Non-Linear Method of Vehicle Velocity Determination Based on Tensor Product B-Spline Approximation with Probabilistic Weights for NHTSA Database of Compact Vehicle Class
This research article focuses on the method of vehicle crash velocity evaluation based on the tensor product approximation by B-splines. Weights associated with each observation are introduced in the least square method, which is based on probabilistic reasoning. The presented calculation algorithm is built based on the Compact vehicle class from the NHTSA database, which consists of 338 records of frontal crashes with stationary obstacles. The presented model is restricted to velocities in the range between 43 and 93.5 km/h. The relative error obtained for the presented calculation method is 5.2%. Hence, improvement has been observed in comparison with the linear model with the same probabilistic weights approach, for which relative error is equal to 5.47%.
Authors
- M Jaśkiewicz
- Justyna J. Jaskiewicz (ORCID: https://orcid.org/0000-0002-0271-3405)
- Filip Turoboś (ORCID: https://orcid.org/0000-0002-5782-6159)
- Damian Frej (ORCID: https://orcid.org/0000-0003-1899-4712)
- Mateusz Krukowski (ORCID: https://orcid.org/0000-0001-6644-5633)
- Milos Poliak
- Przemysław Kubiak
Institutions
- Kielce University of Technology (PL)
- Jan Kochanowski University (PL)
- Lodz University of Technology (PL)
- University of Žilina (SK)
- Institute of Theoretical and Applied Informatics (PL)
- Institute of Mathematics (PL)
- Polish Academy of Sciences (PL)
Publication Details
- Journal
- Applied Sciences
- Published
- 2025-12-30
- DOI
- https://doi.org/10.3390/app16010401
- Primary Topic
- Automotive and Human Injury Biomechanics
- Type
- article
- Field-Weighted Citation Impact
- 0.00