20.500.12556/RUL-164840 Simulation-based driver scoring and profiling system This paper describes a rule-based Driver Scoring System model, derived from behavioral data collected using a driving simulator. It introduces a novel approach to establish driver profiles through feature engineering of acquired dataset, with features evaluating various aspects of driver behavior. The research aims to provide employers and drivers with profile-specific feedback and recommendations to design training protocols. Principal Component Analysis is applied on preprocessed dataset from 412 drivers for dimensionality reduction and feature selection. The K-means clustering algorithm is used for data analysis, resulting in three distinct clusters. The Kruskal-Wallis test, supplemented by post hoc Dunn testing is employed to determine statistical significance between clusters. Clusters are portrayed using descriptive statistics, specifically the mean scores and overall driver performance averages. Our method delineates three driver profiles, with two driving styles reflecting desirable driving skills and good overall performance, while the third represents unacceptable driving skills and bad overall performance. driver behavior scoring system clustering analysis road safety obnašanje voznikov sistem ocenjevanje analiza grozdenja prometna varnost true false true Angleški jezik Slovenski jezik Članek v reviji 2024-11-13 13:34:51 2024-11-13 13:34:55 2025-06-30 12:23:35 0000-00-00 00:00:00 2024 0 0 18 str. iss. 22 , art. e40310 Vol. 10 Nov. 2024 0000-00-00 Zaloznikova Objavljeno apc 0000-00-00 0000-00-00 0000-00-00 004.94:629.4.072 2405-8440 10.1016/j.heliyon.2024.e40310 214839043 1-s2.0-S2405844024163414-main.pdf 1-s2.0-S2405844024163414-main.pdf 1 3E5353A3784F71B89D0275F7559258B9 d1f8728c73d2ea2409b5fc4ecd0e6d352132f8d6cd964c8e23bf20ae09a7bc7e b92a1daa-a1bb-11ef-b232-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=195605 https://sciencedirect.com/science/article/pii/S2405844024163414 1 52efe77a-a1bb-11ef-b232-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=195604 Fakulteta za elektrotehniko 0 0 0