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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.
PERANCANGAN DAN IMPLEMENTASI SISTEM PENDETEKSI KEBAKARAN DENGAN MENGGUNAKAN REALTIME DATABASE: Laksamana Rajendra Haidar Azani Fajri,Ngaseri ,Moh Muthohir Azani Fajri, Laksamana Rajendra Haidar; Ngaseri; Muthohir, Moh
Jurnal Ilmiah Sistem Informasi Vol. 2 No. 3 (2023): November: Jurnal Ilmiah Sistem Informasi
Publisher : LPPM Universitas Sains dan Teknologi Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/juisi.v2i3.795

Abstract

Fires can occur unexpectedly, even if you are careful when using equipment that produces fire. However, there are still several sources that cause fires, such as electrical short circuits, gas stoves, burning rubbish, cigarette butts and candles when the lights go out. The aim of this research is to create a tool that can detect fire and temperature in a room and can overcome (minimize) the threat of fire disasters based on a microcontroller and C language. This research uses a Fire Sensor to detect fire, a DHT 11 Sensor to detect room temperature, NODEMCU as microcontroller controlling input and output, Buzzer as a system monitoring tool. The system will be assigned to turn on the extinguishing system that uses a FAN if there is a significant increase in temperature or if the system detects a fire. The output from the Flame Sensor which detects fire will be processed into a microcontroller which has been programmed using C language so that it will produce two states, namely low, namely when no fire is detected, and high when fire is detected. Likewise for the output from DHT11. This tool will give a warning to the buzzer if it detects a fire, and also detects changes in temperature and gives orders to spray the fan if there is a significant change in temperature
Sistem  Informasi Pendaftaran Pasien Rawa Jalan Berbasis Web Menggunakan Metodehot Fit Pada Puskesmas Subah Kabupaten Batang Attabarok, Ikhsanulfatih; Muthohir, Moh; kamto sudibyo, sukemi
Jurnal Ilmiah Sistem Informasi Vol. 4 No. 1 (2025): Januari : Jurnal Ilmiah Sistem Informasi
Publisher : LPPM Universitas Sains dan Teknologi Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/f1sm4903

Abstract

UPTD Puskesmas Subah adalah salah satu puskesmas yang ada di jajaran Dinas Kesehatan Kabupaten Batang yang selalu berkembang seiring kondisi dan dinamika masyarakat dengan upaya keras untuk menyediakan pelayanan kesehatan yang bermutu, merata dan terjangkau. Seiring perkembangan teknologi yang cepat dan informasi yang dibutuhkan sangat penting, sebab harus dapat diakses dimana saja. Salah satu fasilitas pelayanan kesehatan di UPTD Puskesmas Subah Batang menyelenggarakan pelayanan kesehatan kepada masyarakat, salah satu kegiatannya yaitu pendaftaran pasien yang berfungsi sebagai menerima kunjungan pasien untuk berobat rawat jalan. Selama ini Puskesmas Subah melakukan pelayanan pendaftaran pasien rawat jalan dilakukan bersamaan dengan pendaftaran pasien baru langsung ditempat loket, sehingga terkadang para pasien harus sabar menunggu giliran dan antri untuk mendapat pelayanan masing-masing. Solusi untuk permasalahan tersebut dengan dibuatnya sistem informasi pendaftaran pasien rawat jalan berbasis web dengan menggunakan metode hot-fit. Dengan adanya sistem ini memudahkan pasien dalam proses pendaftaran, memudahkan petugas dalam hal pencatatan dan juga sistem berbasis web memberikan informasi yang cepat dan akurat tanpa mengenal tempat dan waktu.
WAREHOUSE MANAGEMENT SYSTEM BERBASIS RADIO FREQUENCY IDENTIFICATION Moh Muthohir; Sindhu Rakasiwi; Lutfi Ubaidillah
Jurnal Teknik Informatika dan Teknologi Informasi Vol. 3 No. 1 (2023): April: Jurnal Teknik Informatika dan Teknologi Informasi
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/jutiti.v3i1.2139

Abstract

Minimarket Alfamart Kebondalem Kendal is one of the branch outlets of PT. Sumber Alfaria Trijaya Semarang where the management of the warehouse still uses conventional methods. Conventional management often creates difficulties in terms of the process of entering and leaving goods, knowing stock information, knowing the mutation of goods, and during the stock taking process. As a result of the difficulty in managing the warehouse, management cannot obtain warehouse information quickly and accurately. This makes warehouse productivity decrease because many items are not managed properly and disrupt operations. Based on the problems above, a prototype has been created that can help warehouse management by utilizing web-based RFID. The prototype system being developed will display goods data such as accurate stock, expiration date information, and history in out of goods which will be displayed on the web, so that stock-related information can be known quickly and the condition of goods in and out can be monitored at any time in real time
PENERAPAN METODE SIMPLE ADDITIVE WEIGHT (SAW) PADA SISTEM INFORMASI PEMILIHAN JURUSAN BERBASIS DECISION SUPPORT SYSTEM Muthohir, Moh; Zainudin, Ahmad
Smart Comp :Jurnalnya Orang Pintar Komputer Vol 7, No 1 (2018): Smart Comp :Jurnalnya Orang Pintar Komputer
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/smartcomp.v7i1.716

Abstract

Pendidikan merupakan aspek penting dalam kehidupan, karena pendidikan sudah menjadi kebutuhan primer dalam rangka membina dan membentuk watak serta kepribadian bangsa agar menjadi bangsa yang berbudaya dan beradab. Terbatasnya lapangan kerja menjadi salah satu masalah yang dihadapi masyarakat Indonesia. Bentuk jenjang pendidikan yang ada di Indonesia sebagai jembatan untuk memasuki dunia kerja adalah Sekolah Menengah Kejuruan (SMK). SMK lebih mengedepankan pembentukan siswa yang siap memasuki lapangan kerja serta mengembangkan sikap profesional yang terdiri dari berbagai macam jurusan. Banyaknya jurusan pada tingkat SMK membuat calon siswa kesulitan menentukan jurusan yang tepat sesuai dengan kemampuan yang dimiliki, oleh karena itu dibutuhkan sebuah sistem pendukung keputusan yang dapat menentukan pemilihan jurusan sesuai dengan nilai, minat dan kemampuan calon siswa. Penelitian ini menerapkan logika fuzzy dengan metode Simple Additive Weighting (SAW) guna mempermudah pemilihan jurusan SMK.
DECISION SUPPORT SYSTEM FOR ADMISSION OF CLASS X STUDENTS WITH THE WEB-BASED SAW METHOD AND SMS GATEWAY AT SMA NEGERI 1 WANADADI Akhmad Pujiyanto; Moh Muthohir
Journal of Engineering, Electrical and Informatics Vol. 1 No. 1 (2021): Februari : Journal of Engineering, Electrical and Informatics
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/jeei.v1i1.815

Abstract

Education is a necessity that every human being must have, and is expected to provide useful knowledge in the future. Education itself consists of formal education and non-formal education, formal education is structured and tiered, while non-formal education is an educational path that is carried out in a structured and tiered manner like the pursuit of package A. With the development of education, the need for information technology to support the provision of information quickly. The development of web-based technology is an information space where useful resources are identified by global identifiers. With the development of technology, a web-based application for decision support for class X student admissions and sms gateway was designed. Admission and selection of majors at SMA Negeri 1 Wanadadi online is expected to make it easier for prospective students to register and get information from the results of class X student admissions.
ARM TRUSTZONE AS A SECURITY FOR USER INTERACTION ON THE MOBILE PLATFORM Lukman Santoso; Moh Muthohir; Ahmad Ashifudin Aqham
Journal of Engineering, Electrical and Informatics Vol. 2 No. 2 (2022): Juni: Journal of Engineering, Electrical and Informatics:
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/jeei.v2i2.911

Abstract

Smartphones have become an important part of human life until now, apart from making phone calls and other communication functions, smartphones are also used as tools for shopping, conducting banking transactions, and so on. This makes security Software on smartphones becoming more critical. trust execution environment technology was popularized to support care for users if the Operation System is compromised namely trust execution environment ARM TrustZone. This research focuses on User-Interaction and Input/Output audio input user interaction channels and proposes an application-transparent solution to keep the user communication strategy on mobile platforms using ARM TrustZone. This research advantage the ARM TrustZone to bring a defended architecture for User Interface input for user interaction channels (T-User-Interaction) and Audio-Input/Output for VoIP calls (T-VoIP-C). The main objective is to establish that the architecture is clear for cellular utilization. All along trust execution environment-established research, one of the critical objections faced was the ability to safely prototype designs. In a trust execution environment study, it is generally necessary to cross hardware factors with the trust execution environment-Operation System, which could be impressive for non-hardware specialists, conditional on the base applicable from trust execution environment Operation System vendors. This research considers a simulation-based model (T-simulation) that cuts down the composition time and hardware background appropriate to frame a hardware situation for expectation execution situation prototyping.
PERANCANGAN SISTEM INFORMASI PENJUALAN BERBASIS WEB PADA UMKM MADU ASLI ZHAFIRA DENGAN MENGGUNAKAN DATABASE MYSQL Edy Siswanto; Zhafira Fikri Nada; Moh Muthohir; Teguh Setiadi
Informatika: Jurnal Teknik Informatika dan Multimedia Vol. 5 No. 2 (2025): Oktober : JURNAL TEKNIK INFORMATIKA DAN MULTIMEDIA
Publisher : LPPM Politeknik Pratama Kendal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/informatika.v5i2.1433

Abstract

The purpose of this study is to overcome problems occurring at UMKM Madu Asli Zhafira by creating a Web-Based Sales Information System using PHP & HTML programming languages and a MySQL database. The author used the RAD (Rapid Application Development) method for designing the information system, as this method uses an object-oriented approach to development. Using this method also speeds up the process and minimizes costs. The newly built system produces structured outputs that include product data, price data, product stock, product category data, account data, user data, and sales report data. In addition, this system offers important reports that enable UMKM Madu Asli Zhafira to collect information efficiently and accurately.
PERANCANGAN SISTEM INFORMASI INVENTARIS DENGAN LABEL BARCODE BERBASIS WEB PADA SMK MUHAMMADIYAH 3 WELERI Mudrofi Mudrofi; Bagus Sudirman; Ahmad Ashifudin Aqham; Miftahurrohman Miftahurrohman; Moh Muthohir
Informatika: Jurnal Teknik Informatika dan Multimedia Vol. 6 No. 1 (2026): MEI : JURNAL INFORMATIKA DAN MULTIMEDIA
Publisher : LPPM Politeknik Pratama Kendal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51903/informatika.v6i1.1624

Abstract

The management of data and information plays a crucial role in supporting the effectiveness of an institution's operational activities. An essential component of this management is inventory administration, which serves to control, monitor, and utilize assets to facilitate operational tasks. Therefore, institutions are required to implement systematic inventory management aligned with their operational objectives. In practice, however, many institutions have not fully optimized their inventory systems. SMK Muhammadiyah 3 Weleri, for instance, still faces several challenges in managing inventory. These challenges primarily arise from the reliance on manual procedures throughout inventory activities. Inventory records are maintained using notebooks and subsequently summarized in ledgers. This manual approach often results in incomplete, damaged, or inconsistent records, particularly in tracking borrowed items. Consequently, information regarding item availability becomes less accurate, leading to inefficiencies in preparing practical equipment.