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An Optimized Lightweight CNN with Randomized Hyperparameter Search for Real-Time Image-Based Malware Detection Stefanus Eko Prasetyo; Kevin Chandra Wijaya; Haeruddin
Journal of Computer Networks, Architecture and High Performance Computing Vol. 8 No. 1 (2026): Articles Research Januari 2026
Publisher : Information Technology and Science (ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/cnahpc.v8i1.7765

Abstract

While image-based malware detection using deep learning has shown promise, existing methodologies predominantly rely on computationally expensive pre-trained architectures (e.g., VGG, ResNet) that create significant bottlenecks for real-time deployment on resource-constrained gateways. This research addresses this critical gap by proposing a streamlined, lightweight custom Convolutional Neural Network (CNN) specifically optimized for real-time operation. The novelty of this work lies in the strategic integration of Randomized Search Cross-Validation (RS-CV) to automate the discovery of an optimal configuration of filters, dense units, and dropout rates, eliminating the inefficiencies and biases of manual hyperparameter tuning. The proposed method transforms binary files into 64x64 grayscale images—reducing computational input by over 90% compared to standard architectures—which are then processed by the optimized custom network. Experimental results demonstrate the scientific significance of this approach, as the model achieved a near-perfect Area Under the Curve (AUC) of 0.9996 and identified threats with an average inference time of only 12–15 milliseconds. Out of 1,068 test samples, only 10 misclassifications were recorded, proving that a mathematically optimized lightweight model can outperform heavy ensemble frameworks in both accuracy and speed. These findings provide a reproducible framework for high-speed, front-line cybersecurity systems capable of detecting obfuscated threats in live network environments.
Analisis Kualitas Pelayanan Publik dalam Perspektif Good Governance pada Mal Pelayanan Publik (MPP) Kota Kendari Sahidin, La Ode; Haeruddin; Nashar, Abdul
Arus Jurnal Sosial dan Humaniora Vol 5 No 2: Agustus (2025)
Publisher : Arden Jaya Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57250/ajsh.v5i2.1554

Abstract

Tata kelola pemerintahan yang baik telah menjadi tuntutan publik dalam pengelolaan organisasi sektor publik. Tuntutan ini didorong oleh berbagai isu seperti korupsi, kolusi, dan nepotisme (KKN), permasalahan penegakan hukum, dan rendahnya kualitas pelayanan publik. Salah satu organisasi publik yang beroperasi di Pusat Pelayanan Publik (PPP) Kendari adalah Dinas Penanaman Modal dan Pelayanan Terpadu Satu Pintu (DPMP) Provinsi Sulawesi Tenggara, yang merupakan salah satu Badan Pemerintah Daerah (BPPD) yang dibentuk berdasarkan Peraturan Daerah Nomor 13 Tahun 2016. Dinas inilah yang menjadi lokasi penelitian dengan judul "Kualitas Pelayanan Publik dalam Perspektif Tata Kelola yang Baik di Pusat Pelayanan Publik Kendari". Metode penelitian yang digunakan adalah deskriptif kualitatif, dengan teknik pengumpulan data meliputi observasi, wawancara, dan dokumentasi. Teknik analisis data yang digunakan adalah model interaktif. Temuan penelitian menunjukkan bahwa: 1. Kualitas pelayanan, yang diukur melalui dimensi-dimensi berikut: 1) Tangibles; 2) Reliability; 3) Responsiveness; 4) Assurance; dan 5) Empathy, telah terlaksana secara efektif. 2. Faktor-faktor yang memengaruhi kualitas layanan, yaitu: 1) Sumber Daya Manusia (SDM); dan 2) Sarana dan Prasarana, ditemukan memiliki dampak yang signifikan terhadap kualitas layanan. Oleh karena itu, disarankan agar kualitas layanan yang sudah baik saat ini, beserta faktor-faktor yang terbukti berpengaruh signifikan, dipertahankan dan ditingkatkan lebih lanjut, terutama di loket layanan Dinas Penanaman Modal dan Pelayanan Terpadu Satu Pintu (DPMPTSP).
SOSIALISASI PEMANFAATAN PEKARANGAN DI WILAYAH PESISIR UNTUK MENINGKATKAN KETAHANAN PANGAN DAN GIZI MASYARAKAT DESA TANJUNG BUNGA, KECAMATAN WAWOLESEA, KABUPATEN KONAWE UTARA fitriah amir; La Ode Adi Parman Rudia; Haeruddin; Rahman Hasima; Idris Saputra; Sri Wahyuni Basoka
Amaliah: Jurnal Pengabdian Kepada Masyarakat Vol 9 No 2 (2025): Amaliah Jurnal: Pengabdian kepada Masyarakat
Publisher : LPPI UMN AL WASHLIYAH

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32696/ajpkm.v9i2.5721

Abstract

Tanjung Bunga Village, located in Wawolesea District, North Konawe Regency, is one of the coastal villages endowed with abundant natural resources, both terrestrial and marine. Most of its residents work as fishermen and live in houses facing the sea. However, the use of home yards has not yet been optimized as a source of food or for improving family nutrition. Based on the identification results, two main problems were found: the low awareness of the community regarding the importance of yard utilization and the lack of knowledge about proper management techniques. To address these issues, a community service activity was carried out through a socialization program on yard utilization in coastal areas. This activity aimed to enhance the awareness and knowledge of fishing communities about the importance of productive yard management. The results showed an increase in understanding and motivation among participants to utilize their home yards as alternative food sources and as an effort to improve family nutrition. It can be concluded that the socialization program has successfully increased participants’ awareness of the importance of yard utilization to strengthen food security and community nutrition. Keywords: Coastal area, yard utilization, food security
PENGARUH KEPUASAN KERJA TERHADAP KINERJA PEGAWAI DI RS SANDI KARSA KOTA MAKASSAR Shadri Muliadi, Miftah Nurindah; Haeruddin; Yuliati
Jurnal Medicare Vol. 5 No. 1 (2026): JANUARY 2026
Publisher : Rena Cipta Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62354/jurnalmedicare.v5i1.323

Abstract

Penelitian ini bertujuan untuk menganalisis pengaruh kepuasan kerja terhadap kinerja pegawai di RS Sandi Karsa Kota Makassar. Penelitian menggunakan pendekatan kuantitatif dengan desain cross sectional. Populasi dalam penelitian ini adalah seluruh pegawai RS Sandi Karsa Kota Makassar sebanyak 70 orang, yang sekaligus dijadikan sampel penelitian dengan teknik total sampling. Pengumpulan data dilakukan menggunakan kuesioner terstruktur, sedangkan analisis data dilakukan melalui analisis univariat, bivariat, dan multivariat menggunakan uji regresi linear. Hasil penelitian menunjukkan bahwa tingkat kepuasan kerja pegawai berada pada kategori sedang, sedangkan kinerja pegawai berada pada kategori cukup hingga baik. Hasil uji statistik membuktikan bahwa kepuasan kerja berpengaruh positif dan signifikan terhadap kinerja pegawai. Temuan ini menunjukkan bahwa peningkatan kepuasan kerja berperan penting dalam meningkatkan kinerja pegawai serta kualitas pelayanan rumah sakit. Oleh karena itu, manajemen rumah sakit diharapkan dapat meningkatkan kepuasan kerja pegawai guna mendukung peningkatan mutu pelayanan kesehatan
Strategi BAZNAS dalam Memberdayakan Ekonomi Kaum Dhuafa melalui Program Zakat Produktif di Kecamatan Malili Kabupaten Luwu Timur Abdullah Fikri Adnan; Mahmuddin; Muzdalipafah Sahib; Haeruddin
Jurnal Berita Sosial Vol 10 No 2 (2025)
Publisher : Universitas Islam Negeri Alauddin Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

This study aims to explore and determine how BAZNAS’s startegy in empowering the economy of the poor through productive zakat in Malili Subsdistrict, East Luwu Regency. This study has two research questions, namely: 1) The implementation of of productive zakat programs through the economic empowerment of the poor ini Malili Subsdistrict, East Luwu Regency. 2). The impact of productive zakat programs run by BAZNAS’s in improving the economics independence of the poor in Malili Subsdistrict, East Luwu Regency. This study uses a descriptive qualitative method with an empowerment and scienftific approach. Primary data was obtained through observation, interviews with the head of BAZNAS, two BAZNAS employees, two community leaders and six undreprivuleged people who were the beneficiaries of productiv zakat, as well asdirect documentation in the field. Secondary data was obtained through literature in the form of books, journals, internet and other reading sources related to the study. The results of this study indicate that the empowerment of the poor through productive zakat is running well in accordance with its mechanism, namely the collection of zakat from muzakki. Then, the distribution and utilization of zakat to the poor as a form of productive zakat utilization program. To be targeted for BAZNAS productive zakat, mustahik can submit a proposal or BAZNAS itself can go be seen from the increase in business capital income to the increase in the economic independence of the poor. The implications of this research are: 1) the importance of increasing assistance and training for the poor, not only by providing help but also by continuing to provide skills training so that the products sold are more dominant in the line with trends and keep up with the times. 2) The importance of BAZNAS in facilitating business development networks with broader partners. 3) Expanding the target receipients of assistance, not only to poor entrepreneurs, but also to poor widows and orphans whoo may have the potential to run a business but don’t have the capital.
THE SYNCRETISM OF THE BISSU CUSTOMS OF PANGKEP, SOUTH SULAWESI WITH ISLAMIC LAW Jusalim Sammak; Haeruddin; Muh. Ilham Azis; Ahmad Muhajir
Al-Zayn: Jurnal Ilmu Sosial, Hukum & Politik Vol 4 No 2 (2026): 2026
Publisher : Yayasan pendidikan dzurriyatul Quran

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61104/alz.v4i2.5428

Abstract

This study examines the phenomenon of syncretism between Bissu customs in Pangkep Regency, South Sulawesi, and the principles of Islamic law. Bissu, as customary leaders, have spiritual, social, and cultural functions that have been passed down through generations. Their identity, which straddles both male and female (calabai), and their particular ritual practices often spark debate from an Islamic perspective. They are often marginalized or ostracized by society because they are considered to reject the inherent nature of men, even though they are actually men, but within their bodies, they possess the souls and feelings of women. This study uses a normative-empirical approach based on interviews with traditional, religious, and community leaders, as well as a literature review referring to the Quran, Hadith, and the opinions of Islamic scholars. The results of the analysis show that Bissu customs can be accepted as long as they are within the corridor of monotheism and do not contain polytheistic practices, while rituals with metaphysical spiritual nuances need to be reinterpreted according to maqāṣid al-syarī‘ah in order to maintain public welfare.
Perancangan dan Implementasi Infrastruktur Jaringan di PT Cemara Intan Shipyard Sherly Sherly; Haeruddin; Gautama Wijaya
National Conference for Community Service Project (NaCosPro) Vol. 7 No. 01 (2025): The 7th National Conference for Community Service Project 2025
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat Universitas Internasional Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37253/nacospro.v7i01.11018

Abstract

Konfigurasi yang kurang optimal untuk penggunaan dua jalur koneksi internet dari Solnet dengan bandwidth 15 Mbps (ISP1) dan 10 Mbps (ISP2) menyebabkan permasalahan pada penentuan gateway default untuk trafik jaringan. Hal ini membuat koneksi internet tidak stabil dan pengguna mengalami fluktuasi kecepatan internet. Metode PPDIOO digunakan sebagai pendekatan perancangan jaringan, yaitu Prepare, Plan, Design, Implementation, Operate, dan Optimize. Penyelesaian masalah dilakukan melalui penerapan metode PPDIOO, penambahan core router, penerapan VLAN untuk segmentasi jaringan, pengaturan rute trafik yang tepat, serta penambahan aturan firewall untuk memblokir situs. Dengan pengelompokan lalu lintas berdasarkan divisi perusahaan, lalu lintas jaringan dapat dikelola dengan lebih efektif, serta memungkinkan pengaturan prioritas lalu lintas yang sesuai dengan kebutuhan. Hasilnya adalah konektivitas internet perusahaan kini lebih stabil, andal, dan aman. Penelitian selanjutnya dapat berfokus pada pengembangan dan penerapan solusi failover internet yang lebih andal secara otomatis dengan memanfaatkan koneksi dari penyedia layanan internet (ISP) yang berbeda. Langkah ini penting untuk menciptakan redundansi infrastruktur yang nyata dan mengurangi risiko downtime akibat hanya mengandalkan satu provider.
MODEL INTERVENSI PEKERJA SOSIAL DALAM MENDUKUNG PEMBERDAYAAN DISABILITAS DI SENTRA WIRAJAYA KOTA MAKASSAR FADILLAH, FRISKA; SAID, IRWANTI; HAERUDDIN
Jurnal Washiyah Vol 7 No 2 (2026)
Publisher : Fakultas Dakwah dan Komunikasi

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

This study examines the social worker intervention model in the empowerment of persons with disabilities at Sentra Wirajaya, Makassar City. The research problem is divided into three main focuses: (1) the stages of intervention implemented by social workers in the empowerment process; (2) the supporting and inhibiting factors in the implementation of the intervention; and (3) the impact of the intervention on improving the independence and social functioning of the beneficiaries. This study employed a qualitative method with a descriptive approach. Research informants included social workers, the head of the center, and beneficiaries with disabilities. Data were gathered from primary and secondary sources through observation, in-depth interviews, and documentation, and were analyzed using data reduction, data display, and conclusion drawing to obtain a comprehensive overview of the intervention process. The results indicate that the social worker intervention model is structured systematically through the stages of assessment, planning, implementation, and evaluation. Interventions are carried out at the micro, mezzo, and macro levels through individual accompaniment, group activities, vocational skills training, as well as advocacy and social network strengthening. The model has proven effective in enhancing the capabilities, self-confidence, economic independence, and social functioning of persons with disabilities, despite facing constraints such as limited resources and social stigma. The implications of this study are expected to serve as a reference for social service institutions in developing more effective and sustainable empowerment-based intervention models. Furthermore, enhancing social worker capacity, providing adequate rehabilitation facilities, and strengthening collaboration with various stakeholders are essential to creating an inclusive, disability-friendly environment that enables persons with disabilities to live independently and participate actively in society.
GUIDED INQUIRY-BASED EARTHQUAKE MEDIA: ENHANCING SCIENCE LITERACY AND CRITICAL THINKING IN POST-LIQUEFACTION SCHOOLS Arum Maulidiyah; Unggul Wahyono; Haeruddin; Sahrul Saehana; I Komang Werdhiana
Pendas : Jurnal Ilmiah Pendidikan Dasar Vol. 11 No. 02 (2026): Volume 11 Nomor 02, Juni 2026 Published
Publisher : Program Studi Pendidikan Guru Sekolah Dasar FKIP Universitas Pasundan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23969/jp.v11i02.51721

Abstract

This study aims to analyze the effect of guided inquiry-based earthquake media on the scientific literacy and critical thinking skills of elementary school students in the Petobo liquefaction-affected area, Palu City. The low scientific literacy and disaster preparedness of students after the 2018 earthquake became the basis of this study. The method used was a quasi-experimental with a Non-Equivalent Control Group design, involving 53 sixth grade students. The experimental group implemented guided inquiry learning through the creation of a simple seismograph, while the control group used conventional learning. The results showed an increase in scientific literacy and critical thinking in the experimental group was higher than the control group, with a significant difference based on statistical tests and learning effectiveness that was classified as moderate to high. It was concluded that guided inquiry-based earthquake media was more effective in improving scientific literacy and critical thinking skills of students in disaster-affected areas.
Co-Authors A. Rizki Amelia AA Sudharmawan, AA Abdul Nashar Abdul Rahman Abdullah Fikri Adnan Abraham Agus Riyadi Ahmad Arief Ahmad Muhajir Ahmad, Mirna Ahri, Reza Aril Aigistina, Aigistina AKHMAD Akhyar, Ramaulvi Muhammad Alexsandro Alfina Baharuddin Alkamalia, Wa Ode Alma Amelia, Andi Rizki Amir, Fitriah Amir, Haeril Andi Darmawansyah Andi Muh. Taqiyuddin BN Andi Multazam Andi Nurlinda Andi Rizki Amelia Andi Rustandi Andi Surahman Batara Andi Tenri Agung Andira Nurqalbi Anggraini Ryzky Diah Anin, Tince Yunarwati Annisa Aqilah Nurulwaqhia Arif Rahman Arifin, Nurbaeti Aripradono, Heru Wijayanto Arni Rizqiani Rusydi Arum Maulidiyah Asriati Auliasari, Putrysuci AYU LESTARI Azainil Azainil Bariun , La Ode Baso, Budiman Besse Wahyuni Chairun Annisa Aryanti Darmansyah Darsikin Dayu Triana Paramita Deswalita, Aisyah Fitri Devi Dwi Pebriani Dewi Rizki Ramadhaningrum Dhea Maharani Eka Apriyanti Ella Andayanie Elvis Eril, Eril Fachrin, Suharni a. FADILLAH, FRISKA Fadly Fajrin, Kurniawati Fatmawati Fatmawati Fitri Suci Rahmadani Fitriah Amir Fratiwi, A. Fira Friska Amelia Arale Gautama Gautama Wijaya Gunawan Gunawan, Inra Hamini Hamzah, Wardiah Hardianto, Ulvab Harpiana Rahman Hartia Ningsih, Sri Mutmainna Haryaka, Usfandi Hasaruddin Hidayani, Sri Husnul Hotimah Husnul Hotimah, Husnul I Komang Werdhiana Ibrahim Ibrahim Ahmad Ibrahim Ahmad Ibrahim Baso, Andi Hadi Ibrahim Ibrahim Idhar Darlis Idris Saputra Idris, Fairus Prihatin Idris, Musfira Ielda Paramita Ika Fatmawati S Ikhram Hardi S Iqbal AR Iru, Wa Ode Sarmine Irwanti Said Irwanti Said Jamali, Hisnol Jumiyati, Sri Juraid Abdul Latief Jusalim Sammak Juweni Kevin Chandra Wijaya Kukuh Prakoso, Kukuh Kurnia Cantra Kurniawati Fajrin La Harimu La Harimu La Ode Adi Parman Rudia Laili Komariyah, Laili Levia, Yayang Liskha Ayuningrum Madinatul Munawwara Mahmuddin Mahmuddin Mandasari, Eka Cahyana Maria Yosephine Simbolon Mariati Masriadi Mirna Ahmad Muh. Ilham Azis Muh. Multazam Muhammad Anshar MUhammad Dakhri Muhammad Ikhtiar Muhammad Ramli Muhammad Taufik Mulyana, Wa Ode MUNIRA Muzdalipafah Sahib Nada Shofa Najwa, Siti Halimah Nashar , Abdul Nashar, Abdul Nawir, Burhanuddin Nihan Kristiyani Nimatul Mamuriyah Noorbaya Siti Nur Aziza Ramadani Nur Helminah Nurbaety Nurfadillah Nurfardiansyah Burhanuddin Nurgahayu Nurhidayat Muhammad Said Nurhikma Nurjannah Nurlansi Nurmiati Muchlis Paridah Pebriani, Devi Dwi Pertiwi Desi Prasetyo, Stefanus Eko Putri Samri Qhumairah, Alvira Rahman Hasima Rahmatullah Rahmi Rahmi Rasyidin Abdullah Ratnaningtiyas, Deltha Wati Isti Reza Aril Ahri Richard Riky Ristanto Gari Sabariman Sabariman Sahib, Muzdalipah Sahidin, La Ode Sahrul Saehana Sakka, Abdul Rahman Salijah, Erni Samsidar Jamaluddin Samsualam, Samsualam Septiyanti Shadri Muliadi, Miftah Nurindah Sherly Sherly Siti Nurjannah Sitti Fatimah Sitti Halijah Sitti Patimah Sri Wahyuni Basoka St. Jawiah Sudarman, Dirman Sudirman Syahrir, Romeo Syaiful Bachri Taufik Tahir Theodora, Novieta Christina Toding, Sukanto Unggul Wahyono WA ODE ASRI YANTI Wa Ode Mulyana Wa Ode Samine Iru Wahyuni, Andi Indri Widyatmike Gede Mulawarman WINDA Yahya, Masrur Yulianto, Andik Yuliati Yuliaty Yunita, Elisa Yusuf, Rezky Aulia