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All Journal SITEKNIK: Sistem Informasi, Teknik dan Teknologi Terapan NJCOM: Community Service Journal
Cindy Muhdiantini
Telkom University, Indonesia
Religion Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Environmental Science Social Sciences Other

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From Technical Security to Human Awareness: A Bibliometric Review of Cybersecurity Education Research Cindy Muhdiantini; Mega Fitri Yani; Istifa Shania Putri
SITEKNIK: Sistem Informasi, Teknik dan Teknologi Terapan Vol. 3 No. 2 (2026): April
Publisher : RAM PUBLISHER

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/zenodo.19897820

Abstract

The rapid advancement of information technology has increased cybersecurity threats, emphasizing the importance of education in building security awareness and human-centered defense capabilities. As research on cybersecurity education continues to grow, a systematic understanding of its research trends and thematic evolution is required. This study analyzes global research trends in cybersecurity education using a bibliometric approach. A total of 189 Scopus-indexed publications from 2020 to 2026 were analyzed using the bibliometrix R package and the Biblioshiny interface. The analysis examines annual publication growth, dominant keywords, evolving research topics, and geographical research contributions. The results indicate a steady increase in scientific production, confirming cybersecurity education as an expanding research domain. While technical topics such as network and data security remain prominent, recent research shows a clear shift toward education, training, and security awareness, highlighting the growing importance of human factors in cybersecurity. In addition, the findings reveal an imbalance in global research contributions and relatively limited international collaboration. This study provides a concise overview of the development and structure of cybersecurity education research and offers insights to support future studies, curriculum development, and policy formulation.
Fine-Tuning Panoptic FPN with ResNet-50 for Maritime Obstacle Detection on the LaRS Dataset Istifa Shania Putri; Sugih Ahmad Fauzan; Mega Fitri Yani; Cindy Muhdiantini
SITEKNIK: Sistem Informasi, Teknik dan Teknologi Terapan Vol. 3 No. 3 (2026): July
Publisher : RAM PUBLISHER

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/zenodo.20768168

Abstract

Maritime obstacle detection is a critical challenge for Unmanned Surface Vehicles (USVs) operating in complex and dynamic environments. This study investigates the effectiveness of fine-tuning Panoptic FPN, a Mask R-CNN-based architecture augmented with Feature Pyramid Networks, for panoptic segmentation on the LaRS (Lake, River, Seas) dataset. Unlike prior work that explored model comparisons broadly, this research focuses specifically on the impact of hyperparameter tuning and backbone selection on maritime panoptic segmentation performance. Through systematic ablation studies, we demonstrate that adjusting the learning rate to 0.002 and the gamma decay factor to 0.2 yields significant improvements. Our fine-tuned Panoptic FPN with a ResNet-50 backbone achieves a Panoptic Quality (PQ) of 45.31%, surpassing the previous state-of-the-art Mask2Former Swin-B (41.7%) by 3.61 percentage points. Notably, ResNet-50 outperforms the deeper ResNet-101 backbone (36.47% PQ), suggesting that heavier architectures may overfit on domain-specific maritime datasets. Furthermore, Panoptic FPN requires only 8 hours of training compared to approximately 2 days for Mask2Former Swin-L, demonstrating superior computational efficiency. These findings highlight that targeted fine-tuning of lightweight architectures can outperform larger transformer-based models in maritime panoptic segmentation tasks.
Community Empowerment of MSMEs through Business Model Canvas Training and the Utilization of Digital Technology in Business Development Siti Hajar Komariah; Ananda Risya Triani; Cindy Muhdiantini; Mega Fitri Yani
NJCOM: Community Service Journal Vol. 2 No. 2 (2026): JULY
Publisher : RAM PUBLISHER

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/zenodo.21629347

Abstract

Micro, Small, and Medium Enterprises (MSMEs) play an important role in supporting community economic growth. However, many MSME actors still face challenges in business management, business model development, and the use of digital technology. This community service program aims to improve MSME capacity through training and mentoring on the Business Model Canvas (BMC), entrepreneurship, and digital marketing strategies. The program was conducted with Wahana Bina Insani in Bandung Regency using a participatory approach, including needs identification, training, hands-on practice, and evaluation. The materials covered business model concepts, the nine elements of BMC, branding, social media use, and digital content creation. Participants practiced developing their own business models based on their enterprises. The results showed improved understanding of structured business planning, customer segmentation, value creation, and digital marketing utilization. This program is expected to enhance MSME adaptability and competitiveness in the digital economy era.
Community-Based Flood Monitoring and Mitigation Education through the Implementation of Biopore Systems in Cangkuang Kulon Village Rd. Rohmat Saedudin; Cindy Muhdiantini; Mega Fitri Yani
NJCOM: Community Service Journal Vol. 2 No. 2 (2026): JULY
Publisher : RAM PUBLISHER

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/zenodo.21629704

Abstract

Floods are among the most common hydrometeorological disasters in Indonesia and have significant impacts on the social and economic well-being of communities. Cangkuang Kulon Village, Bandung Regency, is one of the areas vulnerable to flooding, highlighting the need to strengthen community capacity in disaster mitigation. This community service program aimed to enhance public understanding of community-based flood monitoring and mitigation through the implementation of biopore systems and the provision of supporting facilities. The activity involved village officials and local community members. The implementation methods included educational sessions, interactive discussions, and the handover of biopore construction equipment. The results indicated an improvement in community understanding of environmental monitoring, the application of biopore systems as a flood mitigation measure, and the importance of community participation in building sustainable disaster preparedness.
Co-Authors Ananda Risya Triani Ati Maryati Farid Munadhil Ibnu Zulkarnain Ilham Auliya Rahman Istifa Shania Putri Mega Fitri Yani Muhammad Dwi Hary Sandy Rd. Rohmat Saedudin Richard Tryas Sembiring Siti Hajar Komariah Sugih Ahmad Fauzan Syifa Nur Aini