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Course Materials - Spring 2025

ROB703: Robot Localization and Navigation

 TB = Textbook or Required reading                     REF = Reference or supplemental reading

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eBook

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Modern Robotics: Mechanics, Planning ... K. M. Lynch and F.C. Park, Modern Robotics: Mechanics, Planning, and Control. Cambridge University Press, 2017. IEEE Xplore Yes TJ211 .L96 2017
A. Kelly, Mobile Robotics: Mathematics, Models, and Methods. Cambridge, U.K.: Cambridge Univ. Press, 2013. Cambridge Yes TJ211.415 .K39 2013
Probabilistic Robotics (Intelligent Robotics and Autonomous Agents series) S. Thrun, W. Burgard, and D. Fox, Probabilistic Robotics. Cambridge, MA, USA: MIT Press, 2005. Yes  TJ211 .T575 2005
Autonomous Mobile Robots and Multi-Robot Systems : Motion-Planning, Communication, and Swarming Cover Image E. Kagan, N. Shvalb, and I. Ben-Gal, Autonomous mobile robots and multi-robot systems: Motion-planning, communication, and swarming. Kagan, John Wiley & Sons, 2019. ProQuest Yes 

 TJ211.415 .A873 2020

Cover image H. Choset, K. M. Lynch, S. Hutchinson, G. A. Kantor, W. Burgard, L. E. Kavraki, and S. Thrun, Principles of robot motion theory, algorithms, and implementation. MIT Press, 2005. ProQuest  Yes  TJ211.4 .P75 2005
Mobile robotics L. Jaulin, Mobile Robotics. Wiley, 2nd Edition, 2019. Wiley Yes   TJ211.415 .J38 2019

 

H. Hu, Y. Zhang, Q. Duan, M. Hu and L. Pang, "Loop Closure Detection for Visual SLAM Based on Deep Learning," 2017 IEEE 7th Annual International Conference on CYBER Technology in Automation, Control, and Intelligent Systems (CYBER), 2017, pp. 1214-1219, doi: 10.1109/CYBER.2017.8446473.

IEEE Xplore NA  
C. Yang, Q. Chen, Y. Yang, J. Zhang, M. Wu and K. Mei, "SDF-SLAM: A Deep Learning Based Highly Accurate SLAM Using Monocular Camera Aiming at Indoor Map Reconstruction With Semantic and Depth Fusion," in IEEE Access, vol. 10, pp. 10259-10272, 2022, doi: 10.1109/ACCESS.2022.3144845. IEEE Xplore NA  
D. Cattaneo, M. Vaghi and A. Valada, "LCDNet: Deep Loop Closure Detection and Point Cloud Registration for LiDAR SLAM," in IEEE Transactions on Robotics, vol. 38, no. 4, pp. 2074-2093, Aug. 2022, doi: 10.1109/TRO.2022.3150683. IEEE Xplore NA  
R. Li, S. Wang and D. Gu, "DeepSLAM: A Robust Monocular SLAM System With Unsupervised Deep Learning," in IEEE Transactions on Industrial Electronics, vol. 68, no. 4, pp. 3577-3587, April 2021, doi: 10.1109/TIE.2020.2982096. IEEE Xplore NA  
Z. Qian, J. Fu and J. Xiao, "Towards Accurate Loop Closure Detection in Semantic SLAM With 3D Semantic Covisibility Graphs," in IEEE Robotics and Automation Letters, vol. 7, no. 2, pp. 2455-2462, April 2022, doi: 10.1109/LRA.2022.3145066. IEEE Xplore NA  
M. R. U. Saputra, C. X. Lu, P. P. B. de Gusmao, B. Wang, A. Markham and N. Trigoni, "Graph-Based Thermal–Inertial SLAM With Probabilistic Neural Networks," in IEEE Transactions on Robotics, vol. 38, no. 3, pp. 1875-1893, June 2022, doi: 10.1109/TRO.2021.3120036. IEEE Xplore NA  
M. Teng, L. Ye, Z. Yuxin, J. Yanqing, Z. Qianyi and A. M. Pascoal, "Efficient Bathymetric SLAM With Invalid Loop Closure Identification," in IEEE/ASME Transactions on Mechatronics, vol. 26, no. 5, pp. 2570-2580, Oct. 2021, doi: 10.1109/TMECH.2020.3043136. IEEE Xplore NA