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All Journal Teknik Sipil dan Arsitektur Jurnal Pendidikan dan Pembelajaran Khatulistiwa (JPPK) bionature Public Health of Indonesia GIZI INDONESIA JURNAL INSTEK (Informatika Sains dan Teknologi) Jurnal Kolaboratif Sains Simtek : Jurnal Sistem Informasi dan Teknik Komputer Jambura Journal of Informatics Indonesian Journal of Community Dedication Health Information : Jurnal Penelitian Diagnosis: Jurnal Ilmiah Kesehatan Jurnal Fisika dan Terapannya JIIP (Jurnal Ilmiah Ilmu Pendidikan) Jurnal Teknik Sipil dan Arsitektur Journal of System and Computer Engineering Journal Software, Hardware and Information Technology Patria Artha Journal of Community Journal of Aafiyah Health Research (JAHR) Innovative: Journal Of Social Science Research Agents: Journal of Artificial Intelligence and Data Science Riwayat: Educational Journal of History and Humanities Sabangka Abdimas Jurnal Pengabdian Masyarakat Sabangka Jurnal Stunting Pesisir dan Aplikasinya Media Keperawatan: Politeknik Kesehatan Makassar Media Implementasi Riset Kesehatan
Hariani Hariani, Hariani
Universitas Hasanuddin
Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Veterinary Other

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Artificial Intelligence in Road Traffic Accident Prediction Siswanto, Joko; Syaban, Alfath Satria Negara; Hariani, Hariani
Jambura Journal of Informatics VOL 5, NO 2: OCTOBER 2023
Publisher : Universitas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/jji.v5i2.22037

Abstract

The rapid development of AI shows its power and great development potential in practical engineering applications. Critical issues and potential solutions can reduce road traffic accidents and application of AI in road accident prediction. The published use of AI for road accident prediction is reviewed, presented, and represented as the main objective. The methods are collecting article data, quotations, presentation, and representation. The article data collection was obtained from 671 conference and journal articles in 2019-2023, but the suitability of articles that can be used is 69. Quotation produces a grouping of approaches, models, predictions, and benefits. The presentation showed that most approaches used were machine learning, the most used model was random forest, the prediction was mostly about severity, and the most benefit was about number reduction. Representation produces road accidents and related factors into factors in road accident predictions using artificial intelligence, so strategies and anticipation can be made to overcome them to improve road safety. AI in road accident prediction plays an important role in building predictive models with the hope that road accidents can be identified early, risk factors can be reduced, and effective preventive measures can be taken to improve road safety.
Investigating LOLBAS-Based Malware Using Hybrid Analysis: A Case Study of PowerShell-Driven Fileless Execution Rosmiati, Rosmiati; Amar, Muh. Ikhsan; Arsyad, Muhammad Arham; Hariani, Hariani
Journal of System and Computer Engineering Vol 7 No 2 (2026): JSCE: April 2026
Publisher : Universitas Pancasakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61628/jsce.v7i2.2623

Abstract

This study aims to identify and understand the technical characteristics of the malware output.exe, obtained from the MalwareBazaar repository, through a hybrid reverse engineering approach. This method combines static and dynamic analyses to provide a comprehensive understanding of the malware’s internal structure, execution behavior, and evasion techniques. Static analysis revealed the invocation of system functions such as CreateProcessW and RegSetValueExA, as well as the use of syscall to execute PowerShell commands directly, indicating the implementation of the LOLBAS (Living off the Land Binaries and Scripts) technique. Dynamic analysis using CAPE Sandbox confirmed the malware’s actual behavior, including process injection into legitimate processes such as svchost.exe, launching powershell.exe for data compression, and establishing network communication via Discord Webhook for data exfiltration. Integration of both analyses shows that output.exe functions as an information stealer with fileless execution and advanced persistence mechanisms. These findings demonstrate that the hybrid analysis approach is effective in identifying modern malware that leverages legitimate system components to evade traditional signature-based detection methods.
Co-Authors Abd.Hady J Ahmad Ahmad Alfian Noor Alfin Thomas Amar, Muh. Ikhsan Andi Asrina Andi Kambau, Ridwan Anggriani, Sri AR, Masdiana Ardi, Muh. Ariga, Iswanto Arsyad, Muhammad Arham Askrening Asmayani Salimi Baharuddin Baharuddin Damayanti, A.Fia ELISA ALTASANI Faradillah, Dinda Fathuraahman, Teguh Fatmawati Fatmawati H, M. HASRUL Hadi Saputra Panggabean Hadriyanti, Hadriyanti Hady J , Abd. Hady J, Abd Hady, Hariani Harlim Tjodi, Harlim Hartati Hartati Hartatik, Nurani Henny Henny, Henny Imanuddin Imanuddin, Imanuddin Indra Laksana Israwati Israwati, Israwati J, Abd Hady Jamaludin M Sakung Joko Siswanto Junaidi, Abd Hady Kamil, Kamil Laubo, Naharia M.Pd S.T. S.Pd. I Gde Wawan Sudatha . Makkasau, A. Karlina Askarini Maruji, Maruji Mato, Rusni Mega Astriana Mega, Dian Asri Unga Muh. Said L Muhammad Nur Mustari, Nuraeni Mustikasari Mustikasari Nur Afni Nur Alamsyah, Nur Paukiran, Tress Pince Salempa Punarta, I Gede Agus Rahman Rahman Rahmatia, Sitti Rahmawati, Rahmawati Ramli, Zulhisham Resty Amalia Putri Retno, Suci Ananda Rosmiati Rosmiati Simunati, Simunati Soraya, A.Fatimah sostinengari, Yeni Sri Wahyuni Sudarsono, I Made Rai Sudirman Suwarni Suwarni Syaban, Alfath Satria Negara Syahrizal Abdullah Razak Syarif, Kurnia Rahma Taskawati, Saktian Teguh Fathurrahman, Teguh Wahyu Puji Nugraheni, Wahyu Puji Wahyuni, Ayusari Wiralis Wiralis