Research Article

Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration

Volume: 1 Number: 1 July 20, 2024
EN

Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration

Abstract

It is one of the most serious problems in advanced driver assistance systems (ADAS) field to find target values of Key Performance Indicators (KPIs) and to be able to calibrate these systems to achieve the desired comfort and safety. In this study, a scenario related to the lane-keeping assist system (LKAS) of the emergency lane-keeping system (ELKS) has been selected as the system to be worked on and the "Target Designation" (TD) method is proposed for the explained problem. The obtained target matrices (TM) are used for the calibration of the ELKS controller on the determined operating points. As a first step of the TD procedure, KPIs were defined for the scenario and data were collected from a vehicle that was determined as a benchmark vehicle. According to the KPI values obtained from this vehicle, optimal parameter sets were obtained for each operating point by implementing genetic algorithm (GA) and non-linear optimization (NLO) methods on the ELKS controller of a benchmark vehicle.

Keywords

References

  1. [1] J. Piao and M. McDonald, “Advanced driver assistance systems from autonomous to cooperative approach,” Transport reviews, vol. 28, no. 5, pp. 659–684, 2008.
  2. [2] S. International, “Taxonomy and definitions for terms related to driving automation systems for on-road motor vehicles,” SAE Int., vol. 4970, no. 724, pp. 1–5, 2018.
  3. [3] L. Masello, G. Castignani, B. Sheehan, F. Murphy, and K. McDonnell, “On the road safety benefit of advanced driver assistance systems in different driving contexts,” Transportation research interdisciplinary perspectives, vol. 15, p. 100 670, 2022.
  4. [4] S. Moten, F. Celiberti, M. Grottoli, A. van der Heide, and Y. Lemmens, “X-in-the-loop advanced driving simulation platform for the design, development, testing and validation of adas,” in 2018 IEEE Intelligent Vehicles Symposium (IV), IEEE, 2018, pp. 1–6.
  5. [5] H.-P. Schoener and J. Mazzega, “Introduction to pegasus,” Jun. 2018.
  6. [6] ENABLE-S3. “European Initiative to Enable Validation for Highly Automated Safe and Secure Systems.” (2020).
  7. [7] Euro NCAP, “Test protocol - Lane Support Systems,” Test Protocol, European New Car Assessment Programme, 2022.
  8. [8] M. Markofsky, M. Schäfer, and D. Schramm, “Use cases and methods of virtual adas/ads calibration in simulation,” Vehicles, vol. 5, no. 3, pp. 802–829, 2023.

Details

Primary Language

English

Subjects

Autonomous Vehicle Systems

Journal Section

Research Article

Publication Date

July 20, 2024

Submission Date

January 21, 2024

Acceptance Date

April 25, 2024

Published in Issue

Year 2024 Volume: 1 Number: 1

APA
Günaydın, B., Yetkin, S. K., Yakın Gokdemır, B., & Babacan, K. (2024). Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration. ITU Computer Science AI and Robotics, 1(1), 17-25. https://izlik.org/JA47JX36XX
AMA
1.Günaydın B, Yetkin SK, Yakın Gokdemır B, Babacan K. Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration. ITU Computer Science AI and Robotics. 2024;1(1):17-25. https://izlik.org/JA47JX36XX
Chicago
Günaydın, Batuhan, Sarp Kaya Yetkin, Buse Yakın Gokdemır, and Kaan Babacan. 2024. “Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration”. ITU Computer Science AI and Robotics 1 (1): 17-25. https://izlik.org/JA47JX36XX.
EndNote
Günaydın B, Yetkin SK, Yakın Gokdemır B, Babacan K (July 1, 2024) Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration. ITU Computer Science AI and Robotics 1 1 17–25.
IEEE
[1]B. Günaydın, S. K. Yetkin, B. Yakın Gokdemır, and K. Babacan, “Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration”, ITU Computer Science AI and Robotics, vol. 1, no. 1, pp. 17–25, July 2024, [Online]. Available: https://izlik.org/JA47JX36XX
ISNAD
Günaydın, Batuhan - Yetkin, Sarp Kaya - Yakın Gokdemır, Buse - Babacan, Kaan. “Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration”. ITU Computer Science AI and Robotics 1/1 (July 1, 2024): 17-25. https://izlik.org/JA47JX36XX.
JAMA
1.Günaydın B, Yetkin SK, Yakın Gokdemır B, Babacan K. Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration. ITU Computer Science AI and Robotics. 2024;1:17–25.
MLA
Günaydın, Batuhan, et al. “Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration”. ITU Computer Science AI and Robotics, vol. 1, no. 1, July 2024, pp. 17-25, https://izlik.org/JA47JX36XX.
Vancouver
1.Batuhan Günaydın, Sarp Kaya Yetkin, Buse Yakın Gokdemır, Kaan Babacan. Target Designation of Straight Road Lane Departure Scenario and ELKS Calibration. ITU Computer Science AI and Robotics [Internet]. 2024 Jul. 1;1(1):17-25. Available from: https://izlik.org/JA47JX36XX

ITU Computer Science AI and Robotics