Botnets are a serious cyberattack threat that infects computer networks controlled by botmasters to carry out malicious activities. Various types of botnets have emerged over the years, posing a significant threat to cybersecurity. These botnets' malicious activities vary from executing instruction-based attacks such as DDoS attacks, flooding, and spamming. This study used the CICIoT2023 datase…
Accurate forecasting of import values is crucial for effective economic planning and policy-making in emerging economies like Indonesia. This study evaluates the performance of three prominent Machine Learning (ML) models—Support Vector Regression (SVR), Random Forest, and Decision Tree—for forecasting Indonesian goods and services imports. Utilising historical macroeconomic time series dat…
This research develops an Intrusion Detection System (IDS) based on Snort, optimized using parallel computing with the Message Passing Interface (MPI). The system is built with an architecture consisting of one master and two workers running Snort in parallel to detect ICMP traffic. Detection logs are collected through a shared folder and monitored by the master using a Python script, which als…
Accurate prediction of Gross Domestic Product (GDP) growth is essential for guiding effective economic policymaking in Indonesia. This study proposes a hybrid forecasting approach that integrates fuzzy logic and machine learning to improve the accuracy of GDP growth prediction. Using annual macroeconomic data from 1970 to 2023, we developed 19 input features, combining numerical indicators with…
Every business entity has goals to be achieved. Therefore, employees who are cooperative and of good quality are needed. By conducting employee performance appraisals, business entities can find out the performance appraisal of each employee. Business entities evaluate employee performance by carrying out employee assessments with criteria for attendance, delay, technical, and non-technical cal…
Katamaran merupakan salah satu bentuk lambung kapal dimana terdiri dari dua buah lambung kapal yang bertujuan untuk mendapatkan kapal yang memiliki stabilitas ruang yang luas, namun hanya memerlukan daya mesin yang kecil. Sistem navigasi pada robot kapal katamaran ini adalah dengan menggunakan metode fuzzy logic sugeno dengan tiga daerah input yaitu daerah kiri, daerah tengah dan daerah kanan. …
Fuzzy Logic merupakan suatu sistem kendali yang berdasarkan pada basis pengetahuan manusia didalam melakukan kendali terhadap suatu proses. Kendali fuzzy logic bekerja berdasarkan aturan linguistik yang dibuat mirip dengan seorang operator ahli dalam melakukan proses kendali. Di dalam kendali fuzzy logic terdapat proses himpunan fuzzy yaitu fuzzifikasi, basis aturan, mekanisme aturan, dan defuz…