Skip to main content

2018 | OriginalPaper | Buchkapitel

Foresight: Remote Sensing for Autonomous Vehicles Using a Small Unmanned Aerial Vehicle

verfasst von : Alex Wallar, Brandon Araki, Raphael Chang, Javier Alonso-Mora, Daniela Rus

Erschienen in: Field and Service Robotics

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

A large number of traffic accidents, especially those involving vulnerable road users such as pedestrians and cyclists, are due to blind spots for the driver, for example when a vehicle takes a turn with poor visibility or when a pedestrian crosses from behind a parked vehicle. In these accidents, the consequences for the vulnerable road users are dramatic. Autonomous cars have the potential to drastically reduce traffic accidents thanks to high-performance sensing and reasoning. However, their perception capabilities are still limited to the field of view of their sensors. We propose to extend the perception capabilities of a vehicle, autonomous or human-driven, with a small Unmanned Aerial Vehicle (UAV) capable of taking off from the car, flying around corners to gather additional data from blind spots and landing back on the car after a mission. We present a holistic framework to detect blind spots in the map that is built by the car, plan an informative path for the drone, and detect potential threats occluded to the car. We have tested our approach with an autonomous car equipped with a drone.

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!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat van Diggelen, F., Enge, P.: The Worlds first GPS MOOC and Worldwide Laboratory using Smartphones. ION Publications (2015) van Diggelen, F., Enge, P.: The Worlds first GPS MOOC and Worldwide Laboratory using Smartphones. ION Publications (2015)
4.
Zurück zum Zitat ASIRT: ASIRT association for safe international road travel 2016. (2016) ASIRT: ASIRT association for safe international road travel 2016. (2016)
5.
Zurück zum Zitat Borowczyk, A., Nguyen, D.T., Nguyen, A.P.V., Nguyen, D.Q., Saussié, D., Ny, J.L.: Autonomous landing of a multirotor micro air vehicle on a high velocity ground vehicle (2016). arXiv preprint arXiv:161107329 Borowczyk, A., Nguyen, D.T., Nguyen, A.P.V., Nguyen, D.Q., Saussié, D., Ny, J.L.: Autonomous landing of a multirotor micro air vehicle on a high velocity ground vehicle (2016). arXiv preprint arXiv:​161107329
6.
8.
Zurück zum Zitat Delmerico, J., Mueggler, E., Nitsch, J., Scaramuzza, D.: Active autonomous aerial exploration for ground robot path planning. IEEE Robot. Autom. Lett. 2(2), 664–671 (2017)CrossRef Delmerico, J., Mueggler, E., Nitsch, J., Scaramuzza, D.: Active autonomous aerial exploration for ground robot path planning. IEEE Robot. Autom. Lett. 2(2), 664–671 (2017)CrossRef
9.
Zurück zum Zitat Forster, C., Pizzoli, M., Scaramuzza, D.: Air-ground localization and map augmentation using monocular dense reconstruction. In: 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, pp 3971–3978 (2013) Forster, C., Pizzoli, M., Scaramuzza, D.: Air-ground localization and map augmentation using monocular dense reconstruction. In: 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, pp 3971–3978 (2013)
10.
Zurück zum Zitat Hepp, B., Nägeli, T., Hilliges, O.: Omni-directional person tracking on a flying robot using occlusion-robust ultra-wideband signals. In: 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, pp 189–194 (2016) Hepp, B., Nägeli, T., Hilliges, O.: Omni-directional person tracking on a flying robot using occlusion-robust ultra-wideband signals. In: 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, pp 189–194 (2016)
11.
Zurück zum Zitat Herissé, B., Hamel, T., Mahony, R., Russotto, F.X.: Landing a vtol unmanned aerial vehicle on a moving platform using optical flow. IEEE Trans. Robot. 28(1), 77–89 (2012)CrossRef Herissé, B., Hamel, T., Mahony, R., Russotto, F.X.: Landing a vtol unmanned aerial vehicle on a moving platform using optical flow. IEEE Trans. Robot. 28(1), 77–89 (2012)CrossRef
12.
Zurück zum Zitat Hollinger, G.A., Djugash, J., Singh, S.: Target tracking without line of sight using range from radio. Auton. Robot. 32(1), 1–14 (2012)CrossRef Hollinger, G.A., Djugash, J., Singh, S.: Target tracking without line of sight using range from radio. Auton. Robot. 32(1), 1–14 (2012)CrossRef
13.
Zurück zum Zitat Kempke, B., Pannuto, P., Dutta, P.: Harmonium: asymmetric, bandstitched uwb for fast, accurate, and robust indoor localization. In: Proceedings of the 15th International Conference on Information Processing in Sensor Networks. IEEE Press, p. 15 (2016) Kempke, B., Pannuto, P., Dutta, P.: Harmonium: asymmetric, bandstitched uwb for fast, accurate, and robust indoor localization. In: Proceedings of the 15th International Conference on Information Processing in Sensor Networks. IEEE Press, p. 15 (2016)
14.
Zurück zum Zitat Liu, H., Darabi, H., Banerjee, P., Liu, J.: Survey of wireless indoor positioning techniques and systems. IEEE Trans. Syst. Man Cybern. Part C (Applications and Reviews) 37(6):1067–1080 (2007) Liu, H., Darabi, H., Banerjee, P., Liu, J.: Survey of wireless indoor positioning techniques and systems. IEEE Trans. Syst. Man Cybern. Part C (Applications and Reviews) 37(6):1067–1080 (2007)
15.
Zurück zum Zitat Michael, N., Shen, S., Mohta, K., Mulgaonkar, Y., Kumar, V., Nagatani, K., Okada, Y., Kiribayashi, S., Otake, K., Yoshida, K., Ohno, K., Takeuchi, E., Tadokoro, S.: Collaborative mapping of an earthquake-damaged building via ground and aerial robots. J. Field Robot. 29(5), 832–841 (2012)CrossRef Michael, N., Shen, S., Mohta, K., Mulgaonkar, Y., Kumar, V., Nagatani, K., Okada, Y., Kiribayashi, S., Otake, K., Yoshida, K., Ohno, K., Takeuchi, E., Tadokoro, S.: Collaborative mapping of an earthquake-damaged building via ground and aerial robots. J. Field Robot. 29(5), 832–841 (2012)CrossRef
16.
Zurück zum Zitat Mueller, M.W., Hamer, M., D’Andrea, R.: (2015) Fusing ultra-wideband range measurements with accelerometers and rate gyroscopes for quadrocopter state estimation. In: 2015 IEEE International Conference on Robotics and Automation (ICRA), pp 1730–1736, IEEE Mueller, M.W., Hamer, M., D’Andrea, R.: (2015) Fusing ultra-wideband range measurements with accelerometers and rate gyroscopes for quadrocopter state estimation. In: 2015 IEEE International Conference on Robotics and Automation (ICRA), pp 1730–1736, IEEE
17.
Zurück zum Zitat Naegeli, T., Alonso-Mora, J., Domahidi, A., Rus, D., Hilliges, O.: Real-time motion planning for aerial videography with dynamic obstacle avoidance and viewpoint optimization. IEEE Robot. Autom. Lett. PP(99) (2017) Naegeli, T., Alonso-Mora, J., Domahidi, A., Rus, D., Hilliges, O.: Real-time motion planning for aerial videography with dynamic obstacle avoidance and viewpoint optimization. IEEE Robot. Autom. Lett. PP(99) (2017)
18.
Zurück zum Zitat Nohmi, M., Fujikura, N., Ueda, C., Toyota, E.: Automatic braking or acceleration control system for a vehicle. US Patent 4,066,230 (1978) Nohmi, M., Fujikura, N., Ueda, C., Toyota, E.: Automatic braking or acceleration control system for a vehicle. US Patent 4,066,230 (1978)
19.
Zurück zum Zitat Prorok, A., Martinoli, A.: Accurate indoor localization with ultra-wideband using spatial models and collaboration. Int. J. Robot. Res. 33(4), 547–568 (2014)CrossRef Prorok, A., Martinoli, A.: Accurate indoor localization with ultra-wideband using spatial models and collaboration. Int. J. Robot. Res. 33(4), 547–568 (2014)CrossRef
20.
Zurück zum Zitat Redmon, J., Divvala, S., Girshick, R., Farhadi, A.: You only look once: Unified, real-time object detection. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 779–788 (2016) Redmon, J., Divvala, S., Girshick, R., Farhadi, A.: You only look once: Unified, real-time object detection. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 779–788 (2016)
22.
Zurück zum Zitat Wenzel, K.E., Masselli, A., Zell, A.: Automatic take off, tracking and landing of a miniature uav on a moving carrier vehicle. J. Intell. Robot. Syst. 61(1), 221–238 (2011)CrossRef Wenzel, K.E., Masselli, A., Zell, A.: Automatic take off, tracking and landing of a miniature uav on a moving carrier vehicle. J. Intell. Robot. Syst. 61(1), 221–238 (2011)CrossRef
Metadaten
Titel
Foresight: Remote Sensing for Autonomous Vehicles Using a Small Unmanned Aerial Vehicle
verfasst von
Alex Wallar
Brandon Araki
Raphael Chang
Javier Alonso-Mora
Daniela Rus
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-67361-5_38

Neuer Inhalt