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The development of contextual chat interactions with retrieval-augmented generation system for facilitating learning hadith Nurtantyana, Rio; Priyadi, Yudi; Darwiyanto, Eko
Indonesian Journal of Electrical Engineering and Computer Science Vol 39, No 2: August 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v39.i2.pp987-995

Abstract

This study explores the development and implementation of a retrieval-augmented generation (RAG) system using the large language model (LLM) to enhance the learning of hadith through a chat interface for high school students. This study addresses challenges in optimizing RAG configurations and problems associated with traditional educational methods that lack interactivity. In addition, the RAG system was designed to replace real teacher interactions, offering a chat feature that provides contextual answers to real-life scenarios related to Hadith. Various configurations were tested, with a focus on the Matn component, achieving a high accuracy score with a mean of .754 and demonstrating efficiency in context relevance with a mean of .797. Results indicated significant accessibility using our RAG system for learning hadith via WhatsApp’s chat interface. Hence, this study highlights the potential of RAG systems in transforming educational environments and offers insights into the development of technology for interactive Hadith learning solutions.
Pengembangan Front-End Aplikasi Mysre: Aplikasi Tinjauan Literatur Untuk Peneliti Pemula Hariyanti, Uun; Jayadi, Delisya; Afirianto, Tri; Nurtantyana, Rio; Zulvarina, Prima
Jurnal Teknologi Informasi dan Ilmu Komputer Vol 12 No 4: Agustus 2025
Publisher : Fakultas Ilmu Komputer, Universitas Brawijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25126/jtiik.124

Abstract

Keterampilan menuliskan suatu tinjauan literatur yang komprehensif seringkali menjadi tantangan bagi peneliti pemula, terutama mahasiswa jenjang sarjana. Artificial intelligence (AI) seringkali digunakan sebagai salah satu solusi untuk menjawab tantangan tersebut. Namun, penggunaan AI yang tanpa kontrol dapat berdampak negatif pada pengembangan kemampuan peneliti. Berdasarkan latar belakang tersebut, penelitian ini bertujuan untuk membangun frond-end aplikasi berbasis web yang disebut MySRE, yang dapat digunakan oleh peneliti pemula berlatih membuat suatu tinjuan literatur dengan berbantuan AI. Penelitian ini merupakan jenis penelitian rancang bangun yang menerapkan metode System Development Life Cycle (SDLC) untuk Prototyping, yang selanjutnya disebut sebagai SDLC Prototyping. Metode SDLC Prototyping terdiri atas lima tahapan, yaitu communication, quick plan, modeling quick design, construction of prototype, dan deployment, delivery, and feedback. Hasil dari analisis kebutuhan menggunakan Eisenhower matrix mengindikasikan bahwa terdapat lima fitur utama yang perlu dimiliki oleh aplikasi MySRE. Kelima fitur tersebut adalah text editor, diskusi dengan AI, referensi, co-pilot, dan peta konsep. Pengujian fungsional dan nonfungsional dilakukan pada hasil frond-end MySRE yang telah diimplementasikan. Pengujian fungsionalitas dilakukan dengan blackbox testing, sedangkan pengujian nonfungsional dilakukan dengan compatibility testing dengan SortSite dan usability testing dengan SUS kuesioner. Hasil dari pengujian fungsionalitas dengan blackbox menunjukkan bahwa 22 dari 23 pengujian dinyatakan valid. Hasil compatibility testing menunjukkan aplikasi website dapat diakses pada mayoritas peramban yang umum digunakan. Hasil usability testing menunjukkan skor rata-rata 76,75 yang melampaui kriteria minimum (70) untuk dikategorikan memiliki usability yang baik. Dengan demikian, dapat disimpulkan bahwa desain frond-end dari aplikasi MySRE telah berhasil dikembangkan dan memenuhi aspek fungsional dan nonfungsional (kompatibilitas, dan usability), sehingga layak digunakan sebagai antar muka dari aplikasi berbasis web yang dapat membantu peneliti pemula dalam berlatih menyusun tinjauan literatur.   Abstract The ability to write comprehensive literature reviews is often a challenge for novice researchers, particularly undergraduate students. Artificial intelligence (AI) is frequently used as a solution to address this challenge, but its uncontrolled use can negatively impact researchers’ skill development. Accordingly, this study aims to develop the front-end of a web-based application called MySRE, designed to help novice researchers practice writing literature reviews with AI assistance. This research employs a design and development approach using the System Development Life Cycle (SDLC) method for prototyping, referred to as SDLC Prototyping. The SDLC Prototyping method consists of five stages: communication, quick plan, modeling quick design, construction of the prototype, and deployment, delivery, and feedback. The results of the needs analysis, conducted using the Eisenhower matrix, indicate that the MySRE requires five key features: a text editor, AI discussion, references, a co-pilot, and a concept map. Functional and non-functional testing was conducted on the implemented front-end of MySRE. Functional testing was performed using blackbox testing, while non-functional testing included compatibility testing with SortSite and usability testing with the SUS questionnaire. The blackbox testing results showed that 22 out of 23 tests were valid. Compatibility testing indicated that the website application is accessible on most common browsers. Usability testing resulted in an average score of 76.75, exceeding the minimum criteria (70) for categorizing the application as having good usability. Therefore, it can be concluded that the front-end design of the MySRE application has been successfully developed and meets both functional and non-functional aspects (compatibility and usability), making it suitable for use as a web-based application interface that can assist novice researchers in practicing literature review writing.  
The Development of Backend Admin Dashboard for Business Project Monitoring using Scrum method: A case study at PT Gerbang Sinergi Utama Hutomo Putra, Daffa Arya; Eko Darwiyanto; Rio Nurtantyana
Indonesian Journal on Computing (Indo-JC) Vol. 9 No. 2 (2024): August, 2024
Publisher : School of Computing, Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34818/INDOJC.2024.9.2.969

Abstract

Monitoring business projects is very important to ensure project performance goes according to plan. PT Gerbang Sinergi Prima (GSP) is one of the subsidiaries of the Pension Fund of PT PLN (Persero), which is engaged in Information and Communication Technology. Currently, GSP monitors project performance in a conventional way, which creates several challenges, such as difficulties in monitoring project progress and development. This study aims to develop a backend as an admin dashboard for a business project monitoring system using the Scrum method. Unlike other studies, this research also tests the results obtained with three tests, namely Black-Box Testing, Unit Testing, and Performance Testing. As a result, we built a backend admin dashboard for business project monitoring that supports GSP in real-time monitoring the progress of business projects. Furthermore, testing will also be conducted on the backend admin dashboard. The Scrum method was implemented with excellent results. Feature functionality testing using black-box testing gets a percentage of 100%. API testing using unit testing receives a percentage of 100%. The average response time obtained after executing performance testing is 2896.72ms, which means the results are feasible. Overall, the process of development and testing received excellent results.
The Development of a Mobile Application Using Scrum Pattern for Monitoring Project Information System Bulan Ayu Sari Muntai; Eko Darwiyanto; Rio Nurtantyana
Indonesian Journal on Computing (Indo-JC) Vol. 9 No. 2 (2024): August, 2024
Publisher : School of Computing, Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34818/INDOJC.2024.9.2.970

Abstract

Project monitoring is an important aspect of project management that can affect project success. In interviews with PT Gerbang Sinergi Prima (GSP) stakeholders, project monitoring is still uses manual ways to make the process more efficient and accurate. As a result, it causes delays, cost overruns, or even project failure. Hence, this research aims to develop a mobile application for project monitoring at GSP. The development of the GSP project monitoring mobile application uses a Scrum pattern based on Agile methodology and testing with black-box and user accepted testing (UAT). The Scrum pattern could help the development team produce effective and efficient mobile application development according to changing project needs. The results showed that project monitoring using mobile applications has a positive effect on the effectiveness of project monitoring. Black box testing results showed 100% success on nine modules, ensuring all features functioned adequately. UAT showed 74% positive statements that met user needs and 46% negative statements indicating the application was quite convenient. Furthermore, the mobile project monitoring application is consistently and continuously used for all ongoing projects in the company. We suggested that it is necessary to conduct training for new users of the mobile project monitoring application.
The development of Network Power System Website using Extreme Programming Method: A case study PT Smartfren Surabaya Branch Mochamad Alif Fany Taftazani; Eko Darwiyanto; Rio Nurtantyana
Indonesian Journal on Computing (Indo-JC) Vol. 9 No. 2 (2024): August, 2024
Publisher : School of Computing, Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34818/INDOJC.2024.9.2.972

Abstract

Latest advancements in information technology have been widely utilized in various sectors, including the processing and storage of corporate data. Data is an important asset for companies, like the PT Smartfren Telecom Tbk (Smartfren), a leading telecommunication service providers in Indonesia. One crucial dataset at the Smartfren Surabaya branch office is Network Power System (NPS) data, which is currently manually input and stored in Microsoft Excel, causing inefficiency and risk of human error. This study aims to create a website to manage NPS data using the Extreme Programming (XP) method. By doing so, NPS data with more than three thousand records can be easily processed and stored systematically. The research' procedure based on XP includes planning, design, coding, and testing with Black-box and User Acceptance testing with three iterations. Black-box testing result showed a 100% functionality level in each iteration, and User Acceptance Testing results were 87.09% in the first iteration, 87.27% in the second, and 92% in the third. Therefore, this confirms that the NPS website system successfully meets standards and the users’ needs. Hence, this study demonstrated the advantages of transitioning from manual way to web-based systems and developed using XP method to evolving the user needs.
The The Development of Front-end Website for Project Services Monitoring using Scrum Method: A case study at PT. Gerbang Sinergi Prima: A case study at PT. Gerbang Sinergi Prima Rizky Sampoerna; Eko Darwiyanto; Rio Nurtantyana
Indonesian Journal on Computing (Indo-JC) Vol. 9 No. 2 (2024): August, 2024
Publisher : School of Computing, Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34818/INDOJC.2024.9.2.973

Abstract

The project service monitoring is one of the essential aspects of a company that ensures all project activities running well. In the current digital transformation era, competition in the digital world makes several companies to used efficient system in their business process, for example the business process at PT. Gerbang Sinergi Prima (GSP). In the prior observation, the project monitoring activities in GSP still use conventional way, which often requires more time and risk like data redundancy. Hence, this study developed a Front-End website for the project service monitoring with Scrum method to emphasize the development process in a complex manner and allow user needs. Differ from the other studies, the system testing used in this study uses the black box and usability testing from four participants with system usability scale (SUS). The results of the black box test showed a perfect score in the result. In addition, the results of testing using SUS got an average score of 63.125 which means this system can be acceptable quite good by users.
The Re-development of Proxsis Workspace with Responsive Design and Multiplatform approaches using Flutter Framework Puspitasari, Shinta Yulia; Ra'uf, Iqbal Abdul; Nurtantyana, Rio; Satrio, Cahyo Tri
International Journal on Information and Communication Technology (IJoICT) Vol. 10 No. 1 (2024): Vol. 10 No.1 June 2024
Publisher : School of Computing, Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21108/ijoict.v10i1.919

Abstract

Most of previous studies implemented the responsive design approach for the web-based application platform only since it had several difficulties to apply in the mobile-based application platform. In addition, the mobile application required different codebases since there were several platforms like Android and iOS. However, this study tried to redevelopment the Proxsis Workspace website to mobile application with responsive design and multiplatform approaches using Flutter Framework, in order to explore the potentials and counter the difficulties these two approaches for mobile development. In addition, we provide the detailed improvement, and the software testing results of our redevelopment app. Eight participants were participated in this study to measure the improvement of the redevelopment application. The results showed that the redevelopment version of the Proxsis Workspace could implement the responsive design and multiplatform approaches well. Furthermore, the software testing found that the redevelopment version passed the responsive design and multiplatform testing. In addition, there was significant different and enhancement of the usability score from 52.50 with marginal category to 72.81 with acceptable category. Hence, the authors suggest implementing the responsive design and multiplatform with Flutter Framework to enhance and make efficient with single code base only.
A comparative study of large language models with chain-of thought prompting for automated program repair Darwiyanto, Eko; Gusnaen, Rizky Akbar; Nurtantyana, Rio
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 14, No 6: December 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v14.i6.pp4579-4589

Abstract

Automatic code repair is an important task in software development to reduce bugs efficiently. This research focuses on developing and evaluating a chain-of-thought (CoT) prompting approach to improve the ability of large language models (LLMs) in automated program repair (APR) tasks. CoT prompting is a technique that guides LLM to generate step-by-step explanations before providing the final answer, so it is expected to improve the accuracy and quality of code repair. This research uses the QuixBugs dataset to evaluate the performance of several LLM models, including DeepSeek-V3 and GPT-4o, with two prompting methods, namely standard and CoT prompting. The evaluation is based on the average number of plausible patches generated as well as the estimated token usage cost. The results show that CoT prompting improves performance in most models compared with the standard. DeepSeek-V3 recorded the highest performance with an average of 36.6 plausible patches and the lowest cost of $0.006. GPT-4o also showed competitive results with an average of 35.8 plausible patches and a cost of $0.226. These results confirm that CoT prompting is an effective technique to improve LLM reasoning ability in APR tasks.
User-Centered Design Approach in Mobile AR: Application for Hydrocarbon Visualization in Chemistry Course Fariz Abqari Fawwaz Illahi; Kusuma Ayu Laksitowening; Rio Nurtantyana
JURNAL INFOTEL Vol 17 No 1 (2025): February 2025
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v17i1.1221

Abstract

This study addresses the challenges in high school chemistry education, particularly in understanding hydrocarbon compounds, by designing a Mobile Augmented Reality (MAR) application using the User-Centered Design (UCD) method. The research focuses on enhancing the visualization of submicroscopic and symbolic aspects of chemistry, which students often find abstract and complex. Through iterative design processes involving teachers and students, the study developed an interactive MAR application that displays virtual ball-and-stick models of hydrocarbon compounds. The application was evaluated using the User Experience Questionnaire (UEQ), measuring six aspects of user experience: attractiveness, perspicuity, efficiency, dependability, stimulation, and novelty. Results showed significant improvements across all dimensions from the initial to the final iteration, with five out of six scales achieving "Excellent" ratings in the final version. The study demonstrates the effectiveness of UCD in creating an engaging and user-friendly educational tool, highlighting the potential of MAR technology to address longstanding challenges in chemistry education. The positive user perceptions suggest that when designed carefully considering user needs, MAR applications can significantly enhance the chemistry learning experience for high school students.
Pemanfaatan Generative AI untuk Membantu Tugas Guru SMP PGRI Arjasari Kabupaten Bandung Eko Darwiyanto; Rio Nurtantyana; Yudi Priyadi
The Proceeding of Community Service and Engagement (COSECANT) Seminar Vol. 4 No. 2 (2024): The Proceeding of Community Service and Engagement (COSECANT) Seminar
Publisher : Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25124/cosecant.v4i2.8498

Abstract

SMP PGRI Arjasari adalah sebuah sekolah swasta yang berlokasi di Jl Raya Arjasari, Arjasari, Kab. Bandung. Dalam pemberian materi pelajaran, Bapak Ibu Guru SMP PGRI Arjasari selalu merujuk panduan kurikulum, buku paket terbaru, buku paket sebelumnya, juga mencari slide pelajaran & video youtube yang relevan. Perkembangan mutakhir aplikasi generative AI, semacam ChatGPT, Copilot, dan Gemini telah memungkinkan tiap pengguna internet, khususnya para pembelajar untuk memperkaya materi pelajaran dengan bahan terbaru yang relevan. Dengan memilih tiga materi pelajaran, pelatihan direncanakan dalam tiga sesi, tiap sesi untuk pemanfaatan suatu aplikasi generative AI untuk pengayaan bahan ajar pelajaran tersebut. Penugasan dilakukan untuk mengenal keadaan awal peserta pelatihan dan keadaan akhir setelah ikut pelatihan