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Transformers in Cybersecurity: Advancing Threat Detection and Response through Machine Learning Architectures Hartono, Budi; Silalahi, Fujiama Diapoldo; Muthohir, Moh
Journal of Technology Informatics and Engineering Vol. 3 No. 3 (2024): December (Special Issue: Big Data Analytics) | JTIE: Journal of Technology Info
Publisher : University of Science and Computer Technology

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/jtie.v3i3.211

Abstract

The increasing sophistication of cyber threats has outpaced the capabilities of traditional detection and response systems, necessitating the adoption of advanced machine learning architectures. This study investigates the application of Transformer-based models in cybersecurity, focusing on their ability to enhance threat detection and response. Leveraging publicly available datasets, including CICIDS 2017 and UNSW-NB15, the research employs a systematic methodology encompassing data preprocessing, model optimization, and comparative performance evaluation. The Transformer model, tailored for cybersecurity, integrates self-attention mechanisms and positional encoding to capture complex dependencies in network traffic data. The experimental results reveal that the proposed model achieves an accuracy of 97.8%, outperforming conventional methods such as Random Forest (92.3%) and deep learning approaches like CNN (94.1%) and LSTM (95.6%). Additionally, the Transformer demonstrates high detection rates across diverse attack types, with rates exceeding 98% for Denial of Service and Brute Force attacks. Attention heatmaps provide valuable insights into feature importance, enhancing the interpretability of the model’s decisions. Scalability tests confirm the model’s ability to handle large datasets efficiently, positioning it as a robust solution for dynamic cybersecurity environments. This research contributes to the field by demonstrating the feasibility and advantages of employing Transformer architectures for complex threat detection tasks. The findings have significant implications for developing scalable, interpretable, and adaptive cybersecurity systems. Future studies should explore lightweight Transformer variants and evaluate the model in operational environments to address practical deployment challenges.
Analisis Resistensi Nyamuk Aedes Aegypti Terhadap Lambdacyhalothrin di Wilayah Bandara “X” Triwibowo, Guntur Agus; Hartono, Budi
Buletin Keslingmas Vol. 43 No. 2 (2024): BULETIN KESLINGMAS VOL. 43 NO. 2 TAHUN 2024
Publisher : Poltekkes Kemenkes Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31983/keslingmas.v43i2.11561

Abstract

Bandara Internasional “X” menjadi bandara tersibuk di Indonesia dan Asia Tenggara pada tahun 2023. Seiring dengan kondisi tersebut, maka dapat menjadi potensi penularan penyakit seperti Demam Berdarah Dengue (DBD). . Dalam rangka cegah tangkal penyakit di pintu masuk negara, maka pengendalian nyamuk aedes aegypti stadium dewasa dapat dilakukan melalui kegitan Peberantasan Sarang Nyamuk (PSN) dan fogging menggunakan insektisida Lambdacyhalothrin 0.05%. Penggunaan insektisida tersebut secara berulang dan dosis yang tidak tepat dapat menyebabkan resistensi nyamuk dan cemaran lingkungan. Penelitian ini bertujuan untuk memantau resistensi nyamuk aedes aegypti terhadap insektisida Lambdacyhalothrin 0.05% di Bandara “X”.  Penelitian ini bertujuan untuk memantau resistensi nyamuk Aedes aegypti terhadap insektisida Lambdacyhalothrin 0.05% di Bandara “X”. Penelitian ini menggunakan pendekatan eksperimental dengan desain post-test only with control group menggunakan metode uji kerentanan (WHO Susceptibility Test). Populasi penelitian ini terdiri dari nyamuk Aedes aegypti dewasa yang dibiakkan dari telur yang diambil dari lokasi area buffer Bandara “X”. Sampel dalam penelitian ini adalah populasi nyamuk Aedes aegypti yang berasal dari telur yang diperoleh melalui pemasangan ovitrap. Sesuai dengan ketentuan WHO, jumlah sampel nyamuk yang digunakan adalah 120 nyamuk (setiap unit perlakuan terdiri dari 4 tabung pajanan dan 2 tabung kontrol dengan masing-masing tabung berisi 20 nyamuk), homogen spesies Aedes aegypti betina berumur 3-5 hari dan kenyang gula. Hasil uji resistensi dengan jumlah kematian nyamuk setelah pengamatan/ pemeliharaan selama 24 jam adalah 100%, sehingga dapat disimpulkan bahwa status resistensi nyamuk Aedes aegypti terhadap insektisida Lambdacyhalothrin 0,05% dengan jumlah kematian nyamuk uji ≥ 98% termasuk  dalam kategori “Rentan”.
ANALYSIS OF SANITATION IN PUBLIC PLACES AND CREATING A CLEAN AND HEALTHY ENVIRONMENT Permatasari, Bina Rachma; Hartono, Budi
Jurnal Cahaya Mandalika ISSN 2721-4796 (online) Vol. 3 No. 2 (2022)
Publisher : Institut Penelitian Dan Pengambangan Mandalika Indonesia (IP2MI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36312/jcm.v3i2.2177

Abstract

Cleanliness is a preventive effort that focuses on the healthy for human environmentally. Goal of environmental health work is to create a healthy and high-quality environment at the physical, chemical, biological and social levels that enables everyone to achieved higher possiblity level for health. The purpose of studying these problems is to better understand and be able to implement solutions to sanitation problems in these public places. By paying attention to the causes of sanitation problems in the public environment, the authors can properly apply the causes and effects so that problems regarding sanitation in public places in Indonesia can be resolved better and become cleaning and healthy environmentally. By improving the facilities for providing trash bins in every corner of the environment, increasingly public aware of the importances of environmentally health is obtained from socialization and several other supporting activities that can increase social awareness of the important of environmentally sanitation.
ANALISIS DAN STRATEGI MANAJEMEN MUTU PELAYANAN KESEHATAN: STUDI TEORITIS DAN PRAKTIS DI BERBAGAI FASILITAS KESEHATAN Maulia, Hafizhah; Hartono, Budi
OVUM : Journal of Midwifery and Health Sciences Vol. 4 No. 2 (2024): OVUM : Journal of Midwifery and Health Sciences
Publisher : Universitas Duta Bangsa Surakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47701/ovum.v4i2.3951

Abstract

Penelitian ini menganalisis dan menyusun strategi manajemen mutu pelayanan kesehatan di berbagai fasilitas kesehatan. Penelitian ini bertujuan untuk mengidentifikasi masalah utama dalam pelayanan kesehatan, menerapkan metode manajemen mutu, serta mengevaluasi hasil penerapan tersebut. Metode yang digunakan mencakup studi teoritis dan praktis, dengan pengumpulan data dari berbagai sumber. Hasil penelitian menunjukkan adanya peningkatan kepuasan pasien dan efisiensi operasional setelah penerapan strategi manajemen mutu. Kesimpulannya, manajemen mutu yang efektif dapat meningkatkan daya saing sektor kesehatan Indonesia secara signifikan. Implikasi dari penelitian ini adalah pentingnya integrasi manajemen mutu dalam kebijakan kesehatan nasional.
Perbandingan Proses Klasterisasi Data Menggunakan K-Means Clustering dan Agglomerative Hierarchical Clustering Hartono, Budi; Lusiana, Veronica; Al Amin, Imam Husni
JURNAL RISET KOMPUTER (JURIKOM) Vol. 12 No. 4 (2025): Agustus 2025
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/jurikom.v12i4.8766

Abstract

Large amounts of data require good processing and analysis. One of the data analysis techniques is data clustering, which is grouping data into several groups or data clusters based on the similarity of data characteristics. This study observed the clustering process and cluster results using the K-Means and Agglomerative Hierarchical Clustering (AHC) algorithms or methods. Clustering was carried out using three different amounts of data, namely 10 (A10 data), 30 (B30 data), and 60 (C60 data), with choices of two, three, and four clusters. The experimental results obtained were that the A10 data cluster was the same, but the C60 data was different. Both methods provide the same cluster results, namely in the number of cluster members and their data numbers; conversely, different cluster results are obtained if there are differences in the number of cluster members. The B30 data cluster results for three clusters are the same, while for two and four clusters they are different. The results of this study are expected to provide a better understanding of the data clustering process and can be a basis for selecting a more appropriate clustering method.
Analysis of Hazardous and Toxic (B3) Management at the Puskesmas Sirnajaya Setyaningtyas, Endah; Hartono, Budi
International Journal of Science and Society Vol 6 No 2 (2024): International Journal of Science and Society (IJSOC)
Publisher : GoAcademica Research & Publishing

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54783/ijsoc.v6i2.1191

Abstract

Management of Hazardous and Toxic Waste (B3) is a critical aspect in maintaining environmental health and safety, especially in health service facilities such as Community Health Centers. This research aims to analyze the B3 waste management system at the Puskesmas Sirnajaya, in order to identify the weaknesses and strengths of existing procedures and provide recommendations for improvements that can be implemented to increase the efficiency and safety of waste management. The research method used is a qualitative descriptive method with a case study approach. Data was obtained through direct observation, in-depth interviews with health workers and waste managers, as well as analysis of documents related to B3 waste management policies and procedures at the Puskesmas Sirnajaya. Data analysis was carried out thematically to identify patterns and main issues in B3 waste management. The research results show that the Puskesmas Sirnajaya, has B3 waste management procedures which include the stages of collection, temporary storage, transportation and handover to licensed third parties. However, there are several significant weaknesses, including a lack of routine training for officers, limited storage facilities that meet standards, and a lack of regular supervision and monitoring. Some of the advantages found were officers' awareness of the importance of B3 waste management and collaboration with third parties who have official certification.
Peran Pemerintah Dalam Pengelolaan Pariwisata Di Desa Sippan Tiga Raja Pamatang Silimahuta Kabupaten Simalungun Br Siregar, Novita Ratna Sari; Hartono, Budi; Wulandari, Novita
Jurnal Ilmiah Administrasi Publik dan Pemerintahan (JIAPP) Vol 3, No 1 (2024): Jurnal Ilmiah Administrasi Publik dan Pemerintahan (JIAPP) - Februari
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31289/jiaap.v3i1.3031

Abstract

Anugerah Indah Sippan Tourism is a natural destination that offers the charm of a hill in the Saribu Dolok area.. Even though it has just opened, Anugerah Indah Sippan Tourism is a favorite vacation location on weekends. This is because many distinctive charms can be found such as stunning views of the surrounding natural orchestra, a garden on a hill and cool fresh air. However, there are several problems such as accessibility and infrastructure facilities for the Sippan Village tourist attraction, which are still lacking in attention from the government. In this case, the Simalungun Regency Tourism and Culture Office as the manager of the Sippan Village tourist attraction has an important role in managing village tourism objects. The theory used in this study is the role theory by Pitana and Gayatri (2005:95), this research uses a qualitative type methodology that uses interview techniques, observation, and also documentation. As reinforcement, this study also consisted of key informants, main informants and additional informants using data analysis techniques by Miles and Hubermen namely data collection, data reduction, data presentation and conclusions. The purpose of this study was to determine the role and constraints of the Simalungun Regency Tourism and Culture Office in tourism management
Analisis Manajemen Pemenuhan Pelanggan pada Industri Kecil Menengah Pembuatan Tas dan Bordir Menggunakan Pemodelan System Dynamics (Studi Kasus pada CV. Kurnia Jaya – Yogyakarta) Rahmanto, Nurdin; Hartono, Budi; Tontowi, Alva Edy
Jurnal Manajemen dan Organisasi Vol. 2 No. 3 (2011): Jurnal Manajemen dan Organisasi
Publisher : IPB University

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (582.816 KB) | DOI: 10.29244/jmo.v2i3.14212

Abstract

Small Medium Enterprise (SME) plays a strategic role in developing countries economy. Each of SMEs has unique strategy of order fulfillment management. This is influenced by factor dynamics influencing the system. The system characteristic becomes the inspiration to be studied furthermore continues especially using system dynamics modeling approach. System dynamics modeling approach used because this method used to know and learn the system behavior. This paper represents of order fulfillment management analysis with case study at CV. Kurnia Jaya – Yogyakarta. The developed model has 4 sub models: customer order sub model, order fulfillment sub model, raw material management sub model and labor sub model. Next step is calibrating the developed model with boundary adequacy test, extreme conditions test and behavior reproduction test. After passing all these steps, the developed model to be ran with policy design (different scenario of order such as: constant order, step order, impulse order and actual order). Finally 3 alternative recommendations proposed for increasing the production rate so the order backlog and delivery delay decrease.
The Phenomenon of MSMEs Performance in Magelang City During the Pandemic COVID-19 Lionora, Clarisa Alfa; Yacobo P. Sijabat; Heni Hirawati; Hartono, Budi; Axel Giovanni
KINERJA Vol. 26 No. 2 (2022): KINERJA
Publisher : Faculty of Business and Economics Universitas Atma Jaya Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24002/kinerja.v26i2.5692

Abstract

Micro, Small, and Medium Enterprises (MSMEs) have a fundamental role in the regional economy as well as the national economy. This study aims to provide empirical evidence regarding the performance variability of MSMEs during the COVID-19 pandemic. The research population is all MSMEs in Magelang City. The research sample was 7,924 MSMEs obtained through purposive sampling. This study uses descriptive statistical analysis. The results and discussion show that the City of Magelang, from an economic perspective, has a fairly stable economic condition from 2015 to 2019. However, the COVID-19 pandemic in 2020 put the economy of Magelang City in a recession phase. Nevertheless, the competitiveness of Magelang City in 2020 has increased compared to 2019. The analysis of the variability of the performance of MSMEs shows that the South Magelang District has the lowest turnover of MSMEs. Central Magelang Subdistrict has the highest MSME turnover value. South Magelang Subdistrict has the highest average turnover of MSME compared to the average turnover of MSME in North Magelang and Central Magelang Districts.
Analisis Pengaruh Faktor Individu, Budaya Organisasi dan Insentif terhadap Kinerja Pegawai pada Sekretariat Daerah Kabupaten Aceh Tenggara Syahputra, Jalaluddin Ibrahim; Lubis, Yusniar; Hartono, Budi
Journal of Education, Humaniora and Social Sciences (JEHSS) Vol 5, No 2 (2022): Journal of Education, Humaniora and Social Sciences (JEHSS), November
Publisher : Mahesa Research Center

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1346.336 KB) | DOI: 10.34007/jehss.v5i2.1427

Abstract

This study is the result of a quantitative study that aims to answer how individual factors, organizational culture, and incentives simultaneously and partially affect the performance of the employees of the Regional Secretariat of Southeast Aceh Regency. Research data were collected through initial observations and filling out a list of statements by respondents who were designated as samples in this study. Further analyzed by quantitative analysis. In the F test the results state that simultaneously there is a significant influence between Individual Factors (X1), Organizational Culture (X2), and Incentives (X3) on the Performance (Y) of the Regional Secretariat of Southeast Aceh Regency employees. The t-test shows that there is no significant impact of Individual Factors (X1) and Organizational Culture (X2) on Performance (Y). Meanwhile, there is a significant impact of Incentives (X3) on Performance (Y). So that the Incentive becomes the variable that has the most impact on performance. In line with the conclusions above, it is recommended to take a more performance-based approach through the application of fair rewards and sanctions (punishment) to the State Civil Apparatus at the Regional Secretariat of Southeast Aceh Regency.
Co-Authors , Zulfah ., Rahmi Lisdeni AA Sudharmawan, AA Abdi, Telpa Abdul Latif Abdul Rahman Rahim Achmad Solechan Adam Adam Afandi Afandi Affandi, Rikemaulani Agusti, Rahmadina Agustina, Ariska Agustina, Wintan Ahmad Hanafi Ahmad Satria Efendi, Ahmad Satria Aisah, Ai Siti Aji Supriyanto Akhir, Muhammad Akhiroh, Puji Al Fajri, Miftahul Rizki Al-Yamani, Khleg Gamal Mohammed alendra, verani Ali, Faraz Aliana, Lalis Alva Edy Tontowi Amalia, Rosi Amalin, Salma Nufa Amara, Amara Dian Safitri Amir, Elfizon Amir, Omnia Amri, Primaceria Andini, Mawasumi Ayu Andria, Dwi Septi Anggraini, Heny Anggraini, Vera Dian Anindhita Sekarsari, Ayu Anissa, Ayang Anusirwan Anusirwan Aprianti, Desi Aprilia, Vierda Dwi Ardiyan Roosenda Setyadi Arief Jananto Arief Rachman ARIFAH ARIFAH Arini, Kartika Destya Arrasily, Nailul Fithri Arrasily, Nailul Fithry Arsito Ari Kuncoro Aruan, Imelda Fransisca Arwyn Weynand Nusawakan Asfeni, Asfeni Asmarwiati, Septien Asri, Irma Dewi Atmaja, Muhammad Iqbal Aurixon, Tumpak Benny Awang Tri Satria Axel Giovanni Ayu Oka Suwati Sideman, Ida Ayu, Bertua Novita Aziz, Ahmad Robiul Azizah, Rumaisha Nur Azlina, Azlina B.M, Sulthan Alvin Faiz Baharsyah, Nurul Asri Bambang Ali Nugroho Barus, Michael Bastanta Batubara, Wiwik Sriwahyuni Beltahmamero Simamora Br Siregar, Novita Ratna Sari Budi Haryanto Budi Satria Budi Satria Caesar Rakhmadi, Fakhmi Candra Adi Intyas, Candra Adi Christine, Grace Citra Asti Rosalia Clarisa Alfa Lionora Condro Puspo Nugroho Dainingsih, Eka Wahyu Darmastuti, Meirina Dasopang, Hasian Negara Daud , Alfani Ghutsa Daud, Al Fani Ghutsa Daud, Alfani Ghutsa Daud, Alfani Gusta Daud, Alfani Gutsa Daud, Valfani Ghutsa Daut, Alfani Ghutsa Dea Novi Syahfitri Dearto, Ricko Deasari, Deasari Dedi Afandi Deliana, Marlina Deny A. Iyai Desiana, Evi Despitasari, Despitasari Despitasary, Despitasary Destya Arini, Kartika Devis, Yesica Dewantara, Ghiyats Furqan Dewi Handayani Untari Ningsih Dewi Suryani Dewi, Erlitha Azhari Dewi, Ernita R. Dewi, Misnan Dewi, Nur Husna Dewi, Wuri Prewita Diamantha, Insyira Ranti Diartonor, Dwi Agus Dwi Agus Diartono Dwi Farizki, Kukuh Dwi Yuliaji Eddy Nurraharjo Eka Ardhianto Eka Kusumastuti, Anie Eko Handoyo Eko Nugroho Eko Nur Wahyudi Elanjati Worldailmi Elona, Rika Media Emma Rachmawati Endang Lestariningsih Endang Susilawati Endar Sulistyowati Endro Enimay, Enimay Ennimay, Ennimay Fabiola, Vanny Hilda Fadila, Ika Fadlilah, 'Atikah Nur Fahlia, Duratul Fahriyah Fahriyah Faizah, Hashifah Fajar Ferdiawan Fajar Suryanto, Fajar Fanata, Wahyu Indra Duwi Farhiyah, Nur Laili Fatkhul Amin Fatma Lestari Faulin, Dovy Saptika Fauzan, Nofrijal Fauzy, Restu Febrianto, Nanang Felix Andreas Sutanto Ferdianto, Aswin Putra Filyani, Isra Firdaus, Andika Fitra, Rosi Deli Fitri, Khairizal Fitriana, Yenny Reiza Fitriani Fitriani Fitriani Fitriani Fujiama Diapoldo Silalahi G. Gunawan Ghutsa Daud, Alfani Green Nego, Ingrid Gustini, Gustini Gustini, Yasni Hablinur Alkindi Hadary, Ferry Hadi Sasana Hadian, Ahmad Hamid, Abdurrahman Hanung Eka Atmaja Hapsari, Salsabila Nur Harahap, Dumasari Hari Dwi Utami Hari Murti Haryanti, Dian Haryoto Kusnoputranto Hasnan, Ahmad Hendra Sastrawinata Herlina Hanum Harahap Herlina Susmaneli Hermawan, Egi Hermawan, Yoga Hermawati, Ema Herniwanti Herniwanti Hetty Ismainar Hirawaty Kamarulzaman, Nitty Ima Amaliah Imam Husni Al Amin Imelda Gernauli Purba, Imelda Ina Triesna Budiani Irawan, Budy Irma, Eka Iscahyadi, Vio Binawan Iskandar, Citra Ismaniar, Hetty Isnaini Istikomah, Nurul Jaaryya, Ainun Jamaludin, Haris Jepisah, Doni Jiana, Nur Afina johan, dwiyumelia Julius Arya Wiwaha Jumadi, Amud Kamila Karisma, Dian Kartika Sari, Desi Kasmiati, Neng Kaswadi, Agung Khafidhoh, Nully Huda Imam Khairunnisa, Iqlima Khoirul Hidayat Kiswanto Kiswanto Komalasari, Desi Kristianto, Teguh Kristien, Stella Angela Kristophorus Hadiono Kurniasari, Erika Kurniyanti, Novia Kustomo, Yan Hadi Kusumastuti Setianingrum, Evi Kusumastuti, Evi Laila Fitria Laksito, Joni Laras, Dewi Novia Leonita, Emy Lestari, Weni Dian Likumahua, Khara Christy Margaretha Lilik Eka Radiati Linda, Nuraliza May Lismardani Lita, Lita Luthfianto, Taufik M Nur Ihsan M. Fajar Nurwildani Maharani, Vidia Putri Mahyuddin, Meriwati Maksum Syahri Lubis Margaretta, Jeanny Susana Marika, Sandra Masnita Massaguni Massaguni, Masnita Masyithoh, Dewi Matondang, Andi Hakim Maulana, Roki Faris Maulia, Hafizhah Maunah, Nur Ashri Mega Fatimah Rosana Minarsih, Tri Jenny Minarsih, Try Jenny MIRZA, RAMA Mochamad Zaenal Fanani Moh Muthohir Molina, Oni Mubaroroh, Dewi Muhamad Ikhsan Muhammad Alfian Syach Muhammad Fahri, Muhammad Muhammad Helmi Muhammad Ridwan Lubis Muhammad Ryza Awwali , Sulartopo, Muhammad Ryza Awwali , muharani, Defrika Muhardi Muhardi Muji Syukur Mulya, Adrian Mulyani, Indah Sri Musthafa, Afif Nadia Ramli, Nurul Naidi, Pirman Nainggolan, Frans Rosaveld Hamonangan Nasir Shamsudin , Mad Nego, Inggrid Green Nina Siti Salmaniah Siregar Ningrum, Yulia Fitria Noor, Arif Yustian Maulana Novita Wulandari Novriana, Rizka Nuansa Aulia Dwika Nugraha, Gusti Chandra Agung Nuhfil Hanani Nur Solikin Nurfarahin, Nurfarahin Nurjahratun Nurlestari, Astri Nurlianti, Ice Nurul Huda, Asri Nurwahyuni, Eka Octaria, Haryani Oktaviani Yustedjo, Dika Oktoriansyah, Rinaldi Olyvia, Novy Pahriza, Ramma Danu Pandini, Sapitri Panjaitan, Maria Rivera Parasian Panji Romadon, Joe Paramita Putri, Prima Paramita, Ranika Parlindungan, Hotmada Patria, Daffa Wahyu Permatasari, Bina Rachma Permatasari, Iin Prafitri , Rizky Prajuita, Muthia Prajurita, Muthia Prajuwita, Muthia Pramono, Gatot Eka Pratama, M. Arifky Pratiwi, Armi Prayuda, Ilham Vega Priyo Sugeng Winarto Purwanti, Tina Sri Puspita Anugra Yekti , Aulia Puspita Anugra Yekti, Aulia Putri Pertiwi Putri Utami, Putri Putri, Andinnya Cesalia Putri, Christa Maura Putri, Eka Ardiani Putri, Linda Wahyuni Putri, Namira Rahma Putri, Salwa Noor Putritamara, Jaisy Aghniarahim R. Hamdani Harahap R. Rr Maria Dyah Kurniasari Rachmawan, Ade Raden Mohamad Herdian Bhakti Radi Suradi Kartanegara Rafiandy Rizki Asgar, M. Rahardian, Dhimas Dita Rahmadani, Revina Rahman, Moh Shadiqur Rahmanto, Nurdin Rahmatunnisa, Virda Rahmi, Sherly Firsta Ramadhan, Muhammad Rafli Ramadhina Irsanti Putri, Ardyah Rara Sri Artati Redjeki Raudha Anggraini Tarigan renaldi, reno Renny Anggraini, Renny Rere Setiyo Budiawan Resfita, Desy Resosoedarmo, Budy Ressi Dwiana Retna Astuti Kuswardani Retno Purwandari Ridwan, Junaina Rifaldi Rifaldi, Rifaldi Rima Melati Rina Candra Noor Santi Rismadani, Rismadani Risna Puspita Sari Rista, Indriana Rizki Prafitri Robbani, Hamzah Rohmah, Ifa Nur Rosalina Sirait, Alfrida Rosihan Asmara Rosjayanti, Ria Rosmita Rosmita, Rosmita Roy Waluyo RR. Ella Evrita Hestiandari Sadewo, Yuri Sahafi, Darmawati Salsabillah Nunaya JN, Della Samingan Samingan Santoso, Gunawan Adi Santoso, Rahmat Subur Saputra, Aditiyana Eka Saputro, Alif Budi Saragih, Runggu Christine Sari, Cici Indah Sari, Dea Sari, Regi Faula Sariyun Naja Anwar Sartika, Winda Sena, Aditya Angga Setianingrum Setya Permana Sutisna Setyaningtyas, Endah Shafqat, Shoaib Shaleh, Mohammad Ilyas Sijabat, Yacobo P Sijabat, Yulia Mandayanti Simamora, Beltah Mamero Simarmata, Riana Nopitasari Sirait, Alfrida Rosalina Siregar, Indria Sari Sitepu, Abdul Jousef Siti Nurhayati Soetanto, Maria Fransisca Sri Eniyati Sri Wahyuni Stepanus R. Pakage dan B.W. Irianti Sugianto Sugianto Sugiono, Mohammad Cipto Suhada, Rohman Sujatmiko, Putih Sukarno, Lidia Vania Sukma Wardani, Budi SUMADI SUMADI Sumengen Sumengen Sunardi, Didin Sunargo, Bambang Supryanto Sutisna, Satya Permana Sutoyo, Edi Sutoyo, Edy Suwandi, Umi Wisaptiningsih Syabanasyah, Inas Syahputra, Bintang Syahputra, Jalaluddin Ibrahim Syahril, Fadila Syaputri, Riauni Syawalludin, Muhammad Ilham Tafdhi, Ikhwanul Tampubolon, Lerina Taufik Kurnialensya Teguh Khristianto Tirmizi, Ahmad Titis Wijayanto Toni Wijanarko Adi Putra Trikartika, Gita Triwibowo, Guntur Agus Triyaningsih Triyanti Triyanti Ula, Mahfudlotul Ulfa, Laila Utami, Sri Tjahjani Budi Valenti, Ruri Veronica Lusiana Vidian, Anggy Vidyan, Anggy Viras Vitriani, Viras Wardana, I Gede Wayan Wisnu Warjio Warjio, Warjio Wen Via Trisna Wibawa, Wildan Fatwa Satriya Wibowo, Budhi Wicaksono, Ahmad Humam Bagus widi yanto Wienny Ardriyati Wijayanto, Sahrul Lukman Winarti, Syari Winarto , Priyo Sugeng Winarto, Priyo Winda Maser, Putri Cus Wismarini, Th Dwiati Witantri, Galuh Wizra, Ilma Wizraa, Ilma Wulandari, Reny Yulita Wulandari, Ririn Arminsih Yacobo P. Sijabat Yanhar Jamaluddin Yanti Pasmawati Yanuar Setyowati, Monica Rizqi Yanuar, Monica Rizky Yogi Sirodz Gaos, Yogi Sirodz Yohanes Suhari Yorismanto, Yorismanto Yuliawati, Suci Yulita, Hanna Yulita, Reny Yunita, Jasrida Yurez, Nanda Argaswari Yusdianti, Wiwin Yusniar Lubis Yusri Yusri Yusrin Putra, Wahyu Kurnia Yustedjo , Dika Oktaviani Yustedjo, Dika Octaviani Yuwanda, Denia Ricky Z, M Rizki Zainuddin, Zainuddin Zainurroziqin, Muhammad Zaki, Abdul Zakianis Zakianis Zhafirah, Putri Zuhri, Muhammad Rizki Zuliadi, Imam