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All Journal Jurnal Ilmu Komputer dan Informasi Jurnal F. Teknik : RESULTAN Techno.Com: Jurnal Teknologi Informasi TELKOMNIKA (Telecommunication Computing Electronics and Control) PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Teknik Komputer AMIK BSI Cakrawala : Jurnal Humaniora Bina Sarana Informatika Paradigma Jurnal Ilmiah FIFO Bina Insani ICT Journal Jurnal Pilar Nusa Mandiri Information System for Educators and Professionals : Journal of Information System Jurnal Mahasiswa Bina Insani Informatics for Educators and Professional : Journal of Informatics Information Management For Educators And Professionals (IMBI) Jurnal Teknik Informatika STMIK Antar Bangsa Techno Nusa Mandiri : Journal of Computing and Information Technology Jurnal Komtika (Komputasi dan Informatika) IKRA-ITH EKONOMIKA Jurnal ICT : Information Communication & Technology JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Jurnal Kajian Ilmiah Jurnal Sistem Informasi Jurnal ABDIMAS (Pengabdian kepada Masyarakat) UBJ Jurnal Sains Teknologi dalam Pemberdayaan Masyarakat Journal of Students‘ Research in Computer Science (JSRCS) PROSISKO : Jurnal Pengembangan Riset dan observasi Rekayasa Sistem Komputer Jurnal Pengabdian Masyarakat Information Technology (JPM ITech) INFORMATION SYSTEM FOR EDUCATORS AND PROFESSIONALS : Journal of Information System Journal of Computer Science Contributions (Jucosco) Jurnal Komtika (Komputasi dan Informatika)
Herlawati Herlawati
Fakultas Ilmu Komputer, Universitas Bhayangkara Jakarta Raya
Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Mechanical Engineering Social Sciences Other

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Perbandingan Kinerja Random Forest dan Long Short-Term Memory dalam Prediksi Kedalaman Hiposentrum Gempa di Maluku dan Laut Banda Laila Salsabilla Hanifa; Herlawati Herlawati; Rakhmat Purnomo
Journal of Students‘ Research in Computer Science Vol. 7 No. 1 (2026): Mei 2026
Publisher : Program Studi Informatika Fakultas Ilmu Komputer Universitas Bhayangkara Jakarta Raya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31599/5a5m1q14

Abstract

Hypocenter depth is an important parameter in earthquake analysis because it is related to the earthquake source mechanism and its impact on the Earth’s surface. The Maluku and Banda Sea regions have high seismic activity caused by interactions among active tectonic plates. This study compares the performance of Random Forest and Long Short-Term Memory (LSTM) algorithms in predicting earthquake hypocenter depth using historical earthquake data from the United States Geological Survey (USGS). Model evaluation used MAE, RMSE, and R² metrics. The results show that Random Forest outperformed LSTM, achieving MAE, RMSE, and R² values of 31.94, 62.83, and 0.73, respectively. Meanwhile, LSTM produced MAE of 69.35, RMSE of 119.31, and R² of -0.11. Therefore, Random Forest was considered more effective for predicting earthquake hypocenter depth in the Maluku and Banda Sea regions.
Evaluasi Kinerja Metode Content-Based Filtering pada Sistem Rekomendasi Destinasi Wisata dan Rute Pendakian Berbasis Web Herlawati Herlawati; Andy Achmad Hendharsetiawan; Bertnardo Mario Uskono; Acah Acah
Journal of Students‘ Research in Computer Science Vol. 7 No. 1 (2026): Mei 2026
Publisher : Program Studi Informatika Fakultas Ilmu Komputer Universitas Bhayangkara Jakarta Raya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31599/thhffe58

Abstract

This study aims to evaluate the Content-Based Filtering method in a web-based recommendation system for tourist destinations and hiking routes. The study integrates two domains: 1,621 tourist destinations in Bogor and 126 mountain hiking routes across Java. Tourism data were collected through web scraping from Google Maps, while hiking route data were obtained from Gunungbagging.com and  Muncak.id. The attributes used include category, location, ticket price, facilities, rating, distance, elevation gain, estimated duration, difficulty level, and recommended user experience. Hiking duration was estimated using the Naismith Rule. The system constructs a user profile based on user preferences and computes the similarity between the user profile and item characteristics using Cosine Similarity. For tourism data, a Deep Autoencoder was employed to reduce 54 features into 8 latent dimensions, while the Haversine Formula was applied as a geospatial filter to account for location proximity. Evaluation using Precision@10 yielded average scores of 0.80 for hiking route recommendations and 0.85 for tourist destination recommendations. The results indicate that Content-Based Filtering effectively produces relevant and precise recommendations that align with user preferences and supports more objective and efficient decision-making.
Komparasi Kinerja ResNet50 dan MobileNetV2 pada Klasifikasi Citra Multi-Domain Herlawati Herlawati; Andy Achmad Hendharsetiawan; Wowon Priatna; Afina Putri Dzulqiyana; Regita Ari Rahmadanti
Jurnal Komtika (Komputasi dan Informatika) Vol. 10 No. 1 (2026)
Publisher : Universitas Muhammadiyah Magelang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31603/komtika.v10.i1.16926

Abstract

This study aims to compare the performance of the Convolutional Neural Network (CNN) architectures ResNet50 and MobileNetV2 in multi-domain image classification, namely herbal leaf images and facial skin undertone images. The herbal plant dataset consists of 11 classes of leaf images, while the skin undertone dataset includes warm, cool, and neutral categories obtained from secondary and primary data sources. The research stages include image preprocessing, model training using transfer learning, and performance evaluation using accuracy, precision, recall, F1-score, and confusion matrix. The results show that ResNet50 achieved better performance than MobileNetV2 in both classification domains. In herbal plant classification, ResNet50 achieved an accuracy of 95.00%, while MobileNetV2 obtained 94.09%. In facial skin undertone classification, ResNet50 achieved an accuracy of 89.3% and a weighted F1-score of 0.893, whereas MobileNetV2 achieved an accuracy of 68.3% and a weighted F1-score of 0.684. These findings indicate that ResNet50 is more effective and stable than MobileNetV2 for multi-domain image classification.
PENERAPAN FUZZY INFERENCE SYSTEM MAMDANI UNTUK MENGUKUR TINGKAT KENYAMANAN PENGUNJUNG Siti Hawa Julaiwa; Herlawati Herlawati; Maimunah Maimunah
PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Vol. 4 No. 1 (2016): Maret 2016
Publisher : LPPM Universitas Islam 45 Bekasi

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Abstract

ABSTRACT This research is intended to determine the comfort level of visitors in order to improve comfort quality by knowing prioritized attributes to be maintained and improved by Mekarsari Fruit Garden Bogor. The method used is Fuzzy Inference System using max-min method who have membership degree min 0 and max 1 and followed by defuzzification. There are three criterias used that is variable service, facilities and cleanliness. Each variable has an indicators and the indicators used is 13 includes five questions on the performance variables, five questions on the variable facilities and 3 questions on cleanliness variables. Based on defuzzification obtained sample that categorized give good ratings to the convenience of visitors with score 9.5 and include good category. Keywords : Fuzzy inference system , the comfort level of visitors, Mamdani ABSTRAK Penelitian ini bermaksud mengetahui tingkat kenyamanan pengunjung agar dapat meningkatkan kualitas kenyamanan dan mengetahui atribut-atribut yang diprioritaskan untuk dipertahankan dan diperbaiki oleh Taman Buah Mekarsari Bogor. Metode yang digunakan penulis adalah Fuzzy Inference System dengan menggunakan metode max-min yang memiliki derajat keanggotaan min 0 dan max 1 dan dilanjutkan dengan defuzzifikasi. Terdapat 3 kriteria yang digunakan yaitu variabel pelayanan, fasilitas dan kebersihan. Tiap-tiap variabel memiliki indikator dan jumlah indikator yang digunakan sebanyak 13 meliputi 5 pertanyaan pada variabel Pelayanan, 5 pertanyaan pada variabel fasilitas dan 3 pertanyaan pada variabel kebersihan. Berdasarkan proses defuzzifikasi diperoleh sample yang dikategorikan memberikan penilaian baik terhadap kenyamanan pengunjung dengan nilai 9,5 dan masuk pada kategori baik. Kata Kunci : Fuzzy inference system, tingkat kenyamanan pengunjung, Mamdani
PENERAPAN MICOROSOFT EXCEL PADA METODE KUANTITATIF BISNIS DENGAN ANALYTICAL HIERARCHY PROCESS (PROSES ANALITIS HIERARKIS) Herlawati Herlawati
PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Vol. 1 No. 1 (2013): Januari 2013
Publisher : LPPM Universitas Islam 45 Bekasi

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Abstract

ABSTRAK Pengamatan mendasar tentang sifat manusia, pemikiran analitik, dan pengukuran membawa pada pengembangan suatu model yang berguna untuk memecahkan persoalan secara kuantitatif. Analytical Hierarchy Process (AHP) merupakan suatu model yang luwes yang mampu memberikan kesempatan bagi perorangan atau kelompok untuk membangun gagasan-gagasan dan mendefinisikan persoalan dengan cara membuat asumsi mereka masing-masing dan memperoleh pemecahan yang diinginkan darinya. Proses ini juga memungkinkan orang menguji kepekaan hasilnya terhadap perubahan informasi. Beberapa keuntungan penggunaan metode AHP adalah kesatuan, kompleksitas, saling ketergantungan, penyusunan hierarki, pengukuran, konsistensi, síntesis, tawar menawar, penilaian dan konsensus serta pengulangan proses. AHP merupakan salah satu tools dalam pemecahan masalah yang bersifat strategis, dalam hal ini digunakan software Microsoft Excel. Kata Kunci : AHP, kuantitatif, hierarki, excel ABSTRACT Basic research about human characteristic, especially in analythical thinking and measurement bring to a model that usefull for solving quatitativ problems. Analytical Heararchy Proces (AHP) is a model that flexibly can give the opportunity for individual or community to build the idea and define a problem with their assumption. This process also suitable for someone to give a test in regards to sensitivity of information change. Some benefits of AHP are: integrity, complexity, inter dependency, hierarchy position of information, consistency, synthesis, bargaining, checking and consensus, and process iterative. AHP is a tool for solving strategic problem that using Microsoft Excel in this paper. Keyword : AHP, quantitative, hierarchy, excel
KLASIFIKASI DINAMIS DENGAN MODIFIKASI ALGORITMA FUZZY C-MEANS (FCM) Herlawati Herlawati; Rahmadya Trias Handayanto
PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Vol. 1 No. 2 (2013): September 2013
Publisher : LPPM Universitas Islam 45 Bekasi

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Abstract

ABSTRACTAside forecasting, classification is an important process in the data mining field. Nowdays, theclassification usually use soft computing algorithms, such as Fuzzy Inference System (FIS), NeuralNetworks (NNs), and Genetic Algorithms (GAs). Different from K-Means, the fuzzy-based classification issometimes is said soft clustering. Some dynamic method has been research using K-Means for obtaining theoptimal number of cluster. This paper try to implement this method for FCM algoritms because thisalgorithms run better than K-Means. Similar to Dynamic Clustering using K-Means, for FCM everyelements of cluster are counted the distance from the center. Key Workds : Fuzzy C-Means Clustering (FCM), Cluster Quality, Dynamic Classification ABSTRAKSelain peramalan, klasifikasi merupakan salah satu proses penting dalam bidang data mining. Saat iniklasifikasi banyak dilakukan dengan algoritma-algoritma yang berbasis soft computing seperti fuzzy,jaringan syaraf tiruan (JST) ataupun algoritma genetik. Berbeda dengan K-Means, klasifikasi berbasis fuzzyyang sering disebut fuzzy C-Means (FCM) merupakan klasifikasi halus (soft clustering). Beberapa metodedinamis dengan memodifikasi algoritma K-Means telah banyak dilakukan dan terbukti memiliki hasil yangoptimal. Tulisan ini bermaksud menerapkan metode dinamis itu pada algoritma FCM mengingat FCMmemiliki keunggulan tertentu dibanding K-Means. Seperti pada K-Means, klasifikasi dinamis pada FCMmenunjukkan perbaikan pada nilai intra dan inter dimana nilai-nilai tersebut menunjukkan kedekatan antarelemen tiap kluster dan seberapa jauh jarak pisah antar pusat-pusat kluster. Kata Kunci : Fuzzy C-Means Clustering (FCM), Kualitas Kluster, Klasifikasi Dinamis
Menjaga Kestabilan Jaringan Load Balancing Nth Dengan Teknik Failover Pada PT. Jakarta Samudera Sentosa Jakarta Syamsul Alam Haris; Hero Suhartono; Herlawati Herlawati
PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Vol. 6 No. 1 (2018): Maret 2018
Publisher : LPPM Universitas Islam 45 Bekasi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33558/piksel.v6i1.1399

Abstract

Abstract Load Balancing technology is very helpful in overcoming the company's loss problem because there is no even distribution of traffic load evenly into the Router. In the design of the network is done using NDLC method that has stages in its application so that the risk of failure in the next stage can be minimized. To ensure the stability of the network Load Balancing built requires a network recovery process. It is therefore necessary to use a technique used for tissue recovery using the Failover technique. Load Balancing to be used is Load Balancing Nth which has the ability to share the traffic load evenly based on the package and connection. Used 2 (two) parameters each and packet that serves packet counters captured by the Router. So with the Load Balancing Nth with Failover recovery techniques then the network stability and network recovery PT. Jakarta Samudera Sentosa Jakarta will stay up. Keywords: Failover, Load Balancing, NDLC, Nth. Abstrak Teknologi Load Balancing sangat membantu dalam mengatasi masalah kerugian perusahaan karena tidak adanya pembagian beban trafik secara merata yang masuk ke Router. Dalam perancangan jaringannya dilakukan menggunakan metode NDLC yang memiliki tahapan-tahapan dalam penerapannya sehingga resiko kegagalan di tahap selanjutnya dapat diminimalisir. Untuk menjamin tingkat kestabilan jaringan Load Balancing yang dibangun memerlukan proses pemulihan jaringan. Oleh karena itu diperlukan suatu teknik yang digunakan sebagai pemulihan terhadap jaringan menggunakan teknik Failover. Load Balancing yang akan digunakan adalah Load Balancing Nth yang mempunyai kemampuan membagi beban trafik secara merata berdasarkan paket dan koneksi. Digunakan 2 (dua) paramater yaitu every dan packet yang berfungsi penghitung packet yang ditangkap oleh Router. Sehingga dengan adanya Load Balancing Nth dengan teknik pemulihan Failover maka kestabilan jaringan dan pemulihan jaringan PT. Jakarta Samudera Sentosa Jakarta akan tetap terjaga. Kata kunci: Failover, Load Balancing, NDLC, Nth.
Sistem Informasi Penjualan Barang Berbasis Web Pada Percetakan Rahayu Bekasi Umi Salamah; Herlawati Herlawati
PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Vol. 6 No. 1 (2018): Maret 2018
Publisher : LPPM Universitas Islam 45 Bekasi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33558/piksel.v6i1.1400

Abstract

Abstract Rahayu Printing is a business entity that provides merchandising services such as wedding invitations, circumcision invitations, business cards, notes, letterhead, yasin and others. Based on sales that have been achieved so far, Rahayu Printing felt not satisfied with the results obtained and trying to increase sales and service through online sales system. Sales that go so far encounter obstacles in the process of marketing from consumers to consumers, the sale of goods still use a system of sales in the form of book-shaped catalogs, very tight competition, locations adjacent to other printing, and constraints from distance and time to obtain information on shopping in printing . It makes the sale less cost saving, energy and time because the system used still manually. The method used in the design of information systems sales of goods is waterfall method. From the manufacture of web-based goods sales system, is expected to solve the existing constraints, simplify, accelerate the sales system and hopefully can increase profits on the sale of goods Rahayu Bekasi Printing. Keywords: Goods, Information, Sales, Printing, Waterfall. Abstrak Percetakan Rahayu merupakan sebuah badan usaha yang menyediakan jasa penjualan barang seperti undangan pernikahan, undangan khitanan, kartu nama, nota, kop surat, yasin dan lain-lain. Berdasarkan hasil penjualan yang telah dicapai selama ini, Percetakan Rahayu merasa belum puas dengan hasil yang didapat dan berupaya ingin meningkatkan penjualan serta pelayanan melalui sistem penjualan secara online. Penjualan yang berlangsung selama ini menemui kendala dalam proses pemasaran dari konsumen ke konsumen, penjualan barang masih menggunakan sistem penjualan berupa katalog berbentuk buku, persaingan yang sangat ketat, lokasi yang berdekatan dengan percetakan lainnya, serta kendala dari jarak dan waktu untuk mendapatkan informasi belanja di percetakan. Hal tersebut membuat penjualan kurang menghemat biaya, tenaga dan waktu karena sistem yang digunakan masih secara manual. Metode yang digunakan pada perancangan sistem informasi penjualan barang tersebut adalah metode waterfall. Dari pembuatan sistem penjualan barang berbasis web, diharapkan dapat memecahkan kendala yang ada, mempermudah, mempercepat sistem penjualan dan semoga dapat meningkatkan keuntungan penjualan barang pada Percetakan Rahayu Bekasi. Kata kunci: Barang, Informasi, Penjualan, Percetakan, Waterfall.
Sistem Informasi Penjualan Olahan Rumput Laut Pada UD Sastro Jaya Di Pacitan Diah Putri Ramadhani; Intan Cahya Syahfitri; Sahara Ramadhan; Herlawati Herlawati
PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Vol. 6 No. 2 (2018): September 2018
Publisher : LPPM Universitas Islam 45 Bekasi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33558/piksel.v6i2.1504

Abstract

Abstract Computer needs at this time experience a significant increase this is because the computer becomes a very important item to facilitate a job. Computers are a need that cannot be abandoned and ignored by humans, almost in every field that humans do today requires computers. Until now UD Sastro Jaya is in Sekar Village, Donorojo District, Pacitan Regency in terms of recording, processing data, quantities and price of goods, data of customers and sales transaction data are still carried out using conventional methods, resulting in difficulties and inaccuracies in recording and calculating the number of types of goods, quantity of goods, price of goods and sales transaction data. To process the data processing, it is necessary to develop a computerized goods sales information system. The author uses the VB.NET software and Ms.Access in making the program. The method used in building a sales information system is the method of observation, interviews, literature, data and system analysis, system design, program making, program testing, program implementation. With this sales application, it can help and facilitate the processing of sales data and can accelerate in making reports. Keywords: Sales Information System, Vb. Net Abstrak Kebutuhan komputer pada saat ini mengalami peningkatan yang cukup signifikan hal ini dikarenakan komputer menjadi barang yang sangat penting untuk memudahkan suatu pekerjaan. Komputer merupakan kebutuhan yang tidak bisa ditinggalkan dan diabaikan oleh manusia, hampir pada setiap bidang yang manusia kerjakan saat ini membutuhkan komputer. Sampai saat ini UD Sastro Jaya yang berada di Desa Sekar, Kecamatan Donorojo Kabupaten Pacitan dalam hal pencatatan, pengolahan data barang, jumlah dan harga barang, data para customer serta data transaksi penjualan masih dilakukan dengan metode konvensional, sehingga terjadi kesulitan dan ketidakakuratan dalam mencatat dan menghitung banyaknya jenis barang, jumlah barang, harga barang dan data transaksi penjualan. Untuk memproses pengolahan data tersebut, diperlukan pembangunan sistem informasi penjualan barang yang terkomputerisasi. Penulis menggunakan software VB.NET dan Ms.Access dalam pembuatan program. Metode yang digunakan dalam membangun sistem informasi penjualan adalah metode observasi, wawancara, pustaka, analisis data dan sistem, perancangan sistem, pembuatan program, pengujian program, implementasi program. Dengan adanya aplikasi penjualan ini, maka dapat membantu dan mempermudah dalam pengolahan data penjualan serta dapat mempercepat dalam pembuatan laporan. Kata kunci: Vb. Net, Sistem Informasi Penjualan
Metode Waterfall Dalam Sistem Informasi Penyewaan Mobil Berbasis Desktop Diah Putri Ramadhani; Fachrullyanta Adi Saputra; Intan Cahya Syahfitri; Herlawati Herlawati
PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic Vol. 7 No. 1 (2019): Maret 2019
Publisher : LPPM Universitas Islam 45 Bekasi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33558/piksel.v7i1.1664

Abstract

Abstract Transaction process in small and medium company in Indonesia often been done manually. It causes delays in reporting to the company management. Therefore, a computerized system is needed to overcome the problems which are often encountered in the current system as well as to support business development and increase the car rental process at company. The development method used in this research is the Waterfall with the typical steps: analyzing the data obtained from the company either in the form of rental reports or interviews with employees, designing, implementing and testing the system created. For implementation, a program was created in VB.NET with database from Microsoft Access software. This research produces a computerized car rental information system that can improve the quality of service to customers, make reports quickly, precisely and accurately, minimize errors in data collection, and store data more structured and able to improve the efficiency and effectiveness of the car rental process at a company. Keywords: Information Systems, Microsoft Access, Leasing, VB.NET. Abstrak Proses transaksi yang dilakukan di perusahaan menengah ke bawah kebanyakan masih manual. Hal ini mengakibatkan keterlambatan dalam proses pembuatan laporan untuk diberikan kepada manajemen perusahaan. Oleh karena itu, diperlukan suatu sistem yang terkomputerisasi yang mampu mengatasi masalah yang sering dihadapi dalam sistem berjalan untuk mendukung pengembangan bisnis dan peningkatan proses penyewaan mobil di perusahaan. Metode yang digunakan dalam penelitian ini adalah metode Waterfall, dengan menganalisis data yang diperoleh dari perusahaan, baik dalam bentuk laporan penyewaan maupun wawancara dengan karyawan, kemudian merancang, menerapkan dan menguji sistem yang dibuat. Untuk pembuatan program menggunakan software VB.NET dan Microsoft Access. Penelitian ini menghasilkan sistem informasi penyewaan mobil yang terkomputerisasi yang dapat meningkatkan kualitas pelayanan kepada pelanggan, membuat laporan cepat, tepat dan akurat, meminimalkan kesalahan dalam pengumpulan data, dan penyimpanan data lebih terstruktur dan mampu meningkatkan efisiensi dan efektivitas proses penyewaan mobil di perusahaan. Kata Kunci: Sistem Informasi, Microsoft Access, Penyewaan, VB.NET.
Co-Authors A.A. Ketut Agung Cahyawan W Abd Rohman Abdul Kholis Acah Acah Achmad Wira Wiguna Adam Adam Adam Fajariansyah Adi Muhajirin Adi Supriyatna admin admin Aera Santiana Afina Putri Dzulqiyana Agus Hidayat Agus Hidayat Agustin, Syafira Cessa Ajie Prasetya Ajif Yunizar Pratama Yusuf AlHakim, Abdu Malik Andy Achmad Hendhar Setiawan Andy Achmad Hendharsetiawan Andy Achmad Hendharsetiawan Andy Achmad Hendharsetiawan Anggaini, Meri Anis Athifah Anisa Feby Yana Anita Setyowati Srie Gunarti Anita Setyowati Srie Gunarti Anita Setyowati Srie Gunarti Anita Setyowati Srie Gunarti Anton Anton Ardiansyah, Muhamad Arrasyid, Rizky Maulana Asmoro Bangun Priambodo Atika , Prima Dina Ayu Afidarisa Rahma Bangga Tua Siregar Bayu Andriansyah Ben Rahman Beno Aditya Sanusi Beno Aditya Sanusi Benrahman Bertnardo Mario Uskono Bhagaskara Farhan Wiguna Binu Nuryadi Budi Santoso Bunga Pratiwi Christhover , Robbie Dadan Irwan Dani Dani Daniel Jhon Rosinton Hutauruk Desi Puspasari Diah Putri Ramadhani Diah Putri Ramadhani Diah Putri Ramadhani Dicki Rizki Amarullah Didik Setiyadi Dinda Mutiara Hanum Dwi Budi Santoso Dwi Budi Srisulistiowati Eka Puspita Sari Eka Suryani Pratiwi Ekawati, Inna Endang Retnoningsih Erene Gernaria Sihombing, Erene Gernaria Ervan Dwi Kurniawan Fachrullyanta Adi Saputra Fachrullyanta Adi Saputra Fadilah, Naufal Arif Fahrika, Andi Ika Faisal Adi Saputra Fandiansyah, Rafly Fata Nidaul Khasanah Feni Meilan Tasiba Firyal Rosiana Dita Frieyadie Galih Apriansha Pradana Gedhe Hilman Wakhid Gilby Lionska Wenas Gymnastiar, Muhammad Handry Hartino Haris, Syamsul Alam Harviansyah, Muhammad Haryono Haryono Haryono Hendharsetiawan , Andy Achmad Hendharsetiawan, Andy Achmad Heri Prabowo Hero Suhartono Hero Suhartono, Hero Hutauruk , Daniel Jhon Rosinton I Komang Arya Trisumeikra Icah Fitri Yani Ikhsan Dwikurniawan Ikhsan Dwikurniawan Intan Cahya Syahfitri Intan Cahya Syahfitri Ira Wardani Irham Cahya Nugraha Irwan Raharja Ivan Nur Firdaus Izdihar, Zalfa Jaja Jaja Jaja Jaja Joko Dwi Hartanto Juandika Shevani Julaiwa, Siti Hawa Karnita Afnisari, Karnita Krisendo Setiawan Kukuh Dwi Prasetyo Kurniawan, Ervan Dwi Kustanto , Prio Ladyana Suciani Syafitri Laila Salsabilla Hanifa Lubis, Riski Aditya Magdalena, Caroline Julyana Maimunah Maimunah Maimunah Maimunah Maimunah Maimunah Maimunah Maimunah, Maimunah Malikus Sumadyo Mardi Yudhi Putra Mayora Lolly Ishimora Merza Dheo Prakoso Muhamad Ardiansyah Muhammad Harviansyah Muhammad Muharrom Muhammad Riky Sudrajat Muhammad Zidan Al Faiq Nabila , Marsyanda Salsa Ningrum, Mirza Cahya Nita Merlina Nita Merlina, Nita Nitin Kumar Tripathi Noer Hikmah Novaldi Nur Pratama Novianto, Krisna Nunung Hidayatun Nur Amanda Pratiwi Nurchayati Nurchayati Nurcholis Nurcholis Oriza Sativa Dinauni Silaen Pahrizal, Pahrizal Popy Purnamasari Wahid Suyitno Pradana , Galih Apriansha Priatna , Wowon Prihatin, Sandy Satyo Prima Dina Atika Purnama, Putra Aldi Purnomo, Rakhmat Purnomo, Rakhmat Purwanti, Santi Rachmatin, Nida Rafika Sari RAFIKA SARI Rahmadya Trias Handayanto Rahmadya Trias Handayanto Rahmadya Trias Handayanto Rahmadya Trias Handayanto Raihan Nurfaidzi Ramadhan, Sahara Ramadhani, Diah Putri Rasim Rasim Rasim, Rasim Regita Ari Rahmadanti Rejeki , Sri Retno Nugroho Whidhiasih Retno Sari Riska Utami Dewi Riski Aditya Lubis Rismayana, Raka Rizki Aulianita, Rizki Robbie Christhover Robertus Suraji Rosliana, Siti Rusdiansyah Rusdiansyah Sahara Ramadhan Salwa Nabiila Pramuhesti Samsiana , Seta Sandy Satyo Prihatin Santoso , Muhammad Reinaldy Sanusi, Beno Aditya Saputra , Faisal Adi Saputra, Fachrullyanta Adi Sari , Rafika SATRIYAS ILYAS Septi Eka Hardyana Septia, Dwi Yoga Seta Samsiana Seta Samsiana Seta Samsiana Seta Samsiana Seta Samsiana Setyowati Srie Gunarti, Anita Shadriyah , Shadriyah Silaen, Oriza Sativa Dinauni Siti Hawa Julaiwa Siti Masripah Siti Rosliana SITI SETIAWATI Sohee Minsun Kim Solikin Solikin Solikin Solikin Sri Rejeki Sri Sureni Sugeng Murdowo Sugiyatno , Sugiyatno Sugiyatno Sugiyatno Sugiyatno Sugiyatno Sunandar Sunandar Syadhaffa Gedriyansah Syafina, Prilia Hashifah Syahbaniar Rofiah Syahfitri, Intan Cahya Syamsul Alam Haris Tambun, Jerisman Jhon Wesli Tata Arya Cahyaaty Tia Monisya Afriyanti Tumbur Togu Tyastuti Sri Lestari Tyastuti Sri Lestari Umi Salamah Umi Salamah Wicaksono, Naufal Eka Wida Prima Mustika Wijaya, Indra Yana, Anisa Feby Yessi Rahmawati Yugo Bhekti Utomo Yusuf, Ajif Yunizar Pratama