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Mursalim Mursalim
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Journal : Journal of System and Computer Engineering

 1 
Enhancing Intrusion Detection Using Random Forest and SMOTE on the NSL‑KDD Dataset Saputra, Febri Hidayat; Ilham, Ilham; Rizal, Muhammad; Wisda, Wisda; Wanita, First; Mursalim, Mursalim; Fadillah, Arif
Journal of System and Computer Engineering Vol 6 No 3 (2025): JSCE: July 2025
Publisher : Universitas Pancasakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61628/jsce.v6i3.2056

Abstract

Intrusion Detection Systems (IDS) play a crucial role in identifying suspicious activities on computer networks. However, a major challenge in developing machine learning-based IDS is the issue of class imbalance, where attacks—being minority classes—are often overlooked by classification models. This study aims to construct an intrusion detection system based on the Random Forest algorithm integrated with the Synthetic Minority Over-sampling Technique (SMOTE) to address this problem. The NSL-KDD dataset is used for evaluation, with the data split into 80% for training and 30% for testing. Experiments include Random Forest-based feature selection and performance evaluation using accuracy, precision, recall, and F1-score metrics. The results show that the Random Forest–SMOTE combination achieves an accuracy of 99.78%, precision of 99.70%, recall of 99.88%, and an F1-score of 99.79%. The confusion matrix indicates a very low rate of false positives and false negatives. Additionally, selecting the most influential features such as src_bytes and dst_bytes improves model efficiency. Thus, the integration of Random Forest and SMOTE proves to be effective in enhancing detection sensitivity toward attacks without compromising model precision. This approach offers a significant contribution to the development of adaptive, accurate, and deployable IDS in real-world network environments.
Enhancing Flood Prediction Using Hybrid LSTM-Transformer Deep Learning Approach Fadillah, Arif; Rizal H, Muhammad; Mursalim, Mursalim
Journal of System and Computer Engineering Vol 6 No 3 (2025): JSCE: July 2025
Publisher : Universitas Pancasakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61628/jsce.v6i3.2083

Abstract

Flood prediction is crucial for effective disaster management, yet it remains a complex challenge due to the nonlinear nature of meteorological processes. This study develops and evaluates a novel hybrid model that integrates Long Short-Term Memory (LSTM) networks and Transformer attention mechanisms to enhance predictive accuracy for rainfall-based flood forecasting. Using extensive Australian weather data collected from 49 stations over a decade (2007-2017), the model incorporates comprehensive feature engineering, including derived meteorological indicators, rolling statistical measures, and temporal lag features. The hybrid LSTM-Transformer architecture achieved superior precision (77.69%) and high accuracy (84.57%) compared to a Random Forest baseline model. Confusion matrix analysis illustrated the hybrid model’s strength in reducing false alarms, indicating a conservative yet highly reliable predictive performance. Feature correlation analysis revealed important relationships among temperature, humidity, pressure, and rainfall, highlighting the complexity of meteorological interactions. The findings demonstrate the effectiveness of integrating sequential and global temporal modeling for flood prediction, providing valuable guidance for operational forecasting systems and disaster preparedness strategies. This research contributes significantly to existing flood forecasting methodologies and suggests promising directions for future enhancements.
Co-Authors A. Gani, A. AA Sudharmawan, AA Abbas Abbas Abd Muis Abd. Rasyid Syamsuri Abduh, Latif Muh. Abdul Azis Abdul Muiz Amir, Abdul Muiz Abdul Waris Abubakar Idham Madani Achmad Musyahid, Achmad Achmad, Refi Riduan Adekamwa, Adekamwa Adhiyati Saira, Arfianti Adi Sucipto, Adi Adrianus, Nopli Afriansyah, Indra Agustina, Sitti AHMAD MUNIR Ahmad Salim, Ahmad Ahmad, Khairin Akhbar Akhbar Alfian Rokhmansyah Ali, Lutfi Amal, Khusna Amal, Muhammad Ihlasul Amalia, Anugerah Fitri Aman, Andryanto Amir, Andi Achdiati Amiruddin Amiruddin Andi Warisno Anggalo, Aditya Ramadan Anis, Andi Alfa Novitasari Anis, Muh. Annur, Delaina Arfah, Aryati Arianto Arianto Arif Arif Arif Fadillah Arifin, M Bahri Arista, Wisdar Artati, Artati Askar, Muhammad Ichfan Asriyana, . Astuti, J Astuti, Nurhikmah Dwi Asyrafi, Muhammad Attamimi, Muhammad Iqbal Awaliyah, Neneng Azizah Mirdin, Andi Azzah Basri Modding Basri, Andi Cahaya Laela Basri, Yusriadi Hasan Budiono, Putri Amalia Bunyamin Maftuh Butsiarah Cahyo, Didik Dwi Carmila, Selly Dwi Chadiq, Tommy Mohammad D., Dahri Dahri Dahlan, Dahri Diah Ayu Gustiningsih Dinali, Lipran Djasang, Syahida Djunaid, Syafaat Elly Warni Fajrianto, Wahyu Fidyarini, Lailly First Wanita, First Frans, Richard Fuad Fansuri Gunawan Gunawan H, Muhammad Rizal Haerani Haerani Hamzah Ahmad, Hamzah Hamzah, Muhammad Fadhil Hamzah, Muhammad Yasser Hanandita, Sisca Tiara Hanum, Irma Surayya Harfiani, Harfiani Hartina, Rini Darianti Hasanah, Chici Faradillah Hasbiyadi, Hasbiyadi hasnia, Hasnia Hasriani Muis Hermawati Hermawati, Hermawati Husain, Muhammad Zakir Bin Ibnu Khaldun Ikhsan, Ahmad Nur Ilham Ilham Iman, Imanuddin Imanuddin Imanuddin, Imanuddin Indonesia, Indonesia Indrayanti, Indrayanti Indriani, Nia Indrianto, Iin Inka Nusamuda Pratama Iqbal Iqbal iqbal salim Irani, Ade Yunita Isnaeny, Amira Izzuddin, Washif James, Ernny Jaya, Amir Juan, Ambrosius Juffrie, Muhammad Julia Julia Julianty Sidik Tjan Junaedi Muhidong Junaid, Asriani Kalangi, Hendry Kamaluddin Kamaluddin Karnay, Sudirman Kasmini, Nini Khotim, Khusnul Kumalasari, Iga Kusnendi, Faizal Shofwan Latif, Nuraida Lena, Nur M. Rusydi Ahmad, M. Rusydi Mahrus, Moh Mahsup, Mahsup Mardainis Masrum, Ari Ardiansyah Mau, Muliadi Merdekawati, Eka Misno Misno, Misno Mochaimin, Moch Rofik Muh. Jabir Muhajirin, Muhajirin Muhammad Ilyas Muhammad Luthfi MUHAMMAD RIZAL Muhibbin, Muhibbin Muhsin, Muh. Khusnun Muhsin, Muhammad Khusnun Murtadlo, Akhmad Murtafiah, Nurul Hidayati Musadiq, Ahmad Musliadi Musliadi Mutmainna, Mutmainna Muttaqin, Moch. Nurhidayatul NATALIA KRISTIANI Nenny Sri Mulyani nuradi, nuradi Nurdin Nurdin Nurfadillah Nurfadillah Nurfianti, Fifi NURINDAH NURINDAH Nurnia, Nurnia Nursuriyawati, Nursuriyawati Nursusilowati, Indah Nurwanah, Nurwanah Pala, Nurul Parewe, Andi Maulidinnawati Abdul Kadir Parhan, Parhan Perdana, Ariful Ma'ruf Permata, Desy Helma Pramukti, Andika Pratama, Ridho Pratma, Jordan Nusti Purba, Fransiska Natalia PURWANTI PURWANTI Putri, Rika Ilma Putri, Widhari Rachman, Muhammad Fathur Rafika Rafika Rahayu, Sinta Tri Rahmad Hidayat Rahmasari, Fenni Rahmatang, Rahmatang Ramadhani, Misbahul Raohun, Siti Ratnasari Ratnasari Ratnawati Ratnawati Rd, Yogie Wijaya Renaldi, Vicky Rinaldi, Muh. Rizal H, Muhammad Rizal, Muh Rodliyah, St. Roziq, Fadlu RR. Ella Evrita Hestiandari Rusmana, Memet Sabri Hasan Safruddin Edi Wibowo Sagirah, Sitti Sahrul, Sahrul Salinda, Salinda Salsabila Andini, Zhafira Samirin, Endang Tri Novianty Samiun, Samiun Saputra, Febri Hidayat Sari, Eka Dewi Lukmana Sari, Norma Atika Sasmita, Nita Selong, Abbas Serliana, Serliana Siam, Siam Sidik Tjan, Julianty Sidiq, Sultan Muhamad Siti Patimah Sitinurmala, Sitinurmala Sitisaini, Sitisaini Sitti Nur Faridah Soebahar, Halim Sonia Sonia, Sonia Su'un, Muh. Su'un, Muhammad Suartini, Suartini Sulehu, Marwa SULFIANA, SULFIANA Sulihing, Resky Nadila Sulistriani, Jenny Supratomo, Supratomo Supriatna, Mamat Suriyasti, Wahyu Suryani Wijaya, Ida Su’un, Muh. Syafira, Alda Syahrir, Sasmita Nabila Syamsiar, Syamsiar Syamsul Rijal Taiboko, Dhea Monica Tamra, Tamra Tanduklangi, Amri Tanduklangi, Amri Taufik Hidayat Taufikhidayat, Taufikhidayat Thioritz, Stevy Titis Sari Putri Tjiwanda, Antonius Agusto Useng, Daniel Usman, Ammar Fadil Veronica, Eva Wahyudi Yamin, Adam Wahyudi, R. Firdaus Wijayanti, Nani Wisda, Wisda Yassir Yassir Yaumil Fachni Tandjungbulu Yudhi Lestanata Yulia Indrawati Yulianti Yulianti Yusran Yusran Yusuf, Andi M Zainuddin, Zainuddin Zairina, Nuren Zulfahmi MD, Sarwo