Identifikasi Pengenalan Pola Daun Kelor Kering Dengan You Only Look Once V8

https://doi.org/10.22146/ijeis.94871

I Putu Candra Jumariana(1), Putu Sugiartawan(2*)

(1) Program Studi,Teknik Informatika, Institut Bisnis dan Teknologi Indonesia
(2) Program Studi,Teknik Informatika, Institut Bisnis dan Teknologi Indonesia
(*) Corresponding Author

Abstract


Optimal drying of Moringa oleifera leaves plays an important role in maintaining nutritional quality and meeting desired pattern recognition standards. This research proposes the use of You Only Look Once (YOLO) V8, an object identification method in computer vision, to identify the drying level of Moringa leaves in real-time. The integration of a camera in the drying machine allows visual monitoring of changes in moringa leaves during the drying process. YOLOv8 was implemented to recognize and track changes in moringa leaf dryness levels, enabling timely analysis. The identification results are then classified into dry "YES" or "NO" conditions according to quality standards. This research aims to increase production efficiency, real-time quality monitoring, and ensure Moringa leaf products meet established quality standards. By using the YOLOv8 method, it is hoped that this research will provide an innovative and effective solution in overcoming the challenge of optimally drying Moringa leaves.


Keywords


Identification; Moringa Leaves; You Only Look Once;

Full Text:

PDF


References

H. Herwin et al., “Pendampingan dan Edukasi pada Keluarga dengan Anak Stunting tentang Pembuatan Suplemen Daun Kelor melalui Studi Antropometri,” Media Karya Kesehat., vol. 6, no. 1, 2023. [2] P. G. Milla, R. Peñalver, and G. Nieto, “Health benefits of uses and applications of Moringa oleifera in bakery products,” Plants, vol. 10, no. 2, p. 318, 2021. [3] G. Sandeep, T. Anitha, K. R. Vijayalatha, and A. Sadasakthi, “Moringa for nutritional security (Moringa oleifera Lam.),” Int J Bot Stud, vol. 4, no. 1, pp. 21–24, 2019. [4] N. N. Affandi, Kelor Tanaman Ajaib Untuk Kehidupan Yang Lebih Sehat. Deepublish, 2019. [5] C. Putri Anggia, “SISTEM PERHITUNGAN KENDARAAN MENGGUNAKAN ALGORITMA YOLOV5 DAN DEEPSORT,” 2023. [6] A. A. S. Arip, N. Sazali, K. Kadirgama, A. S. Jamaludin, F. M. Turan, and N. A. Razak, “Object Detection for Safety Attire Using YOLO (You Only Look Once),” J. Adv. Res. Appl. Mech., vol. 113, no. 1, pp. 37–51, 2024. [7] A. Ma’ruf and M. Hardjianto, “PENERAPAN ALGORITME YOU ONLY LOOK ONCE VERSION 8 UNTUK IDENTIFIKASI ABJAD BAHASA ISYARAT INDONESIA,” in Prosiding Seminar Nasional Mahasiswa Fakultas Teknologi Informasi (SENAFTI), 2023, vol. 2, no. 2, pp. 567–576. [8] P. A. B. UPNVJT, “Prosiding SINABIS 2022 Strategi Pengembangan dan Inovasi Usaha melalui Program Pengabdian Masyarakat Pasca Pandemi COVID 19.(ISSN 2722-6484),” Penerbit Sasanti Inst., 2023. [9] A. Fragoso-Mandujano, M. Perez-Patricio, J. L. Camas-Anzueto, E. Simá-Moo, H. D. Vazquez-Delgado, and N. A. Morales-Navarro, “Toward an approach for moisture estimation during hot air drying of neem leaves (Azadirachta indica) using pulsed phase thermography,” Dry. Technol., vol. 41, no. 4, pp. 480–491, 2023. [10] A. Husni and M. G. S. M. P. Putra, Pengendalian mutu hasil perikanan. Ugm Press, 2018. [11] E. Nursubiyantoro, I. Ismianti, and A. W. A. Wibowo, “Otomasi Sistem Pengolahan Air.” LPPM UPN Veteran Yogyakarta, 2020. [12] I. Marzuki, “Pengembangan Desa Cerdas Berorientasi Organik dan Teknologi Informasi,” 2020. [13] D. Tarigan, “[BUKU] Tanaman Obat dan Rempah,” Kumpul. BERKAS KEPANGKATAN DOSEN, 2020. [14] E. U. Armin, A. P. Edra, F. I. Alifin, I. Sadidan, I. P. Sary, and U. Latifa, “Performa Model YOLOv8 untuk Deteksi Kondisi Mengantuk pada pengendara mobil,” Brahmana J. Penerapan Kecerdasan Buatan, vol. 5, no. 1, pp. 67–76, 2023. [15] M. A. Khan et al., “Development of Synergy-Based Combination for Learning and Memory Using in vitro, in vivo and TLC-MS-Bioautographic Studies,” Front. Pharmacol., vol. 12, no. July, pp. 1–14, 2021, doi: 10.3389/fphar.2021.678611. [16] M. Kamran et al., “Phytochemical composition of moringa oleifera its nutritional and pharmacological importance,” Postep. Biol. Komorki, vol. 47, no. 3, pp. 321–334, 2020. [17] W. Sartika and Y. Suryarinilsih, Daun Kelor: Alternatif dalam Meningkatkan Hemoglobin Remaja Putri. Penerbit NEM, 2022. [18] N. Parfati, K. C. Rani, and N. I. E. Jayani, “Modul Penyiapan Simplisia Kelor (Aspek Produksi, Sanitasi, Dan Hygiene).” Fakultas Farmasi Universitas Surabaya, 2018. [19] S. O. Nadia, “STRATEGI PENGEMBANGAN USAHA KEMPLANG PANGGANG MEREK ANGO DALAM MENINGKATKAN DAYA SAING PASAR,” 2023. [20] I. W. Sudiarsa, I. G. I. Sudipa, P. Sugiartawan, N. M. Maharianingsih, and N. K. N. N. Pande, “Information System for Monitoring Production Process of Dried Kelor Leaf Dried Using the FAST Method,” Sink. J. dan Penelit. Tek. Inform., vol. 8, no. 4, pp. 2748–2756, 2023. [21] I. wayan Sudiarsa, P. Sugiartawan, I. G. I. Sudipa, N. M. Maharianingsih, and I. K. A. Putra, “Sistem Pengering Daun Kelor Berbasis Internet of Things dan Artificial Intteligence,” IJEIS (Indonesian J. Electron. Instrum. Syst., vol. 13, no. 2, pp. 183–194, 2023. [22] M. Farhadi, B. T. Vankayalapati, R. Sajadi, and B. Akin, “AC Power Cycling Test Setup and Condition Monitoring Tools for SiC-Based Traction Inverters,” IEEE Trans. Veh. Technol., 2023.



DOI: https://doi.org/10.22146/ijeis.94871

Article Metrics

Abstract views : 1461 | views : 494

Refbacks

  • There are currently no refbacks.




Copyright (c) 2024 IJEIS (Indonesian Journal of Electronics and Instrumentation Systems)

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.



Copyright of :
IJEIS (Indonesian Journal of Electronics and Instrumentations Systems)
ISSN 2088-3714 (print); ISSN 2460-7681 (online)
is a scientific journal the results of Electronics
and Instrumentations Systems
A publication of IndoCEISS.
Gedung S1 Ruang 416 FMIPA UGM, Sekip Utara, Yogyakarta 55281
Fax: +62274 555133
email:ijeis.mipa@ugm.ac.id | http://jurnal.ugm.ac.id/ijeis



View My Stats1
View My Stats2