Skip to main content
Erschienen in:
Buchtitelbild

2023 | OriginalPaper | Buchkapitel

Connected Dependability Cage Approach for Safe Automated Driving

verfasst von : Adina Aniculaesei, Iqra Aslam, Daniel Bamal, Felix Helsch, Andreas Vorwald, Meng Zhang, Andreas Rausch

Erschienen in: 23. Internationales Stuttgarter Symposium

Verlag: Springer Fachmedien Wiesbaden

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Zusammenfassung

Automated driving systems can be helpful in a wide range of societal challenges, e.g., mobility-on-demand and transportation logistics for last-mile delivery, by aiding the vehicle driver or taking over the responsibility for the dynamic driving task partially or completely. Ensuring the safety of automated driving systems is no trivial task, even more so for those systems of SAE Level 3 or above. To achieve this, mechanisms are needed that can continuously monitor the system’s operating conditions, also denoted as the system’s operational design domain. This paper presents a safety concept for automated driving systems which uses a combination of onboard runtime monitoring via connected dependability cage and off-board runtime monitoring via a remote command control center, to continuously monitor the system’s ODD. On one side, the connected dependability cage fulfills a double functionality: (1) to monitor continuously the operational design domain of the automated driving system, and (2) to transfer the responsibility in a smooth and safe manner between the automated driving system and the off-board remote safety driver, who is present in the remote command control center. On the other side, the remote command control center enables the remote safety driver the monitoring and takeover of the vehicle’s control. We evaluate our safety concept for automated driving systems in a lab environment and on a test field track and report on results and lessons learned.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat A. Aniculaesei, J. Grieser, A. Rausch, K. Rehfeldt, and T. Warnecke. Towards a holistic software systems engineering approach for dependable autonomous systems. In R. Stolle, S. Scholz, and M. Broy, editors, Proceedings of the 1st International Workshop on Software Engineering for AI in Autonomous Systems, pages 23–30, New York, NY, USA, 2018. ACM. A. Aniculaesei, J. Grieser, A. Rausch, K. Rehfeldt, and T. Warnecke. Towards a holistic software systems engineering approach for dependable autonomous systems. In R. Stolle, S. Scholz, and M. Broy, editors, Proceedings of the 1st International Workshop on Software Engineering for AI in Autonomous Systems, pages 23–30, New York, NY, USA, 2018. ACM.
2.
Zurück zum Zitat A. Bansal, S. Yu, H. Kim, b. Li, N. Hovakimyan, M. Caccamo, and L. Sha. Synergistic redundancy: Towards verifiable safety for autonomous vehicles, 2022. A. Bansal, S. Yu, H. Kim, b. Li, N. Hovakimyan, M. Caccamo, and L. Sha. Synergistic redundancy: Towards verifiable safety for autonomous vehicles, 2022.
3.
Zurück zum Zitat M. Borg, J. Henriksson, K. Socha, O. Lennartsson, E. Sonnsjö Lönegren, T. Bui, P. Tomaszewski, S. Raman Sathyamoorthy, S. Brink, and M. Helali Moghadam. Ergo, SMIRK is safe: a safety case for a machine learning component in a pedestrian automatic emergency brake system. Software Quality Journal, pages 1–69, 2023. M. Borg, J. Henriksson, K. Socha, O. Lennartsson, E. Sonnsjö Lönegren, T. Bui, P. Tomaszewski, S. Raman Sathyamoorthy, S. Brink, and M. Helali Moghadam. Ergo, SMIRK is safe: a safety case for a machine learning component in a pedestrian automatic emergency brake system. Software Quality Journal, pages 1–69, 2023.
4.
Zurück zum Zitat D. Costello and H. Xu. Using a run time assurance approach for certifying autonomy within naval aviation. Systems Engineering, 2023. D. Costello and H. Xu. Using a run time assurance approach for certifying autonomy within naval aviation. Systems Engineering, 2023.
5.
Zurück zum Zitat J. Fenn, M. Nicholson, G. Pai, and M. Wilkinson. Architecting safer autonomous aviation systems. arXiv preprintarXiv:2301.08138, 2023. J. Fenn, M. Nicholson, G. Pai, and M. Wilkinson. Architecting safer autonomous aviation systems. arXiv preprintarXiv:​2301.​08138, 2023.
6.
Zurück zum Zitat Institute for Software and Systems Engineering. Towards safe automated driving: Connected dependability cage & remote command control center. https://youtu.be/L9WD6hC4rWE, November 2022. [Online; accessed on 14-April-2023]. Institute for Software and Systems Engineering. Towards safe automated driving: Connected dependability cage & remote command control center. https://​youtu.​be/​L9WD6hC4rWE, November 2022. [Online; accessed on 14-April-2023].
7.
Zurück zum Zitat J. Grieser, M. Zhang, T. Warnecke, and A. Rausch. Assuring the safety of end-to-end learning-based autonomous driving through runtime monitoring. In 2020 23rd Euromicro Conference on Digital System Design (DSD), pages 476–483. IEEE, 2020. J. Grieser, M. Zhang, T. Warnecke, and A. Rausch. Assuring the safety of end-to-end learning-based autonomous driving through runtime monitoring. In 2020 23rd Euromicro Conference on Digital System Design (DSD), pages 476–483. IEEE, 2020.
8.
Zurück zum Zitat F. Helsch, I. Aslam, A. Buragohain, and A. Rausch. Qualitative monitors based on the connected dependability cage approach. pages 46–55. IARIA, 2022. F. Helsch, I. Aslam, A. Buragohain, and A. Rausch. Qualitative monitors based on the connected dependability cage approach. pages 46–55. IARIA, 2022.
9.
Zurück zum Zitat ISO. Road vehicles – Functional safety, 2011. ISO. Road vehicles – Functional safety, 2011.
10.
Zurück zum Zitat ISO. Road vehicles – Safety of the Intended functionality, 2022. ISO. Road vehicles – Safety of the Intended functionality, 2022.
11.
Zurück zum Zitat D. Jackson, V. Richmond, M. Wang, J. Chow, U. Guajardo, S. Kong, S. Campos, G. Litt, and N. Arechiga. Certified control: An architecture for verifiable safety of autonomous vehicles, 2021. D. Jackson, V. Richmond, M. Wang, J. Chow, U. Guajardo, S. Kong, S. Campos, G. Litt, and N. Arechiga. Certified control: An architecture for verifiable safety of autonomous vehicles, 2021.
12.
Zurück zum Zitat M. Mauritz. Engineering of safe autonomous vehicles through seamless integration of system development and system operation. PhD thesis, TU Clausthal, 2020. M. Mauritz. Engineering of safe autonomous vehicles through seamless integration of system development and system operation. PhD thesis, TU Clausthal, 2020.
13.
Zurück zum Zitat M. Mauritz, F. Howar, and A. Rausch. From simulation to operation: Using design time artifacts to ensure the safety of advanced driving assistance systems at runtime. In MASE@MoDELS, 2015. M. Mauritz, F. Howar, and A. Rausch. From simulation to operation: Using design time artifacts to ensure the safety of advanced driving assistance systems at runtime. In MASE@MoDELS, 2015.
14.
Zurück zum Zitat M. Mauritz, F. Howar, and A. Rausch. Assuring the safety of advanced driver assistance systems through a combination of simulation and runtime monitoring. In T. Margaria and B. Steffen, editors, Leveraging Applications of Formal Methods, Verification and Validation: Discussion, Dissemination, Applications, volume 9953 of Lecture Notes in Computer Science, pages 672–687. Springer International Publishing, Cham, 2016. M. Mauritz, F. Howar, and A. Rausch. Assuring the safety of advanced driver assistance systems through a combination of simulation and runtime monitoring. In T. Margaria and B. Steffen, editors, Leveraging Applications of Formal Methods, Verification and Validation: Discussion, Dissemination, Applications, volume 9953 of Lecture Notes in Computer Science, pages 672–687. Springer International Publishing, Cham, 2016.
15.
Zurück zum Zitat M. Mauritz, A. Rausch, and I. Schaefer. Dependable adas by combining design time testing and runtime monitoring. In FORMS/FORMAT 2014 - 10th Symposium on Formal Methods for Automation and Safety in Railway and Automotive Systems, 2014. M. Mauritz, A. Rausch, and I. Schaefer. Dependable adas by combining design time testing and runtime monitoring. In FORMS/FORMAT 2014 - 10th Symposium on Formal Methods for Automation and Safety in Railway and Automotive Systems, 2014.
16.
Zurück zum Zitat L. Mesow and F. Knabl. AADC – AUDI Autonomous Driving Cars: Eine offene Plattform zur Vorentwicklung und Demonstration von automatischen Fahrfunktionen auf Basis von Modellfahrzeugen (engl.: AUDI Autonomous Driving Cars: An open platform for the predevelopment and demonstration of automated driving functions on the basis of model vehicles, pages 25–26. January 2017. L. Mesow and F. Knabl. AADC – AUDI Autonomous Driving Cars: Eine offene Plattform zur Vorentwicklung und Demonstration von automatischen Fahrfunktionen auf Basis von Modellfahrzeugen (engl.: AUDI Autonomous Driving Cars: An open platform for the predevelopment and demonstration of automated driving functions on the basis of model vehicles, pages 25–26. January 2017.
17.
Zurück zum Zitat D. Phan, J. Yang, M. Clark, R. Grosu, J. Schierman, S. Smolka, and S. Stoller. A component-based simplex architecture for high-assurance cyber-physical systems. June 2017. D. Phan, J. Yang, M. Clark, R. Grosu, J. Schierman, S. Smolka, and S. Stoller. A component-based simplex architecture for high-assurance cyber-physical systems. June 2017.
19.
Zurück zum Zitat SAE. Taxonomy and definitions for terms related to on-road motor vehicle automated driving systems, 2021. SAE. Taxonomy and definitions for terms related to on-road motor vehicle automated driving systems, 2021.
20.
Zurück zum Zitat S. Schirmer, C. Torens, J. C. Dauer, J. Baumeister, B. Finkbeiner, and K. Y. Rozier. A hierarchy of monitoring properties for autonomous systems. In AIAA SCITECH 2023 Forum, page 2588, 2023. S. Schirmer, C. Torens, J. C. Dauer, J. Baumeister, B. Finkbeiner, and K. Y. Rozier. A hierarchy of monitoring properties for autonomous systems. In AIAA SCITECH 2023 Forum, page 2588, 2023.
21.
Zurück zum Zitat G. Seber, P. Czerwionka, T. Hegerhorst, M. Schappacher, A. von Bergner, M. Zhang, N. Wilken, D. Schumann, and T. Stürmer. Schlussbericht VanAssist (engl.: Final report project VanAssist). Technical report, 2021. G. Seber, P. Czerwionka, T. Hegerhorst, M. Schappacher, A. von Bergner, M. Zhang, N. Wilken, D. Schumann, and T. Stürmer. Schlussbericht VanAssist (engl.: Final report project VanAssist). Technical report, 2021.
22.
Zurück zum Zitat L. Sha. Using simplicity to control complexity. IEEE Software, 18(4):20–28, 2001.CrossRef L. Sha. Using simplicity to control complexity. IEEE Software, 18(4):20–28, 2001.CrossRef
Metadaten
Titel
Connected Dependability Cage Approach for Safe Automated Driving
verfasst von
Adina Aniculaesei
Iqra Aslam
Daniel Bamal
Felix Helsch
Andreas Vorwald
Meng Zhang
Andreas Rausch
Copyright-Jahr
2023
DOI
https://doi.org/10.1007/978-3-658-42048-2_1

    Premium Partner