Uncertainty based online planning for UAV missions in GPS-denied and cluttered environments

作者: Fernando Vanegas Alvarez

DOI:

关键词:

摘要: This research is a novel approach to enabling Unmanned Aerial Vehicle (UAV) navigation and target finding tracking missions under uncertainty in cluttered GPS-denied environments. A framework, implemented as modular system, formulates the online Partially Observable Markov Decision Processes (POMDP). The POMDP computes motion policy that balances multiple mission objectives optimally. updated while flying based onboard sensor observations. provides an technology for UAV such search rescue, biodiversity assessment, underground mining infrastructure inspection challenging natural

参考文章(70)
Guy Shani, Evaluating Point-Based POMDP Solvers on Multicore Machines systems man and cybernetics. ,vol. 40, pp. 1062- 1074 ,(2010) , 10.1109/TSMCB.2009.2034015
J. Pineau, G. Gordon, S. Thrun, Anytime point-based approximations for large POMDPs Journal of Artificial Intelligence Research. ,vol. 27, pp. 335- 380 ,(2006) , 10.1613/JAIR.2078
Ugur Zengin, Atilla Dogan, Real-Time Target Tracking for Autonomous UAVs in Adversarial Environments: A Gradient Search Algorithm IEEE Transactions on Robotics. ,vol. 23, pp. 294- 307 ,(2007) , 10.1109/TRO.2006.889490
Amalia Foka, Panos Trahanias, Real-time hierarchical POMDPs for autonomous robot navigation Robotics and Autonomous Systems. ,vol. 55, pp. 561- 571 ,(2007) , 10.1016/J.ROBOT.2007.01.004
L.E. Kavraki, P. Svestka, J.-C. Latombe, M.H. Overmars, Probabilistic roadmaps for path planning in high-dimensional configuration spaces international conference on robotics and automation. ,vol. 12, pp. 566- 580 ,(1996) , 10.1109/70.508439
Qiaorong Zhang, A Hierarchical Global Path Planning Approach for AUV Based on Genetic Algorithm international conference on mechatronics and automation. pp. 1745- 1750 ,(2006) , 10.1109/ICMA.2006.257478
Senqiang Zhu, Danwei Wang, Chang Boon Low, Ground Target Tracking Using UAV with Input Constraints Journal of Intelligent and Robotic Systems. ,vol. 69, pp. 417- 429 ,(2013) , 10.1007/S10846-012-9737-Y
Hussain Al-Helal, Jonathan Sprinkle, UAV Search: Maximizing Target Acquisition 2010 17th IEEE International Conference and Workshops on Engineering of Computer Based Systems. pp. 9- 18 ,(2010) , 10.1109/ECBS.2010.9
Matthijs T.J. Spaan, Pascal Poupart, Josep M. Porta, Nikos Vlassis, Point-Based Value Iteration for Continuous POMDPs Journal of Machine Learning Research. ,vol. 7, pp. 2329- 2367 ,(2006) , 10.13039/501100000780
Brahim Chaib-draa, Joelle Pineau, Stéphane Ross, Sébastien Paquet, Online planning algorithms for POMDPs Journal of Artificial Intelligence Research. ,vol. 32, pp. 663- 704 ,(2008) , 10.1613/JAIR.2567