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Hendri Irawan
Universitas Budi Luhur
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Journal : JOURNAL OF SCIENCE AND SOCIAL RESEARCH

 1 
IDENTIFIKASI TINGKAT KEMATANGAN BUAH MANGGA MENGGUNAKAN METODE K-MEANS CLUESTERING DAN MEDIAN FILTER Yanti, Rahma; Yasmin, Nabilla; Putra, Kharisma Utama; Irawan, Hendri; Sovia, Rini
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 8, No 2 (2025): May 2025
Publisher : Smart Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54314/jssr.v8i2.2893

Abstract

Abstract: This study aims to develop an automatic system for identifying the ripeness level of mangoes using the K-Means Clustering and Median Filter methods. The background of this research is based on the agricultural industry's need for an objective ripeness assessment, as manual methods are often subjective and inefficient. The K-Means Clustering method is used to categorize mango ripeness based on skin color characteristics, while the Median Filter is applied to enhance image quality by reducing noise before clustering. This study utilizes a dataset of 120 mango images, consisting of 47 images for training and 73 images for testing. The results indicate that the combination of these two methods achieves a classification accuracy of 98%. These findings contribute to the development of digital image processing technology for applications in the agricultural and food industries. Keyword: Ripeness identification, K-Means Clustering, Median Filter, Image Processing, Mango. Abstrak: Penelitian ini bertujuan untuk mengembangkan sistem identifikasi tingkat kematangan buah mangga secara otomatis menggunakan metode K-Means Clustering dan Median Filter. Latar belakang penelitian ini didasarkan pada kebutuhan industri pertanian dalam menentukan tingkat kematangan mangga secara objektif, mengingat metode manual sering kali subjektif dan kurang efisien. Metode K-Means Clustering digunakan untuk mengelompokkan tingkat kematangan mangga berdasarkan karakteristik warna kulit, sedangkan Median Filter diterapkan untuk meningkatkan kualitas citra dengan mengurangi noise sebelum dilakukan proses klasterisasi. Penelitian ini menggunakan dataset sebanyak 120 citra mangga, yang terdiri dari 47 citra untuk pelatihan dan 73 citra untuk pengujian. Hasil penelitian menunjukkan bahwa kombinasi kedua metode ini mampu mengklasifikasikan tingkat kematangan mangga dengan akurasi sebesar 98%. Temuan ini memberikan kontribusi dalam pengembangan teknologi pemrosesan citra digital untuk aplikasi dalam industri pertanian dan pangan. Kata kunci: Identifikasi kematangan, K-Means Clustering, Median Filter, Pengolahan Citra, Mangga.
Co-Authors Aba, Akbar Abdul Azis Achadiani, Dwi Adiiba Dwikanthi Adrian , Krisna Afrizal Afrizal Agus Umar Hamdani Agy Nugroho Ahmad Fauzi Andi Suhardiyanto Anggraeni, Alvi Ani Indrawati Anif Istianah Anita Diana Aripin, Septiyandi Aryasanti, Agnes Asneli, Asneli Asrul Asrul Astria Ayu Ramadianti Bagaspati, Rakha’ Adrida Bayu Sadewo Budiman Budiman carmidah carmidah Cecep Darmawan, Cecep Dadang Sundawa, Dadang Damara, Devina Darmawan , Cecep Dasim Budimansyah, Prayoga Bestari, Redi Yamanto, Dasim Budimansyah, Dedy Ari Nugroho Dewi Novina Sukapiring, Dewi Novina Diah Qisqadartunissa Dufi Muzarli Dwi Achadiani Dwi Achadiani Dwi Achadiani Dwi Rani Febriyanti Eki Hasanah Ekie Revsie Akbar Emy Hariati Fajariah, Nurul Fajriani S, Nur Farida Ariyani, Pipin Febriyanda, Febriyanda Fellita Nur Faizah Filania Rahayu Firdaus, Pipin Fitri, Inong Khanadya Grace Gata, Grace Gulo, Yamanotona Heri Saputra Humisar Hasugian Iim Siti Masyitoh Ika Sulis Tiyani Indah Lestari Inri Purwaningrum Irawan Irawan Irawan Irawan Istianah, Anif ita novita Joko Christian Chandra Khaerul Anam Khaira, Wilda Kurniawan, Muhammad Andi Laili Zakiya Lauw Li Hin Leni Anggraeni Leni Malinda Lis Suryadi, Lis M. Yunasri Ridhoh Mariana Mariana Marisanda Marisanda Masrukhi Masrukhi Masrukhi Masrukhi Mila Santi Mofa, Wira Muhammad Ainur Rony Muhammad Khaibar Putra Adhitia Muhammad Nur Ibnu Wicaksono Mukarromah Mursito, Mursito Nabila Maharani Nasrah, Rasidah nawindah nikko handiarto Nur Fahmi Azis Nurbaiti Setyaningsih Nurbaity Situmorang Nurhuda, Risky Hanif Nuri Ramadhan Nurul Ajimah Ritonga, Merdayana, Sakdan Azwan Nurwijayanti Painem, Painem Pradana, Rizky Pradanna, Satrio Alpen Pramono, Didi Purwaningrum, Inri Putra, Kharisma Utama Putra, Tarekh Febriana Rahmat Rahmat Rasidah Nasrah Reva Ragam Santika ria agustin Riani Baiduri Siregar Riri Irawati Riri Irawati Risna Maharani Rita Wahyuni Riwurohi, Yan Everhard Rizky Pradana Rostarina Hutagaol Rudi Purwana Rudi Yanto Sandey Tantra Paramitha Sari, Maya Desfita Satrio Alpen Pradanna Septian Adhy Kurnia Sisca Agdinsa Ramadhan Sisilia Florina Yanti Sovia, Rini Susan Fitriasari Suyahmo Suyahmo Syaifullah Syaifullah Syaifullah Syarifah Ainun Harahap Tarekh Febriana Putra Tutik Wijayanti Tutik Wijayanti, Tutik Utama, Nanda Julian Wendi Usino Wica, Pratama Yoga widya pramesti Yanti, Rahma Yasmin, Nabilla Yeni, Afni Yudho Waskito Yustiana, Widya