Abstract:The seminar titled Visual Discourse in Marketing UMKM Products held in Sukajadi Village, Lemahsugih District, aimed to enhance local entrepreneurs’ understanding of visual communication strategies in product marketing. This…
This initiative responded to the limited use of visual elements such as packaging design, symbols, and graphic narratives that reflect local identity and influence consumer perception. Through a participatory approach, participants were introduced to the basics of visual discourse, practiced culturally rooted design techniques, and simulated digital promotional content. Monitoring was conducted through direct observation and feedback, while evaluation involved pre-tests, post-tests, and analysis of participants’ design outputs. Results showed a significant improvement in visual literacy and readiness to redesign product packaging more effectively. The seminar laid a foundation for building a creative and context-sensitive UMKM ecosystem, where visual elements serve as key tools to strengthen product identity, cultural relevance, and market competitiveness.
Abstract:This research evaluates the performance of coastal safety structures in mitigating wave runoff through laboratory-scale simulations. Pancana Beach in Barru Regency, South Sulawesi, was selected as the research site due to…
o its vulnerability to wave-induced beach damage. To simulate wave conditions, a wave generator was designed using a 12-volt DC motor integrated into an acrylic wave bath. This research analyses the effectiveness of three types of coastal safety structures: reflectors, sea walls and sloping sea walls. Laboratory experiments measured the wave overflow volume for each type of structure under controlled conditions. The results showed that reflector-type structures achieved the highest efficiency in mitigating wave overtopping, with an average minimum overtopping value of 0.006 m³/ms. The findings emphasise the importance of selecting and designing appropriate coastal protection measures to minimise coastal erosion, protect coastal infrastructure and reduce risks to surrounding settlements. This study contributes valuable insights into the role of engineered structures in enhancing coastal resilience, especially for areas vulnerable to high wave energy.
Abstract:The problem discovered during interviews conducted between the principal, deputy principal, and lecturers at the Shanti Bhuana Institute was that when the SMPN 1 Teriak school was searched on the internet, no complete identity…
entity regarding the school was found, for example history, vision and mission, school excellence and school activities. both academic and non-academic. Based on the problem identification carried out at SMPN 1 Teriak school through interviews and observation methods, the principal hopes that there will be a website that the school can use as a medium for information and promotion. The solution offered by the Shanti Bhuana Institute lecturer was to develop a web profile for the SMPN 1 Teriak school, Bengkayang Regency using WordPress. The school's web profile was designed and developed by lecturers at the Shanti Bhuana Institute. The design and development of the web profile has been socialized and simulated to the school. This web profile can be used by schools to provide interesting content in the form of news about school activities, videos of school activities, and photo galleries of school activities. There are many things that the school can share through its web profile so that SMPN 1 Teriak, Bengkayang Regency can become better known to the public and can become a developing school with advantages that can be enjoyed by both teachers and pupils.
Keywords: Community Service; Web Profile; WordPress; SMPN 1 Teriak; Bengkayang Regency
Abstrak: Permasalahan yang ditemukan selama wawancara yang dilakukan antara kepala sekolah, wakil kepala sekolah, bersama dosen Institut Shanti Bhuana adalah ketika sekolah SMPN 1 Teriak dicari di internet tidak ditemukan identitas yang lengkap terkait sekolah, misalnya seperti sejarah, visi misi, keunggulan sekolah, dan kegiatan sekolah baik akademik maupun non akademik. Berdasarkan identifikasi masalah yang dilakukan pada sekolah SMPN 1 Teriak melalui metode wawancara dan observasi, kepala sekolah mengharapkan adanya suatu website yang dapat digunakan sekolah sebagai media informasi dan promosi. Solusi yang ditawarkan oleh dosen Institut Shanti Bhuana adalah memgembangkan web profile untuk sekolah SMPN 1 Teriak Kabupaten Bengkayang menggunakan Wordpress. Web profile sekolah dirancang dan dikembangkan oleh pihak dosen Institut Shanti Bhuana. Perancangan dan pengembangan web profile tersebut telah disosialisasikan dan disimulasikan kepada pihak sekolah. Web profile ini dapat dimanfaatkan oleh pihak sekolah untuk memberikan konten yang menarik berupa berita kegiatan sekolah, video kegiatan sekolah, dan galeri foto kegiatan sekolah. Banyak hal yang dapat pihak sekolah share melalui web profile sehingga SMPN 1 Teriak Kabupaten Bengkayang dapat semakin dikenal oleh masyarakat dan dapat menjadi sekolah yang berkembang dengan keunggulan yang dapat dinikmati oleh guru maupun siswa/siswa.
Kata kunci: Pengabdian Kepada Masyarakat; Web Profile; Wordpress; SMPN 1 Teriak; Kabupaten Bengkayang.
Abstract:Abstract: The gap between the role of treasurer and financial affairs with competence becomes an obstacle in the accountability process for using village finance. Increasing the capacity of village officials in the village…
ge financial management and administration is the goal of implementing community service programs in the village government of Ciburial, Mandala Mekar, and Mekarsaluyu Kab. Bandung, West Java Province. The treasurer and village finance department will be provided with assistance on village financial administration and management. The implementation of this program uses the mentoring method for the treasurer and the village finance department in each community service partner. This activity will provide a conceptual and technical understanding of the administration and management of village assets. Furthermore, the treasurers and the finance department will be asked to simulate the preparation of the accountability report. To provide better results in implementing this program, we, together with the team, will provide assistance and training related to managing and administering village assets. This activity program will make it easier for asset managers to prepare village accountability reports following applicable regulations.
Keywords: mentoring; village assets; village government
Abstrak: Kesenjangan antara peran sebagai bendahara dan urusan keuangan dengan kompetensi menjadi kendala dalam proses pertanggungjawaban penggunaan keuangan desa. Peningkatan kapasitas perangkat desa dalam bidang pengelolaan dan penatausahaan keuangan desa merupakan tujuan dalam pelaksanaan program pengabdian kepada masyarakat di pemerintah desa Ciburial, Mandala Mekar dan Mekarsaluyu Kab. Bandung Propinsi Jawa Barat. Bendahara dan Bagian keuangan desa yang akan diberikan pendampingan tentang penatausahaan dan pengelolaan keuangan desa. Pelaksanaan program ini dengan menggunakan metode pendampingan bagi bendahara dan bagian keuangan desa di masing masing mitra pengabdian masyarakat. Kegiatan ini akan memberikan pemahaman konsep dan teknis tentang penatausahaan dan pengelolaan aset desa. Selanjutnya para bendahara dan bagian keuangan akan diminta untuk menjalankan simulasi penyusunan laporan pertanggungjawaban. Untuk memberikan hasil yang lebih baik dalam pelaksanaan program ini kami bersama dengan tim akan memberikan pendampingan dan pelatihan berkaitan dengan pengelolaan dan penatausahaan aset desa. Program kegiatan ini akan lebih memudahkan bagi pengelola aset menyusun laporan pertanggungjawaban desa sesuai dengan aturan berlaku.
Kata kunci : aset desa; pemerintah desa; pendampingan.
Abstract:Abstract: Student graduation is an urgent matter that is an indicator of the success of a university in producing its learning output. Several factors influence student graduation such as GPA, attendance, late taking credits,…
dits, and lack of student involvement in academic activities. The urgency of this research, universities need a method that is able to predict student graduation early so that it can provide academic intervention to students who have the potential to experience delays or fail to graduate. However, limited access to real academic data is often an obstacle in the development of predictive models, Therefore, this study aims to implement the XGBoost algorithm to predict student graduation based on several academic variables, namely the Cumulative Grade Point Average (GPA), the number of credits taken, the percentage of attendance, and the average grade of students. Model training using the XGBoost algorithm using a simulation dataset of 500 students who are labeled as graduating into two classes, namely passed and failed. The results of the study showed that the classification performance was very good with an accuracy value of 99.6%, Precision 99.7%, recall 99.4%.
Keywords: xgboost algorithm; data mining; student graduation
Abstrak: Kelulusan mahasiswa merupakan hal urgensi yang menjadi indikator keberhasilan sebuah perguruan tinggi dalam menghasilkan output pembelajarannya. Beberapa Faktor yang mempengaruhi kelulusan mahasiswa seperti IPK, kehadiran, keterlambatan pengambilan SKS, serta kurangnya keterlibatan mahasiswa dalam aktifitas akademik. Yang menjadi urgensi penelitian ini, Perguruan tinggi memerlukan suatu metode yang mampu memprediksi kelulusan mahasiswa secara dini sehingga dapat memberikan intervensi akademik kepada mahasiswa yang berpotensi mengalami keterlambatan atau tidak lulus. Namun, keterbatasan akses terhadap data akademik riil sering menjadi kendala dalam pengembangan model prediksi, Oleh karena itu, penelitian ini bertujuan mengimplementasikan algoritma XGBoost untuk memprediksi kelulusan mahasiswa berdasarkan beberapa variabel akademik, yaitu Indeks Prestasi Kumulatif (IPK), jumlah SKS yang ditempuh, persentase kehadiran, dan nilai rata-rata mahasiswa. Pelatihan model menggunakan algoritma XGBoost dengan menggunakan dataset simulasi 500 mahasiswa yang diberi label kelulusan menjadi dua kelas yaitu lulus dan tidak lulus. Hasil penelitian menunjukan bahwa performance klasifikasi yang sangat baik dengan nilai accurasi sebesar 99,6%, Precision 99,7%, recall 99,4%.
Kata kunci: algoritma xgbosst; kelulusan mahasiswa; penambangan data
Abstract:Abstract: The rapid growth of the cosmetics industry on e-commerce platforms has intensified competition, creating a critical need for effective, data-driven marketing strategies. This study aims to conduct a comparative…
analysis of machine learning algorithms to predict the sales categories (High, Medium, Low) of cosmetic products on the Tokopedia marketplace. Four classification models; Random Forest, XGBoost, Logistic Regression, and Naive Bayes were trained and evaluated on data collected via web scraping. The methodology incorporates the Synthetic Minority Over-sampling Technique (SMOTE) to address significant class imbalance and GridSearchCV for hyperparameter optimization to ensure a fair and robust comparison. The experimental results conclusively show that the Random Forest model achieved the best performance, yielding the highest F1-Score Macro Average of 0.75 and an accuracy of 85.3%. The superior model was subsequently implemented in a simple recommendation system to simulate optimal discount strategies, demonstrating its practical utility in providing actionable insights for business decisions.
Keywords: classification; comparative analysis; machine learning; sales prediction; SMOTE
Abstrak: Pertumbuhan pesat industri kosmetik pada platform e-commerce telah membuat persaingan ketat, sehingga menciptakan kebutuhan krusial akan strategi pemasaran yang efektif dan berbasis data. Penelitian ini bertujuan untuk melakukan analisis komparatif terhadap algoritma machine learning untuk memprediksi kategori penjualan (Tinggi, Sedang, Rendah) produk kosmetik di marketplace Tokopedia. Empat model klasifikasi, yaitu Random Forest, XGBoost, Regresi Logistik, dan Naive Bayes, dilatih dan dievaluasi menggunakan data yang dikumpulkan melalui web scraping. Metodologi penelitian ini menerapkan Synthetic Minority Over-sampling Technique (SMOTE) untuk mengatasi ketidakseimbangan kelas yang signifikan dan GridSearchCV untuk optimisasi hyperparameter guna memastikan perbandingan yang adil. Hasil eksperimen menunjukkan bahwa model Random Forest mencapai performa terbaik, dengan menghasilkan F1-Score Macro Average tertinggi sebesar 0,75 dan akurasi 85,3%. Model unggul ini kemudian diimplementasikan dalam sebuah sistem rekomendasi sederhana untuk menyimulasikan strategi diskon yang optimal, yang menunjukkan kegunaan praktisnya dalam memberikan wawasan yang dapat ditindaklanjuti untuk pengambilan keputusan bisnis.
Kata kunci: analisis komparatif; klasifikasi; machine learning; prediksi penjualan; SMOTE
Abstract:Abstract: In the era of sensitive health data and frequent cyberattacks, securing electronic medical records (EMR) has become a critical challenge. This study proposes a hybrid encryption framework combining Affine and AES…
ES algorithms with an AI-based key management module to enhance EMR security while maintaining efficiency. A dataset of 1,000 simulated records was evaluated using five cryptographic configurations: Affine-only, AES-only, RSA-only, Affine–AES, and Affine–AES with AI. Performance was measured through encryption/decryption latency and ciphertext size, while security was assessed under brute-force, SQL injection, and phishing simulations. The AI decision tree for key generation was evaluated using accuracy, precision, recall, F1-score, and entropy metrics. Results show that the AI-enhanced hybrid method eliminates brute-force success, introduces only minor latency overhead, and generates high-entropy keys with reliability above 98%. These findings indicate that integrating AI-based dynamic key regeneration into hybrid encryption can improve EMR security while remaining practical for clinical and cloud-based healthcare systems. Future work should involve real clinical datasets and explore post-quantum cryptographic extensions.
Keywords: AI key management; attack resistance; encryption performance; electronic medical records; hybrid encryption
Abstrak: Di era meningkatnya sensitivitas data kesehatan dan maraknya serangan siber, perlindungan Rekam Medis Elektronik (RME) menjadi tantangan penting. Penelitian ini mengusulkan kerangka enkripsi hibrida yang menggabungkan algoritma Affine dan AES dengan modul manajemen kunci berbasis AI untuk meningkatkan keamanan RME tanpa mengorbankan efisiensi. Dataset simulasi berisi 1.000 entri diuji menggunakan lima konfigurasi kriptografi: Affine-only, AES-only, RSA-only, Affine–AES, serta Affine–AES dengan AI. Performa diukur melalui latensi enkripsi/dekripsi dan ukuran ciphertext, sedangkan keamanan dievaluasi melalui simulasi serangan brute force, SQL injection, dan phishing. Model decision tree untuk manajemen kunci dinilai menggunakan metrik akurasi, presisi, recall, F1-score, dan entropi. Hasil menunjukkan bahwa metode hibrida dengan AI menghilangkan keberhasilan brute force, menambah overhead latensi yang minimal, serta menghasilkan kunci berentropi tinggi dengan reliabilitas di atas 98%. Temuan ini menunjukkan bahwa regenerasi kunci dinamis berbasis AI dalam skema enkripsi hibrida dapat meningkatkan keamanan RME sekaligus tetap praktis untuk sistem klinis dan layanan kesehatan berbasis cloud. Penelitian selanjutnya disarankan menggunakan dataset klinis nyata dan mengeksplorasi kriptografi pascakuantum.
Kata kunci: enkripsi hibrida; ketahanan serangan; kinerja enkripsi; manajemen kunci berbasis AI; rekam medis elektronik
Abstract:Abstract: The development of Internet of Things (IoT) technology has significantly impacted life, particularly in creating more efficient and secure smart homes. Smart homes integrate various electronic devices to enhance…
e comfort and energy efficiency. However, cost, integration complexity, and security issues remain. This study will simulate an IoT-based smart home system to analyse and evaluate device performance before real-world implementation. The simulation method involves testing connectivity and evaluating delay and packet loss using the ping method on each device. Results show the highest delay on CCTV devices at 41.8 ms and the lowest on motion detector 2 at 32.8 ms, with 0% packet loss. According to TIPHON standards, the network is rated excellent with an index of 4. The designed smart home system demonstrates optimal performance and is feasible for implementation but requires further development in configuration using AI and machine learning technologies.
Keywords: internet of things; simulation; smart home; testing
Abstrak: Perkembangan teknologi Internet of Things (IoT) telah membawa perubahan signifikan dalam kehidupan, terutama dalam pengembangan rumah pintar (smart home) yang lebih efisien dan aman. Smart home mengintegrasikan berbagai perangkat elektronik untuk meningkatkan kenyamanan dan efisiensi energi. Meskipun demikian, tantangan seperti biaya, kompleksitas integrasi, dan isu keamanan masih ada. Penelitian ini bertujuan untuk mensimulasikan sistem smart home berbasis IoT guna menganalisis dan mengevaluasi kinerja perangkat sebelum implementasi nyata. Metode simulasi yang digunakan melibatkan pengujian konektivitas dan evaluasi delay serta packet loss dengan metode ping pada setiap perangkat. Hasil menunjukkan delay tertinggi pada perangkat CCTV sebesar 41.8 ms dan terendah pada motion detector 2 sebesar 32.8 ms, dengan packet loss 0%. Berdasarkan standar TIPHON, jaringan dinilai sangat baik dengan indeks 4. Sistem smart home yang dirancang menunjukkan kinerja optimal dan layak diimplementasikan, namun masih memerlukan pengembangan lebih lanjut dalam konfigurasi menggunakan teknologi AI dan machine learning.
Keywords: internet of things; pengujian; simulasi; smart home
Abstract:Abstract: Pasuruan is a well-known area for producing furniture products in East Java. The furniture commodity industry is widely spread in this city. This industry is also one of the top products. To boost market interest…
st in the furniture industry in Pasuruan City, which has been affected by the COVID-19 pandemic, and a geographic information system has not yet been developed in an effort to develop the furniture industry, research has been carried out on a web-based geographic information system (WebGIS) mapping the furniture industry in Pasuruan City using Leaflets and OpenStreetMap. The developed furniture industry WebGIS application takes advantage of the open source and dynamic advantages of Leflet and OpenStreetMap technologies which have provided very decent results on several GIS web-based application systems. In the testing phase with the Blackbox method, the WebGIS application for the furniture industry in Pasuruan City functionally has run well on desktop devices and also run well on simulated mobile devices. Testing was carried out on several types of browsers like Google Chrome and Microsoft Edge. This WebGIS application has been able to map the furniture industry in Pasuruan City so that the distribution of economic activity actors, especially the furniture industry, can be seen throughout the city and each sub-district. It can provide detailed information on furniture industry players in Pasuruan.
Keywords: framework; leaflet; mapping; openstreetmap; webgis
Abstrak: Pasuruan merupakan salah satu daerah yang terkenal sebagai penghasil produk mebel di Jawa Timur. Industri komoditas mebel tersebar cukup banyak di kota ini. Industri ini juga merupakan salah satu produk unggulan. Guna mendongkrak minat pasar akan industri mebel kota Pasuruan yang terimbas pandemi COVID-19, dan belum dikembangkannya suatu sistem informasi geografis sebagai upaya pengembangan industri mebel maka dilaksanakan penelitian tentang sistem informasi geografis berbasis web (WebGIS) pemetaan industri mebel kota Pasuruan menggunakan Leaflet dan OpenStreetMap. Aplikasi WebGIS industri mebel yang dikembangkan memanfaatkan kelebihan teknologi Leflet dan OpenStreetMap yang bersifat open source dan dinamis yang telah memberikan hasil yang sangat layak pada beberapa sistem aplikasi berbasis WebGIS. Pada tahap pengujian dengan metode Blackbox, aplikasi WebGIS industri mebel kota Pasuruan secara fungsional telah dapat berjalan dengan baik pada perangkat dekstop dan juga berhasil berjalan dengan baik pada simulated mobile device. Pengujian dilakukan pada beberapa macam browser seperti Google Chrome dan Microsoft Edge. Aplikasi WebGIS ini telah dapat memetakan industri mebel kota Pasuruan, sehingga dapat diketahui sebaran pelaku kegiatan ekonomi khususnya industri mebel, baik seluruh kota maupun tiap-tiap kecamatan, serta dapat memberikan detail informasi pelaku industri mebel di kota Pasuruan.
Kata kunci: framework; leaflet; openstreetmap; pemetaan; webgis
Abstract:Abstract: Medan Aviation Polytechnic is one of the campuses under the ministry of transportation which has a major in telecommunication and air navigation engineering in Indonesia. Based on field surveys, an Analog to Digital…
gital Converter (ADC) practicum kit is needed to improve the ability of cadets. Based on this background, this study aims to design and simulate two ADC circuits, each of which is compiled by the integrated circuit (IC) ADC0804 and IC ADC0809 respectively. Three statistical formulas, namely mean error (ME), standard deviation error (SDE), and root mean square error (RMSE) are used to measure the performance of the two ADC circuits. Both ADC circuits are simulated using a Proteus 8.11 Simulator with 255 analog input voltages. Based on the result of the study, it is known that the ADC circuit compiled by IC ADC0809 is more accurate than the ADC circuit compiled by IC ADC0804. This is evidenced by a smaller error value, which is based on the simulation results of the ME, SDE, and RMSE values were 0.4210, 0.3410, and 0.5110, respectively. And, based on the measurement results, it has ME, SDE, RMSE respectively, namely 0.8510, 0.8110, and 0.9310.
Keywords: ADC; Proteus 8.11 Simulator; IC ADC0804; IC ADC0809; ME; SDE; RMSE
Abstrak: Politeknik Penerbangan Medan adalah salah satu kampus di bawah Kementerian Perhubungan yang memiliki jurusan teknik telekomunikasi dan navigasi udara di Indonesia. Berdasarkan survei di lapangan, kit praktikum konverter analog ke digital diperlukan untuk meningkatkan kemampuat taruna. Berdasarkan latar belakang tersebut, penelitian ini bertujuan merancang dan mensimulasi dua rangkaian ADC yang masing-masing disusun oleh IC ADC0804 dan IC ADC0809. Tiga formula statistik, yaitu mean error (ME), standard deviation error (SDE), and root mean square error (RMSE) digunakan untuk mengukur kinerja kedua rangkaian ADC tersebut. Kedua rangkaian ADC tersebut disimulasi menggunakan Simulator Proteus 8.11 dengan 255 tegangan masukan analog. Berdasarkan hasil penelitian diketahui bahwa rangkaian ADC yang disusun oleh IC ADC0809 lebih akurat dibandingkan dengan rangkaian ADC yang disusun oleh IC ADC0804. Hal tersebut dibuktikan dengan nilai kesalahan yang lebih kecil, yaitu berdasarkan hasil simulasi memiliki ME, SDE, RMSE masing-masing adalah 0,4210, 0,3410 dan 0,5110. Dan berdasarkan hasil pengukuran memiliki ME, SDE, dan RMSE masing-masing adalah 0,8510, 0,8110, dan 0,9310.
Kata kunci: ADC; Simulator Proteus 8.11; IC ADC0804; IC ADC0809; ME; SDE; RMSE