ANDERSON, JACKY and Sukemi, Sukemi and Oklilas, Ahmad Fali (2025) IMPLEMENTASI DECISION TREE DENGAN BAYESIAN OPTIMIZATION UNTUK MENDETEKSI KEMACETAN DAN REKOMENDASI RUTE ALTERNATIF MENGGUNAKAN ANT COLONY OPTIMIZATION. Undergraduate thesis, Sriwijaya University.
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Abstract
Traffic congestion is a serious issue that requires data-driven solutions and intelligent technologies. This study proposes a congestion detection system and alternative route recommendation based on a combination of Decision Tree (DT) algorithms optimized using Bayesian Optimization (BO) for classifying traffic conditions, and Ant Colony Optimization (ACO) for determining optimal routes. Input data is obtained from CCTV cameras and processed using YOLOv11 as a vehicle detector. The methodology includes vehicle object detection, traffic density extraction, traffic condition classification (free-flowing, moderate, congested) using DT+BO, and alternative route search using ACO. The results show that the classification model without Bayesian Optimization achieved 100% accuracy on training data and 79.31% on test data. With the implementation of Bayesian Optimization, the Decision Tree model achieved and maintained 100% accuracy on both training and test datasets. The ACO algorithm successfully identified an alternative route from Ampera Bridge to Sultan Mahmud Badaruddin II Airport, where Route 1 consistently had the lowest weight. The main contribution of this research is the integration of the DT+BO method to enhance congestion detection accuracy and the application of ACO in dynamic routing scenarios based on real-time traffic conditions. This system is expected to serve as an intelligent and adaptive solution for traffic management in urban areas
| Item Type: | Thesis (Undergraduate) |
|---|---|
| Uncontrolled Keywords: | Kepadatan kendaraan, Rute Rekomendasi |
| Subjects: | Q Science > Q Science (General) > Q334-342 Computer science. Artificial intelligence. Algorithms. Robotics. Automation. |
| Divisions: | 09-Faculty of Computer Science > 56201-Computer Systems (S1) |
| Depositing User: | Jacky Anderson |
| Date Deposited: | 25 Jul 2025 04:20 |
| Last Modified: | 25 Jul 2025 04:20 |
| URI: | http://repository.unsri.ac.id/id/eprint/180131 |
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