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All Journal Jurnal Rekayasa Mesin Speed - Indonesian Journal on Computer Science Speed - Sentra Penelitian Engineering dan Edukasi REKAYASA Et-Tijarie: Jurnal Hukum dan Bisnis Syariah Jurnal Pengabdian Kepada Masyarakat (Indonesian Journal of Community Engagement) INTEGER: Journal of Information Technology JURNAL DINAMIKA VOKASIONAL TEKNIK MESIN Syntax Literate: Jurnal Ilmiah Indonesia DIKLUS: Jurnal Pendidikan Luar Sekolah Jurnal Nusa Sylva JURNAL PENDIDIKAN TAMBUSAI Teknobiz : Jurnal Ilmiah Program Studi Magister Teknik Mesin RISTEK : Jurnal Riset, Inovasi, dan Teknologi Kabupaten Batang Al Yasini : Jurnal Keislaman, Sosial, hukum dan Pendidikan Generation Journal Al-Manhaj: Jurnal Hukum dan Pranata Sosial Islam Innovation in Research of Informatics (INNOVATICS) Instal : Jurnal Komputer Jurnal Riset dan Aplikasi Mahasiswa Informatika (JRAMI) Bulletin of Science Education Abdiformatika: Jurnal Pengabdian Masyarakat Informatika RISTEK: Jurnal Riset, Inovasi dan Teknologi Kabupaten Batang Tsaqofah: Jurnal Penelitian Guru Indonesia Jurnal Pemberdayaan Sosial dan Teknologi Masyarakat Journal of Computer Science and Research PARADUTA : Jurnal Ekonomi dan Ilmu-Ilmu Sosial Mawaddah: Jurnal Hukum Keluarga Islam Jurnal Pelita Sriwijaya Power Elektronik : Jurnal Orang Elektro Journal of Technology and Computer (JOTECHCOM) Seminar Nasional Riset dan Teknologi (SEMNAS RISTEK) Jurnal Pemberdayaan Masyarakat dan Komunitas Journal of Management, Accounting, and Administration KOMPUTASI
Rudi Hermawan
Program Studi Sistem Informasi Universitas Surakarta
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Classification of Student Activity Status Using Machine Learning Algorithms at Royal University Iqbal, Muhammad; Hermawan, Rudi
Bahasa Indonesia Vol 17 No 09 (2025): Instal : Jurnal Komputer
Publisher : Cattleya Darmaya Fortuna

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54209/jurnalinstall.v17i09.439

Abstract

Inactivity is a significant challenge that impacts academic performance, retention rates, and the operational effectiveness of higher education institutions. Royal University faces an urgent need to identify students at risk of becoming inactive early, so that academic interventions can be carried out appropriately and effectively. This study aims to develop a classification model for student inactivity status (Active or Passive) using a machine learning approach, by testing three main algorithms: Decision Tree (DT), Support Vector Machine (SVM), and Random Forest (RF). The dataset used consists of 642 student entries, including academic information such as Grade Point Average (GPA), total credits taken, attendance percentage, number of courses per semester, and semester level. The methodology steps include data cleaning and transformation, splitting the dataset into 80% training data and 20% testing data using a random sampling method ( train_test_split with random_state = 42), model training, and performance evaluation using accuracy, precision, recall, and F1-score metrics. The experimental results show that DT and SVM achieve the highest accuracy of 98.44%, with maximum precision in predicting active students, while RF excels in recall (0.96), making it more effective in detecting active students at risk of being missed. Feature importance analysis reveals that GPA and attendance are the most determining factors in predicting student active status, while the number of courses, credits taken, and semester level have a lower additional influence. The primary contribution of this research is the provision of an accurate and practically applicable classification model, enabling universities to conduct automated student monitoring, proactive academic interventions, and data-driven decision-making. Implementing this model in academic information systems can improve the effectiveness of advising programs, reduce the risk of student inactivity , and support efforts to improve retention and graduate quality. This research also emphasizes the importance of contextual features in improving prediction accuracy and provides insights that can be leveraged for the development of data-driven academic strategies.
PELATIHAN PEMBUATAN DIGITAL LOOKBOOK BERBASIS AI BAGI MASYARAKAT DI LKP AZ ZIKRA Hermawan, Rudi; Wijaya, Rian Farta; Budianto, Eko; Septian, Muhammad; As'ary, Muhammad Hasyim; Sitepu, Andri Ismail
Jurnal Pemberdayaan Sosial dan Teknologi Masyarakat Vol 5, No 2 (2025): Desember 2025
Publisher : Smart Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54314/jpstm.v5i2.5315

Abstract

Abstract: The rapid development of artificial intelligence (AI) technology presents both challenges and opportunities for the general public, particularly in the creative economy sector. This community service activity aims to improve the digital literacy and creative competency of the community at LKP Az Zikra through training on creating digital lookbooks using AI-based platforms. The method employed involves direct training with a "learning by doing" approach, encompassing introduction to generative AI, prompt engineering techniques, and practical creation of digital fashion catalogs. The activity focuses on transferring skills in utilizing tools such as AI image generators to produce professional visual assets without high costs. The results indicate a significant increase in participants' ability to operate AI technology for product visualization purposes. Participants successfully produced digital lookbooks that meet industry standards in terms of aesthetics and resolution. This capability proves that AI technology democratization can be effectively achieved through structured non-formal education, providing economic value added for community business promotion.            Keywords: artificial intelligence; digital lookbook; community empowerment; creative economy; vocational training  Abstrak: Pesatnya perkembangan teknologi kecerdasan buatan (Artificial Intelligence/AI) menghadirkan tantangan sekaligus peluang bagi masyarakat umum, khususnya dalam sektor ekonomi kreatif. Kegiatan pengabdian kepada masyarakat ini bertujuan untuk meningkatkan literasi digital dan kompetensi kreatif masyarakat di LKP Az Zikra melalui pelatihan pembuatan digital lookbook berbasis platform AI. Metode yang digunakan adalah pelatihan langsung dengan pendekatan learning by doing yang mencakup pengenalan generative AI, teknik prompt engineering, dan praktik pembuatan katalog mode digital. Fokus utama kegiatan adalah transfer keterampilan penggunaan perangkat lunak penghasil gambar otomatis untuk menghasilkan aset visual profesional tanpa biaya tinggi. Hasil kegiatan menunjukkan adanya peningkatan signifikan pada kemampuan peserta dalam mengoperasikan teknologi AI untuk keperluan visualisasi produk. Peserta berhasil menghasilkan luaran berupa digital lookbook yang memenuhi standar estetika industri dan resolusi gambar. Kemampuan ini membuktikan bahwa demokratisasi teknologi AI dapat dilakukan efektif melalui pendidikan non-formal yang terstruktur serta memberikan nilai tambah ekonomi bagi promosi usaha masyarakat. Kata kunci: kecerdasan buatan; digital lookbook; pemberdayaan masyarakat; ekonomi kreatif; pelatihan vokasi  
DIGITALISASI BISNIS RENGGINANG MELALUI PENERAPAN WEBSITE E-COMMERCE UNTUK PEMBERDAYAAN UMKM DI BATU BARA Hermawan, Rudi; Sarif, Muhammad Irfan; Suteja, Ade Guna; S. Siburian, Ramli
Jurnal Pemberdayaan Sosial dan Teknologi Masyarakat Vol 5, No 2 (2025): Desember 2025
Publisher : Smart Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54314/jpstm.v5i2.5281

Abstract

Abstract: Marketing digitalization poses a primary challenge for Micro, Small, and Medium Enterprises (UMKM) in rural areas with limited technological literacy. The partner for this community service is Rengginang Bg Ar, a home industry in Batu Bara Regency experiencing revenue stagnation due to conventional marketing patterns and minimal digital knowledge for market expansion. This activity aims to empower the partner through intensive mentoring on business transformation and the application of appropriate technology in the form of an E-Commerce website. The implementation method consists of three chronological stages: socialization of digital urgency, installation of a web-based sales information system, and training on system operation and online order management. The results indicate an increase in the partner's understanding of digital marketing to 90%, compared to the initial condition of only 20%. The partner is now able to manage the online store independently, resulting in the opening of new market access outside the sub-district area and a significant increase in product sales potential. The implementation of a digital market platform proved to be an effective solution for resolving limited market reach and improving the partner's business competence.            Keywords: digitalization; e-commerce; marketing; UMKM; rengginang  Abstrak: Digitalisasi pemasaran menjadi tantangan utama bagi Usaha Mikro, Kecil, dan Menengah (UMKM) pedesaan yang memiliki keterbatasan literasi teknologi. Mitra pengabdian ini adalah Rengginang Bg Ar, industri rumahan di Kabupaten Batu Bara yang mengalami stagnasi omzet akibat pola pemasaran konvensional dan minimnya pengetahuan digital untuk perluasan pasar. Kegiatan ini bertujuan memberdayakan mitra melalui pendampingan intensif transformasi bisnis dan penerapan teknologi tepat guna berupa website E-Commerce. Metode pelaksanaan terdiri dari tiga tahapan kronologis: sosialisasi urgensi digital, instalasi sistem informasi penjualan berbasis web, serta pelatihan operasional sistem dan manajemen pesanan daring. Hasil kegiatan menunjukkan peningkatan pemahaman mitra terkait pemasaran digital sebesar 90% dari kondisi awal yang hanya 20%. Mitra kini mampu mengelola toko daring secara mandiri, yang berdampak pada terbukanya akses pasar baru di luar wilayah kecamatan serta peningkatan potensi penjualan produk secara signifikan. Implementasi platform pasar digital terbukti menjadi solusi efektif untuk memecahkan masalah keterbatasan jangkauan pasar dan meningkatkan kompetensi bisnis mitra. Kata kunci: digitalisasi; e-commerce; pemasaran; UMKM; rengginang 
Penggunaan Aplikasi Google Form Dalam Perancangan Surat Menyurat Pada Masa Pandemi Covid 19 Valentino, V.H.; Setiawan, Heri Satria; Hermawan, Rudi
Jurnal Esensi Infokom : Jurnal Esensi Sistem Informasi dan Sistem Komputer Vol 6 No 2 (2022)
Publisher : Institut Bisnis Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55886/infokom.v6i2.532

Abstract

Pada saat ini peran teknologi dan komputer sangat lah berperan dan mengambil peran yang sangat membantu manusia dalam melakukan komunikasi antar manusia dikarenakan virus Covid 19 semakin meningkat. Maka dari itu manusia diusahakan tidak berkontak langsung dengan manusia yang lain, sementara prosedur yang biasa dilakukan selama ini dalam bertransaksi dalam urusan administrasi harus mengunakan data berupa form yang dicetak, ditandatangani dan dicap sebagai bukti transaksi yang sah di semua hal, dikarenakan terjadi nya wabah Covid 19 ini maka kemajuan teknologi sangatlah berperan penting dan mengambil alih semua kegiatan manusia yang tadi nya membutuhkan waktu yang Panjang dapat dipangkas oleh teknologi google form ini, karena google form ini tidak mengenal jarak, waktu dan tempat, sehingga semua laporan dapat dikerjakaan setiap saat tanpa batasan yang menjadikan rintangan selama ini, Teknologi Internet saat ini sangat berperan penting dalam menjaga agar virus Covid 19 ini berkembang, cukup dengan penggunaan google form yang dirancang semua orang dapat mengirim datanya ke tempat tujuan yang ditentukan oleh suatu kelompok/instansi dalam melakukan pertukaran data yang diperlukan dalam mengurus keperluan orang yang membutuhkan surat dalam menjalankan tugas masing-masing yang beraneka macam dan dalam waktu yang berbeda, sehingga tidak ada lagi batasan-batasan yang membuat orang tidak dapat mengirim data yang diperlukan, oleh karena teknologi ini diperlukan pelatihan-pelatihan yang akan membuat orang yang bertugas maupun orang yang menggunakannya bisa menjalankan aplikasi pada google form sehingga dapat memepermudah disegala pihak baik dari pengguna maupun pembuat formnya
Sistem Pakar Diagnosa Gangguan Tidur Pada Siswa SMK Paskita Global dengan Metode Forward Chaining Berbasis Desktop Febriyanti, Rachmah; Hermawan, Rudi; Marlia, Rina
Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi) Vol 10, No 1 (2026): SEMNAS RISTEK 2026
Publisher : Universitas Indraprasta PGRI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30998/semnasristek.v10i1.8640

Abstract

Permasalahan gangguan tidur pada remaja semakin meningkat, termasuk di lingkungan pendidikan seperti SMK Paskita Global. Berdasarkan observasi, banyak siswa mengalami penurunan konsentrasi, kelelahan, serta prestasi akademik yang menurun akibat pola tidur yang tidak teratur. Penanganan yang dilakukan selama ini masih bersifat manual dan memerlukan waktu yang cukup lama, serta belum mampu memberikan hasil yang akurat dan efisien. Penelitian ini bertujuan untuk mengembangkan sistem pakar berbasis desktop dengan metode Forward chaining guna mendiagnosa gangguan tidur pada siswa. Penelitian dilakukan di SMK Paskita Global dengan metode pengumpulan data berupa wawancara, observasi, dan studi pustaka. Selain itu, sebanyak 125 responden siswa turut dilibatkan dalam proses pengujian sistem untuk memastikan validitas hasil diagnosa dan efektivitas sistem. Sistem ini dirancang untuk mengidentifikasi jenis gangguan tidur berdasarkan gejala yang dialami siswa,gangguan tidur seperti insomnia, sleep apnea, sleep deprivation, delayed sleep phase syndrome, restless legs syndrome, bruxism, parasomnia, atau gangguan hypersomnia, serta memberikan hasil diagnosa yang terstruktur dan jelas. Hasil penelitian menunjukkan bahwa sistem ini membantu guru bimbingan dan konseling dalam mendeteksi gangguan tidur secara lebih cepat dan efektif dibandingkan metode tradisional. Kesimpulannya, sistem pakar ini menjadi alat bantu alternatif yang berguna untuk deteksi dini dan penanganan gangguan tidur.
Sistem Pakar Mendiagnosis Kerusakan Handphone Menggunakan Metode Forward Chaining di P3X Cell Lazuardi, Muhammad Aldi; Hermawan, Rudi; Harris, Soepardi
Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi) Vol 10, No 1 (2026): SEMNAS RISTEK 2026
Publisher : Universitas Indraprasta PGRI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30998/semnasristek.v10i1.8603

Abstract

Perkembangan teknologi yang sangat pesat telah menjadikan handphone sebagai perangkat yang sangat penting dalam kehidupan sehari-hari kita, tidak hanya sebagai alat komunikasi, tetapi juga sebagai alat kerja, hiburan, dan penyebaran informasi. Namun, kompleksitas fitur dan sistem yang semakin meningkat juga menyebabkan tingginya potensi kerusakan pada handphone, baik dari sisi perangkat keras maupun perangkat lunak. Banyak pengguna yang kesulitan dalam mendiagnosis kerusakan yang terjadi pada handphone mereka, sehingga pengguna langsung membawa handphone ke pusat layanan di P3X CELL tanpa mengetahui akar permasalahannya. Hal ini berdampak pada waktu tunggu yang lama serta biaya yang cukup tinggi. Penelitian ini bertujuan untuk mengembangkan sistem pakar berbasis web yang mampu mendiagnosis kerusakan pada handphone secara otomatis menggunakan metode forward chaining. Metode ini bekerja dengan memanfaatkan data awal berupa gejala yang dilaporkan oleh pengguna, kemudian meneusuri aturan-aturan dalam basis pengetahuan untuk menarik kesimpulan diagnosis. Sistem ini diharapkan dapat memberikan solusi awal yang cepat dan akurat, baik bagi pengguna awam maupun teknisi, serta mengurangi ketergantungan terhadap diagnosis manual yang memakan waktu. Selain itu, sistem ini juga menjadi kontribusi dalam pengembangan penerapan metode forward chaining pada perangkat elektronik.
Pembentukan Iklim Kelas Positif dalam Pembelajaran PAI di MI Ahmad Maryam Surakarta Hermawan, Rudi; Subando, Joko
TSAQOFAH Vol 6 No 2 (2026): MARET
Publisher : Lembaga Yasin AlSys

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58578/tsaqofah.v6i2.8743

Abstract

Islamic Religious Education (PAI) learning at the Madrasah Ibtidaiyah level plays a strategic role in shaping students’ religious character and noble morals, and its success is determined not only by mastery of religious content but also strongly influenced by the classroom climate created throughout the learning process. This study aimed to describe the classroom climate conditions in PAI learning, the teachers’ efforts and strategies in developing a positive classroom climate, and the supporting and inhibiting factors affecting the formation of a positive classroom climate in PAI learning at MI Ahmad Maryam Surakarta. The study employed a qualitative approach with a descriptive design, involving PAI teachers and students as participants; data were collected through observation, interviews, and documentation, and were analyzed through data reduction, data display, and conclusion drawing. The findings indicate that the classroom climate in PAI learning tended to be conducive and religious, as reflected in humanistic interactions between teachers and students, a comfortable learning atmosphere, and the cultivation of religious values through role modelling and habituation. Teachers’ efforts and strategies to build a positive classroom climate were realized through classroom management grounded in Islamic values, the use of varied and participatory teaching methods, and the implementation of positive discipline. Supporting factors included teachers’ competence and personality, support from the madrasah environment, and parental involvement, while inhibiting factors comprised differences in students’ characteristics, limited facilities and infrastructure, and the influence of the social environment outside the madrasah. This study concludes that developing a positive classroom climate is an ongoing process that requires synergy among teachers, the madrasah, and families to improve the quality of PAI learning and strengthen students’ religious character formation.
Konversi Agama dalam Perpsektif Islam Hermawan, Rudi; Rohimah, Siti
TSAQOFAH Vol 6 No 2 (2026): MARET
Publisher : Lembaga Yasin AlSys

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58578/tsaqofah.v6i2.8958

Abstract

Religious conversion is a complex and multidimensional socio-religious phenomenon because it involves changes in belief, religious identity, and value orientation in an individual’s life, which, in a plural society, is understood not only as a theological issue but is also closely related to psychological, social, cultural, and spiritual aspects. This study aimed to describe the definition and meaning of religious conversion, examine the processes experienced by individuals in undergoing religious conversion, identify the factors that influence it, and analyze Islamic perspectives on this phenomenon. The method used was a literature review by examining various scholarly works, expert opinions, and normative Islamic sources in the form of the Qur’an and hadiths. The findings show that religious conversion generally unfolds through stages of awareness, meaning-seeking, and decision-making, which are influenced by individuals’ psychological conditions, social environment, culture, and spiritual experiences. From an Islamic perspective, religious conversion is viewed as a fundamental matter of aqidah, in which freedom of religion is acknowledged, but faith and steadfastness in Islam are strongly emphasized. Therefore, the phenomenon of religious conversion needs to be understood comprehensively and proportionally so as not to generate social conflict and to ensure that religious and humanitarian values are respected.
Reframing Ḥifẓ al-Nasl: Childfree Discourse among Indonesian Celebrities in the Perspective of Maqāṣid al-Usrah Musadad, Ahmad; Fauzi, Alfa Zaidanil; Nahidloh, Shofiyun; Hermawan, Rudi; Choiri, Muttaqin
Mawaddah: Jurnal Hukum Keluarga Islam Vol 3 No 2 (2025): November
Publisher : Universitas Muhammadiyah Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52496/mjhki.v3i2.35

Abstract

The shifting marriage paradigm toward individual autonomy has triggered the childfree trend, challenging Indonesia’s normative-pronatalist values. This study addresses whether childfree constitutes a betrayal of ḥifẓ al-nasl or a contextual realization of maqāṣid when parenting capacity is compromised. The research gap lies in the polarization between sociological and normative studies that fail to integrate socio-legal analysis with family-specific maqāṣid. This qualitative study employs a socio-legal approach, analyzing the narratives of five Indonesian celebrities via virtual loci and a coding framework based on Jamāluddin ‘Aṭiyyah’s Maqāṣid al-Usrah. Findings indicate that childfree among these celebrities is a contextual maqāṣid realization, not a betrayal of ḥifẓ al-nasl. There is a shift from quantitative regeneration (al-tanāsul) to quality of life (al-injāb). This choice serves as a preventive instrument (sadd al-dhari’ah) to avoid parenting injustice and maintain sakīnah amid mental or financial unreadiness. Reframing ḥifẓ al-nasl as a qualitative commitment to human dignity allows contemporary Islamic law to balance individual autonomy with social stability. Consequently, the government should formulate maqāṣid-based family policies prioritizing parenting quality and mental health over fertility targets.
Co-Authors Abd. Rasyid Syamsuri Adhy, Dewanto Rosian Adiyono Agus Hikmat Ahmad Musadad Al Mursyid, Mohammad Irsyad Alfian Alfian Anggara, Mohamad Bayu Apriliani, Erlina Arima, Dewi Arista, Ivan Anindito Aryanto, Renaldi As'ary, Muhammad Hasyim Ashlihah, Ashlihah Astuti - Bambang Eka Purnama Budi Tjahjono Costa, Anthony Dendy Adanta Dewi Puspita Sari Didik Nur Huda Dwi Yulistyanti, Dwi Edi Setiyo Eko Budianto Eko Prasetyo Erlanda Augupta Pane Esti Susiloningsih Faddillah, Rani Desy Fatimah Zahro Fauzi, Ahmad Miftah Fauzi, Alfa Zaidanil Febriyanti, Rachmah Firizal, Harlin Fitriyah Fitriyah Galuh Widitya Qomaro Ghaffar, Nurshofi Gita Kencanawaty, Gita Handayani, Shinta Dwi HARRIS, SOEPARDI Hasan Hariri Heni Pujiastuti Heri Satria Setiawan Hermudananto, Hermudananto Iman, Dwi Hariyanto Irvan Irvan Jauhari, Mohammad Agitha Juharsa, Jujun Jumadi Jumadi Kartini, Dewi Khoiriyah, Fitrotul Khoiriyah, Umi Khozinatul Kumala, Siti Ayu Landa, Silvia Anastasia Lapau, Fitri Lazuardi, Muhammad Aldi LILIK BUDIPRASETYO Luthfie, Muhammad marlia, rina Marwani Marwani, Marwani Mashudi Mauhib, Akpil Ma’sum, Mohamad Meldianto, Efri Mochamad Amri Santosa Mualifah, Leni Muhammad Iqbal Muhammad Yusup Murianty, Riana Muttaqin Choiri Nahidloh, Shofiyun Nizirwan Anwar Noor, Yudin Wahyudin Nur Widiyasono, Nur Nusroh, Alfi Chumidafin Pane, Erlanda Patriana, Ari Prakoso, Akbar Teguh Pratama, Fitrianto Adi Puspita, Fitriyah Qardhawi, Youssuf Qomariyah, Laili Nur Rachmadini, Syafira Rahayu, Kadek Ridoi Rajahasta, Patih Ramadhan, Anugrah Agung Ramadhan, Muhammad Rizki Rijal, Muhammad Amiru Rosada, Nyataku Ibnu Rosian Adhy, Dewanto Rosyiidah, Afifah Al Rosyiidah, Afiifah Al ROUDATUL JANNAH Rudi Hermawan, Adiyono, S. Siburian, Ramli Safitri, Mazda Leva Okta Saputra, M. A. Ade Saputra, Suranto Sari, Hilda Asyifa Sarif, Muhammad Irfan Septian, Muhammad Siska Iriani Sitepu, Andri Ismail Siti Maesaroh Siti Rohimah Subando, Joko - Sudrajat Sudrajat Suhendar, Asep Sukadi . Sukoyo, Kuntari Sri Suteja, Ade Guna Sutrisno, Sutrisno syofii, imam Tarigan, Masmur Titiek Setyawati Valentino, V.H. Wadirin, Wadirin Wahyudinnor, Yudin Wijaya, Ikhlasul Amal Wijaya, Rian Farta Yadi, Farhan Yeasy Agustina Sari, Yeasy Agustina Zulkifli, Miranti Triana