ch Lengkey Lady Lengkey Laleleh, Sherina Lantang, Dewinta Lengkey, Lady E.Ch. Leo Kalesaran Liwu, Suzanne L. Longdong, Ireine Adriana Lucia Cecilia Mandey Ludong, D. Luther A. Latumakulita Luther Latumakulita Lynda H. Sue Mamuaja, Christine F Mandagi, Franklin Manoppo, Yesica Febriani Maya H. Montolalu, Maya H. Meike C. Kusaly Merywati Maku, Merywati Meylan Kowimbin Mikhael Farly Gahung Mochtar, Juventus Yoel Mona, Frits Montolalu, Maya Montolalu, Maya Hendrietta Mukhlis Mukhlis Nofri Abdul Azis Amiri Nordy Fritsgerald Lucky Waney Novianti Nari Oessoe, Yoakhim Y.E. Paat, Frangky J Paat, Frangky Jessy Pakiti, Deisy Pangkerego Freeke Pangkerego, D. Pinatik, Herry F Pinatik, Herry Frits Pioh, Diane Rantung, Ruland A Rantung, Ruland Aswin Renaldy S Mamangkey Reyfhel H. F. Tagah Rinny Mamarimbing Rinny Mamarimbing Rizaldi Akbar Kaplale Robert Molenaar Ruland A. Rantung Ruland Aswin Rantung Ruland Rantung Rumambi, David P Rumambi, David Paul Samuel D. A. Kusuma Sandra E. Pakasi Sandra Pakasi Sandra Pakasi Selvie Tumbelaka Silvia Lakumani Sofia Wantasen Stefy Wagiu Suzanne L. Liwu Tangkeallo, Sindy C. T. Telinus Yigibalom Teltje Koapaha Tenda, Edwin Tineke Langi Tineke M. Langi Verby N.D. Rumintjap Verby N.D. Rumintjap, Verby N.D. Walangitan, Khesilya E. Waney, Nordy Fritsgerald Lucky Wangko Iwan Marchel Yoakhim Y.E. Oessoe Yosua Kawung