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Nia Kurniati
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Journal : Bulletin of Social Informatics Theory and Application

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Innovative CNN approach for reliable chicken meat classification in the poultry industry Anraeni, Siska; Mustari, Muhid; Ramdaniah, Ramdaniah; Kurniati, Nia; Mubarak, Syahrul
Bulletin of Social Informatics Theory and Application Vol. 8 No. 2 (2024)
Publisher : Association for Scientific Computing Electrical and Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31763/businta.v8i2.686

Abstract

In response to the burgeoning need for advanced object recognition and classification, this research embarks on a journey harnessing the formidable capabilities of Convolutional Neural Networks (CNNs). The central aim of this study revolves around the precise identification and categorization of objects, with a specific focus on the critical task of distinguishing between fresh and spoiled chicken meat. This study's overarching objective is to craft a robust CNN-based classification model that excels in discriminating between objects. In the context of our research, we set out to create a model adept at distinguishing between fresh and rotten chicken meat. This endeavor holds immense potential in augmenting food safety and elevating quality control standards within the poultry industry. Our research methodology entails meticulous data collection, which includes acquiring high-resolution images of chicken meat. This meticulously curated dataset serves as the bedrock for both training and testing our CNN model. To optimize the model, we employ the 'adam' optimizer, while critical performance metrics, such as accuracy, precision, recall, and the F1-score, are methodically computed to evaluate the model's effectiveness. Our experimental findings unveil the remarkable success of our CNN model, with consistent accuracy, precision, and recall metrics all reaching an impressive pinnacle of 94%. These metrics underscore the model's excellence in the realm of object classification, with a particular emphasis on its proficiency in distinguishing between fresh and rotten chicken meat. In summation, our research concludes that the CNN model has exhibited exceptional prowess in the domains of object recognition and classification. The model's high accuracy signifies its precision in furnishing accurate predictions, while its elevated precision and recall values accentuate its effectiveness in differentiating between object classes. Consequently, the CNN model stands as a robust foundation for future strides in object classification technology. As we peer into the horizon of future research, myriad opportunities beckon. Our CNN model's applicability extends beyond chicken meat classification, inviting exploration across diverse domains. Furthermore, the model's refinement and adaptation for specific challenges represent an exciting avenue for future work, promising heightened performance across a broader spectrum of object recognition tasks.
Co-Authors - Sutrisno Abd. Hafizh, Ramdani Ade Bastian Adi Prayoga, Dimas Afidah, Ida Afifah, Siti Sarah Agnia Karimah Ahmad Muttaqin Ainur Rohmah, Ainur Ajat, Ajat Amaliah, Khusnatul Anggatama, Rizki Anisatur Rofiqah, Siti Anna Fitriawati Anwar, Choiril Apriliani, Anik Apriyana, Della Ariansyah, Rio Tegar Arief Hadziq Fikri Arif, M. Fauzi Arifin Syatibi Artaji, Artaji Arwin AP Akib Aryono Hendarto Asep Ahmad Sidiq Atie Rachmiatie Bambang Saiful Ma’arif BENI SETIAWAN Betty Rubiati Budi Utomo Cahya Dewi Satria, Cahya Dewi Cecep Muhamad Iyen Sobari Chairiawaty D Lababan, Muhamad Oscario Dadang Epi Sukarsa Dadi Ahmadi Dantia, Nanda Aprilia Cahya Darwis, Herdianti De Side, Gagassage Nanaluih Deddy Mulyana Dede Faisal faisal Dedeh Fardiah Dewi Kania Sugiharti Dharmayati B. Utoyo Diah Ajeng Setiawati, Diah Ajeng Dina Muktiarti, Dina Djajadiman Gatot Djuara P Lubis Dzela Kartika Ayuningtyas edy Eka Agustina, Eka Eko Swistoro El-Yunusi, Muhammad Yusron Maulana Emelia, Wa Ode Nadya Emelya Chow Enny Zuliatie Ere Mardella Arbiani Fachry Abda El Rahman Fatma Alief Afifah Ferry Darmawan fili, mantri kromo fandith Fitra insani Fitra Fitriani, Fidha Fujia Mesarina Sasmita Gulianti, Lia Guyup Mahardhian Dwi Putra Hamdani, Erwin Harahap Hani Mysha Putri Hanifah Ramadhani Nasution Hastuti Retno Kuspiyah, Hastuti Retno Hellena Deli Helza Nova Lita Hendi Suhendi Hendi Suhendi Hendra, Zul Hermanto, Basuki Sri Ibnu Fakhir Ida Afidah Idham Amir Imas Sukaesih Sitanggang Indah Siti Nurazizah Iqbal Nur Muhammad Irawati Irawati Irena Puji Luritawaty Irman Hermadi Isma, Atika Faizatul Iswan jovanka, Novalizcitra K.A. Gafur, Tri Baginda Kamaluddin Hidayat Kartini, Fitriah Kemas Firman Khadijah, Dinda Nur Khaerunnisa, Hasna Kharawan, Athifah Arsa Khatimah, Nur Khusnul Khusnah, Anisa Ul Kiransyah, M. Rafki Razif Komarudin Shaleh Lailatul Fitriyah Lestari, Lilia Putri lilis nurhayati Lokapitasari Belluano, Poetri Lestari Lulu Alawiyah Nurillah M Nur hidayat, Dayad Magdalena, Silvia Malki Ahmad Nasir Maret Priyanta Marsa, Shela Septina Marsubrin, Putri Maharani Tristanita Maslena, Mega Maudya, Fatma Namira Mey Susanti AS Milatun khasanah Milda Milda, Milda Mildasari, Mildasari Moh Jibral Imperial Day Mordekhai, Jordan Mubarak, Syahrul Muhammad Afif Muhammad Agung Purnama Muhammad Farhan Muhammad Fauzi Arief Muhammad Fikri Herliawan Muhammad Nabil Muhammad Nurramadhan Muhammad Raihan Muhammad Rifqi Rosyaddin Mulya Rahma Karyanti, Mulya Rahma Mulya Safri Mustari, Muhid Mutia Umar N. Sausan M. Sholeh Nabiila Setiawan Bila Nabila, Azzah Nafilia Nesafitri Naibaho, Cecilya Ragnawaty Nandang HMZ Nandang HMZ Nasruddin Nazirah, Aliyah Novie Amelia Chozie Nurbella Nurhayati, Elis Nurwahidah P, Kharisma Jayak Pawit M. Yusuf, Pawit M. Pentatito Gunowibowo Pramadytha Maharani Putri Irmansyah Pramita Gayatri Prasetyo, Windu Gandung Puji Adi Pertiwi Purnawansyah Purnawansyah Putri, Desy Hanisa Rachma Putri Rahman, Miftakhul Rahmatia Tajudin Rahmatia Tajudin Raihanam Zulfahri Ramdaniah Ramdaniah Raudhah, Putri Reginawanti Hindersah Reni Reni, Reni Retno Damayanti Reyes, Maria Clara Reynata Alya Hartono Rheny Asri Chandra Putri Ridho Riandi Rifayandhi, Muhamad Hanif Rilus Kinseng Rini Rinawati Riqkiyah, Diyana Fauziya Riska Hediya Putri Riska Mauliana Rismiati, Della Ritonga, Ivan Teguh Saputra Rizki Wahyuni Lubis Rohmatul Mahfiroh Rukhviyanti, Novi Rumengan, Tommy Arby Sabilah, Dina Sakna, Sabilinnisa' Salim, Yulita Salshabilla Firdausi Santos, Luis Santoso, Dara Ninggar Selamat, Rachmat Septiani, Ni Kadek Ely Septiani, Nita Setiawan Asri, Nur Aslam setiawati, rahmi Setyo Riyanto Shaleh, Komarudin Sherly Meilintan Surya Shofa, Ghefira Zahira Silvi Yulia Sari Siska Anraeni Sisma Yani Tumanggor Sondi Kuswaryan Sri Hastuti Noer Sri Hermanto, Basuki SRI RAHMAYANTI Sri Utami Sudigdo Sastroasmoro Sugeng Sutiarso Sulistianingsih, Dina Sutisari, Werdi Syahrani, Anita Syaumudinsyah Syaumudinsyah, Syaumudinsyah Syukur, Amalia Nurfitria T Nilamsari Tezsa Arbainatasya Tian Sopyan Abdullah Tina Sri Sumartini, Tina Sri Toha Muhaimin Tri Ferga Prasetyo Tripandi Silaban Triyanti Anugrahini Ulfia Hasanah Ulwiyah, Fina Uswatun Layina Maya Vidi Siami Mulyanti Widia Ningsih, Widia Widiyanto, Wahyu Wijaya Widyani, Julia Wisnu Probo Wijayanto Yani Pujiwati Yani Ramdani Yessi Yuniarti Yogi Prawira, Yogi Yuliana Yuliana Yulianah M. Yusuf, Siti Yulinda Adharani, Yulinda Yusuf Saepul Zamil YUSUF, DIANA Yusuf, Siti Yulianah M. Zahirah, Dinna Zakiudin Munasir Zulaikah