Abstract
The human pilot in manned aircraft acts as a closed-loop control system by taking in visual data in addition to sensor measurements and then responding to received data. For example, the pilot may observe the changing surroundings to better understand the movements of his aircraft, or the pilot can direct the aircraft to a region of interest after taking ground observations. In unmanned aircraft, the absence of a pilot requires development of automated control systems.
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References
Amidi O., An Autonomous Vision-Guided Helicopter, PhD Thesis, Carnegie Mellon University, 1996.
Arulampalam M. S., Maskell S., Gordon N, Clapp T., “A Tutorial on Particle Filters for Online Nonlinear/Non-Gaussian Bayesian Tracking”, IEEE Transactions on Signal Processing, 50, 174–188, 2002.
Bernatz A., Thielecke F., “Navigation of a Low Flying VTOL Aircraft with the Help of a Downward Pointing Camera”, Proceedings of the AIAA Guidance, Navigation, and Control Conference, 2004.
Blake A., Isard M., Active Contours, Springer, 1998.
Caselles V., Kimmel R., Sapiro G., “Geodesic Active Contours”, International Journal of Computer Vision, 22, 61–79, 1997.
Crisan D., Doucet A., “A Survey of Convergence Results on Particle Filtering”, IEEE Transactions on Signal Processing, 50, 736–746, 2002.
Diel D., DeBitetto P., Teller S., “Epipolar Constraints for Vision-Aided Inertial Navigation”, Proceedings, IEEE Workshop on Motion and Video Computing, 221–228, 2005.
Dittrich J., Johnson E., “Multi-Sensor Navigation System for an Autonomous Helicopter”, Proceedings, 21 st’ Digital Avionics Systems Conference, 2002.
Johnson E., Kannan S., “Adaptive Flight Control for an Autonomous Unmanned Helicopter”, Proceedings of the AIAA Guidance, Navigation, and Control Conference, 2002.
Johnson E. N., Procotor A. A., Ha J., Tannenbaum A., “Visual Search Automation for Unmanned Aerial Vehicles”, IEEE Transactions on Aerospace and Electronic Systems, 41, 219–232, 2005.
Kaminer I., Pascoal A., Kang W., “Integrated Vision/Inertial Navigation System Design Using Nonlinear Filtering”, Proceedings, American Control Conference, 1910–1914, 1999.
Kichenassamy S., Kumar A., Oliver P. J., Tannenbaum A., Yezzi A., “Conformal Curvature Flows: From Phase Transitions to Active Vision”, Archive for Rational Mechanics and Analysis, 134, 275–301, 1996.
Lauziere Y., Siddiqi K., Tannenbaum A., Zucker S., “Area and Length Minimizing Flows for Segmentation”, IEEE Transactions on Image Processing, 7, 434–444, 1998.
Ludington B. T., Particle Filter Tracking Architecture for Use Oboard Unmanned Aerial Vehicles, PhD Thesis, Georgia Institute of Technology, 2006.
Malladi R., Sethian A., Vermuri B., “Shape Modeling with Front Propagation: A Level Set Approach”, IEEE Transactions on Pattern Analysis, 17, 156–175, 1995.
Office of the Secretary of Defense, Unmanned Aerial Systems Roadmap 2005–2030, Technical Report, 2005.
Perez P., Hue C, Vermaak J., “Color-Based Probabilistic Tracking”, Proceedings, European Conference on Computer Vision, 661–675, 2002.
Perez P., Vermaak J., Blake A., “Data Fusion for Visual Tracking with Particles”, Proceedings of the IEEE, 92, 495–513, 2004.
Proctor A. A., Johnson E. N., “Vision-Only Aircraft Flight Control Methods and Test Results”, Proceedings of the AIAA Guidance, Navigation, and Control Conference, 2004.
Rehbinder H., Ghosh B. K., “Multi-Rate Fusion of Visual and Inertial Data”, Proceedings, IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, 97–102, 2001.
Roberts B. A., Vallot L. C, “Vision Aided Inertial Navigation”, Record of the IEEE Position, Location, and Navigation Symposium, 347–352, 1990.
Roberts J., Corke P., Buskey G., “Low-Cost Flight Control System for a Small Autonomous Helicopter”, Proceedings, Australian Conference on Robotics and Automation, 546–551, 2002.
Sethian J. A., Level Set and Fast Marching Methods, Cambridge University Press, 1999.
Tannenbaum A., “Three Snippets of Curve Evolution Theory in Computer Vision”, Mathematical and Computer Modeling, 24, 101–119, 2004.
Webb T. P., Prazenica R. J., Kurdila A. J., Lind, R., “Vision-Based State Estimation for Autonomous Micro Air Vehicles”, Proceedings of the AIAA Guidance, Navigation, and Control Conference, 2004.
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© 2007 Springer. Printed in the Netherlands
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Ludington, B., Johnson, E.N., Vachtsevanos, G.J. (2007). Vision Based Navigation and Target Tracking for Unmanned Aerial Vehicles. In: Valavanis, K.P. (eds) Advances in Unmanned Aerial Vehicles. Intelligent Systems, Control and Automation: Science and Engineering, vol 33. Springer, Dordrecht. https://doi.org/10.1007/978-1-4020-6114-1_8
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DOI: https://doi.org/10.1007/978-1-4020-6114-1_8
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