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Query: "author" (Gašper Petelin) .

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1.
Models for forecasting the traffic flow within the city of Ljubljana
Gašper Petelin, Rok Hribar, Gregor Papa, 2023, original scientific article

Abstract: Efficient traffic management is essential in modern urban areas. The development of intelligent traffic flow prediction systems can help to reduce travel times and maximize road capacity utilization. However, accurately modeling complex spatiotemporal dependencies can be a difficult task, especially when real-time data collection is not possible. This study aims to tackle this challenge by proposing a solution that incorporates extensive feature engineering to combine historical traffic patterns with covariates such as weather data and public holidays. The proposed approach is assessed using a new real-world data set of traffic patterns collected in Ljubljana, Slovenia. The constructed models are evaluated for their accuracy and hyperparameter sensitivity, providing insights into their performance. By providing practical solutions for real-world scenarios, the proposed approach offers an effective means to improve traffic flow prediction without relying on real-time data.
Keywords: traffic modeling, time-series forecasting, traffic-count data set, machine learning, model comparison
Published in DiRROS: 28.09.2023; Views: 166; Downloads: 70
.pdf Full text (5,05 MB)
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SciFoodNER : food named entity recognition for scientific text
Gjorgjina Cenikj, Gašper Petelin, Barbara Koroušić-Seljak, Tome Eftimov, 2022, published scientific conference contribution

Keywords: food, named entity recognition, named entity linking, information extraction
Published in DiRROS: 09.03.2023; Views: 305; Downloads: 129
.pdf Full text (551,39 KB)
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4.
On suitability of the customized measuring device for electric motor
Rok Hribar, Gašper Petelin, Margarita Antoniou, Anton Biasizzo, Stane Ciglarič, Gregor Papa, 2022, published scientific conference contribution

Published in DiRROS: 13.12.2022; Views: 324; Downloads: 114
.pdf Full text (249,35 KB)

5.
Dynamic computational resource allocation for CFD simulations based on pareto front optimization
Gašper Petelin, Margarita Antoniu, Gregor Papa, 2022, published scientific conference contribution

Published in DiRROS: 15.09.2022; Views: 406; Downloads: 138
.pdf Full text (878,54 KB)

6.
Preferred solutions of the ground station scheduling problem using NSGA-III weighted reference points selection
Margarita Antoniou, Gašper Petelin, Gregor Papa, 2021, published scientific conference contribution

Published in DiRROS: 22.09.2021; Views: 905; Downloads: 432
.pdf Full text (4,10 MB)

7.
On formulating the ground scheduling problem as a multi-objective bilevel problem
Margarita Antoniou, Gašper Petelin, Gregor Papa, 2020, published scientific conference contribution

Published in DiRROS: 22.04.2021; Views: 1168; Downloads: 667
.pdf Full text (450,98 KB)

8.
Evolution of electric motor design approaches : the domel case
Gregor Papa, Gašper Petelin, Peter Korošec, 2018, published scientific conference contribution

Published in DiRROS: 06.03.2019; Views: 2262; Downloads: 900
.pdf Full text (840,58 KB)

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