Post‐disaster assessment with unmanned aerial vehicles: A survey on practical implementations and research approaches

In this paper, we provide a review of the principal aspects related to search & rescue (SAR) with unmanned aerial vehicles (UAVs), with particular interest in the phase of post-disaster assessment (PDA). Some areas of interest related to this topic have been chosen for the analysis: the aerial platforms used in the field, multirobot software architectures, onboard sensors and simultaneous localization and mapping approaches, terrain coverage algorithms, autonomous navigation techniques, and human-swarm interfaces. All these aspects have been analyzed with respect to the state-of-the-art, and also in relation to the project PRISMA, which focuses on the development and deployment of robots and autonomous systems that can operate in emergency scenarios, with a specific reference to monitoring and real-time intervention.

[1]  E. W. Justh,et al.  A Simple Control Law for UAV Formation Flying , 2002 .

[2]  Adam Harmat,et al.  Parallel Tracking and Mapping with Multiple Cameras on an Unmanned Aerial Vehicle , 2012, ICIRA.

[3]  Martin Skoglund Evaluating SLAM algorithms for Autonomous Helicopters , 2008 .

[4]  Richard E. Korf,et al.  Real-Time Heuristic Search , 1990, Artif. Intell..

[5]  Flavio Fontana,et al.  Autonomous, Vision‐based Flight and Live Dense 3D Mapping with a Quadrotor Micro Aerial Vehicle , 2016, J. Field Robotics.

[6]  Tao Mei,et al.  Lidar Scan matching EKF-SLAM using the differential model of vehicle motion , 2013, 2013 IEEE Intelligent Vehicles Symposium (IV).

[7]  Michael A. Bender,et al.  The power of a pebble: exploring and mapping directed graphs , 1998, STOC '98.

[8]  Kyriacos Themistocleous The use of UAV platforms for remote sensing applications: case studies in Cyprus , 2014, International Conference on Remote Sensing and Geoinformation of Environment.

[9]  Michael Achtelik,et al.  Design of a Multi Rotor MAV with regard to Efficiency, Dynamics and Redundancy , 2012 .

[10]  Roland Siegwart,et al.  A solar-powered hand-launchable UAV for low-altitude multi-day continuous flight , 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA).

[11]  Eduardo Mario Nebot,et al.  Consistency of the EKF-SLAM Algorithm , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[12]  Maja J. Mataric,et al.  Minimizing complexity in controlling a mobile robot population , 1992, Proceedings 1992 IEEE International Conference on Robotics and Automation.

[13]  Paul Keng-Chieh Wang Navigation strategies for multiple autonomous mobile robots moving in formation , 1991, J. Field Robotics.

[14]  Xing Zhang,et al.  A memetic algorithm for path planning of curvature-constrained UAVs performing surveillance of multiple ground targets , 2014 .

[15]  Fernando Díaz del Río,et al.  Robotics software frameworks for multi-agent robotic systems development , 2012, Robotics Auton. Syst..

[16]  F. Borrelli,et al.  Collision-free UAV formation flight using decentralized optimization and invariant sets , 2004, 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601).

[17]  Jianqiao Yu,et al.  UAV path planning using artificial potential field method updated by optimal control theory , 2016, Int. J. Syst. Sci..

[18]  Michael Bosse,et al.  Keyframe-based visual–inertial odometry using nonlinear optimization , 2015, Int. J. Robotics Res..

[19]  Wolfram Burgard,et al.  A Tutorial on Graph-Based SLAM , 2010, IEEE Intelligent Transportation Systems Magazine.

[20]  Daobo Wang,et al.  UAV path planning method based on ant colony optimization , 2010, 2010 Chinese Control and Decision Conference.

[21]  Thomas B. Schön,et al.  Particle Filter SLAM with High Dimensional Vehicle Model , 2009, J. Intell. Robotic Syst..

[22]  Maurizio Piaggio,et al.  A programming environment for real-time control of distributed multiple robotic systems , 2000, Adv. Robotics.

[23]  Katia P. Sycara,et al.  Human control of robot swarms with dynamic leaders , 2014, 2014 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[24]  Amir Pirzadeh,et al.  A unified solution to coverage and search in explored and unexplored terrains using indirect control , 1990, Proceedings., IEEE International Conference on Robotics and Automation.

[25]  Jonghyuk Kim,et al.  Integrated navigation system using camera and gimbaled laser scanner for indoor and outdoor autonomous flight of UAVs , 2013, 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[26]  Woosoon Yim,et al.  Unmanned aerial vehicle for hot-spot avoidance with stereo FLIR cameras , 2015, 2015 12th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI).

[27]  Katia P. Sycara,et al.  Neglect benevolence in human control of swarms in the presence of latency , 2012, 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC).

[28]  Thomas Weber,et al.  Post‐disaster Remote Sensing and Sampling via an Autonomous Helicopter , 2014, J. Field Robotics.

[29]  João P. Hespanha,et al.  Trajectory-Tracking and Path-Following of Underactuated Autonomous Vehicles With Parametric Modeling Uncertainty , 2007, IEEE Transactions on Automatic Control.

[30]  Giorgio Cannata,et al.  A Minimalist Algorithm for Multirobot Continuous Coverage , 2011, IEEE Transactions on Robotics.

[31]  Xiaohua Wang,et al.  Neural network approach for obstacle avoidance in 3-D environments for UAVs , 2006, 2006 American Control Conference.

[32]  Salah Sukkarieh,et al.  Airborne simultaneous localisation and map building , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[33]  Noam Hazon,et al.  Towards robust on-line multi-robot coverage , 2006, Proceedings 2006 IEEE International Conference on Robotics and Automation, 2006. ICRA 2006..

[34]  Wei Liu,et al.  Bi-level programming based real-time path planning for unmanned aerial vehicles , 2013, Knowl. Based Syst..

[35]  Gautier Hattenberger,et al.  Multi-UAV control with the Paparazzi system , 2008 .

[36]  Michael A. Goodrich,et al.  Supporting wilderness search and rescue using a camera‐equipped mini UAV , 2008, J. Field Robotics.

[37]  Nathaniel J. C. Libatique,et al.  UAV aerial imaging applications for post-disaster assessment, environmental management and infrastructure development , 2014, 2014 International Conference on Unmanned Aircraft Systems (ICUAS).

[38]  Fei Wang,et al.  A customized fastslam algorithm using scanning laser range finder in structured indoor environments , 2013, 2013 10th IEEE International Conference on Control and Automation (ICCA).

[39]  Roland Siegwart,et al.  Path planning for motion dependent state estimation on micro aerial vehicles , 2013, 2013 IEEE International Conference on Robotics and Automation.

[40]  Jean-Claude Latombe,et al.  Numerical potential field techniques for robot path planning , 1991, Fifth International Conference on Advanced Robotics 'Robots in Unstructured Environments.

[41]  Steven M. LaValle,et al.  RRT-connect: An efficient approach to single-query path planning , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[42]  Emilio Frazzoli,et al.  Real-Time Motion Planning for Agile Autonomous Vehicles , 2000 .

[43]  Andreas Zell,et al.  Framework for Autonomous On-board Navigation with the AR.Drone , 2013, 2013 International Conference on Unmanned Aircraft Systems (ICUAS).

[44]  I. Kaminer,et al.  Path Generation, Path Following and Coordinated Control for TimeCritical Missions of Multiple UAVs , 2006, 2006 American Control Conference.

[45]  S. Sukkarieh,et al.  Co-operative Localisation and Mapping for Multiple UAVs in Unknown Environments , 2007, 2007 IEEE Aerospace Conference.

[46]  Daniel Cremers,et al.  Dense Tracking and Mapping with a Quadrocopter , 2013 .

[47]  Daniele Nardi,et al.  Multi‐objective exploration and search for autonomous rescue robots , 2007, J. Field Robotics.

[48]  Albert S. Huang,et al.  Estimation, planning, and mapping for autonomous flight using an RGB-D camera in GPS-denied environments , 2012, Int. J. Robotics Res..

[49]  Roland Siegwart,et al.  Continuous-time trajectory optimization for online UAV replanning , 2016, IROS 2016.

[50]  Daniel Cremers,et al.  LSD-SLAM: Large-Scale Direct Monocular SLAM , 2014, ECCV.

[51]  Tianmiao Wang,et al.  Rao-Blackwellized visual SLAM for small UAVs with vehicle model partition , 2014, Ind. Robot.

[52]  Lionel Lapierre,et al.  Combined Path-following and Obstacle Avoidance Control of a Wheeled Robot , 2007, Int. J. Robotics Res..

[53]  Paolo Fiorini,et al.  Motion Planning in Dynamic Environments Using Velocity Obstacles , 1998, Int. J. Robotics Res..

[54]  Gordon Wyeth,et al.  Aerial SLAM with a single camera using visual expectation , 2011, 2011 IEEE International Conference on Robotics and Automation.

[55]  Renato Zaccaria,et al.  Integrated Obstacle Avoidance and Path Following Through a Feedback Control Law , 2013, J. Intell. Robotic Syst..

[56]  Robin R. Murphy,et al.  Cooperative use of unmanned sea surface and micro aerial vehicles at Hurricane Wilma , 2008 .

[57]  Kar-Han Tan,et al.  High Precision Formation Control of Mobile Robots Using Virtual Structures , 1997, Auton. Robots.

[58]  Robin Deits,et al.  Aggressive quadrotor flight through cluttered environments using mixed integer programming , 2016, 2016 IEEE International Conference on Robotics and Automation (ICRA).

[59]  Dinesh Manocha,et al.  LQG-obstacles: Feedback control with collision avoidance for mobile robots with motion and sensing uncertainty , 2012, 2012 IEEE International Conference on Robotics and Automation.

[60]  Karl Kim,et al.  Unmanned Aircraft Systems Used for Disaster Management , 2015 .

[61]  Frank Dellaert,et al.  iSAM: Incremental Smoothing and Mapping , 2008, IEEE Transactions on Robotics.

[62]  Edwin K. P. Chong,et al.  UAV Path Planning in a Dynamic Environment via Partially Observable Markov Decision Process , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[63]  Luis Mejias Alvarez,et al.  Towards the development of 1-to-n human machine interfaces for unmanned aerial vehicles , 2014, 2014 International Conference on Unmanned Aircraft Systems (ICUAS).

[64]  Sven Behnke,et al.  A high-performance MAV for autonomous navigation in complex 3D environments , 2015, 2015 International Conference on Unmanned Aircraft Systems (ICUAS).

[65]  Gaurav S. Sukhatme,et al.  Combined optic-flow and stereo-based navigation of urban canyons for a UAV , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[66]  Nicholas Roy,et al.  Planning in information space for a quadrotor helicopter in a GPS-denied environment , 2008, 2008 IEEE International Conference on Robotics and Automation.

[67]  Moosa Ayati,et al.  Three dimensional fuzzy carrot-chasing path following algorithm for fixed-wing vehicles , 2015, 2015 3rd RSI International Conference on Robotics and Mechatronics (ICROM).

[68]  W. Jatmiko,et al.  Swarm quadrotor robots for telecommunication network coverage area expansion in disaster area , 2012, 2012 Proceedings of SICE Annual Conference (SICE).

[69]  Roland Siegwart,et al.  Monocular‐SLAM–based navigation for autonomous micro helicopters in GPS‐denied environments , 2011, J. Field Robotics.

[70]  Tucker R. Balch,et al.  Behavior-based formation control for multirobot teams , 1998, IEEE Trans. Robotics Autom..

[71]  Vijay Kumar,et al.  Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft MAV , 2014, 2014 IEEE International Conference on Robotics and Automation (ICRA).

[72]  Anthony Tzes,et al.  On Trajectory Tracking Model Predictive Control of an Unmanned Quadrotor Helicopter Subject to Aerodynamic Disturbances , 2014 .

[73]  Gaurav S. Sukhatme,et al.  Adaptive teams of autonomous aerial and ground robots for situational awareness , 2007, J. Field Robotics.

[74]  J. L. Farrell,et al.  Attitude determination by kalman filtering , 1970 .

[75]  Vincent Roberge,et al.  Comparison of Parallel Genetic Algorithm and Particle Swarm Optimization for Real-Time UAV Path Planning , 2013, IEEE Transactions on Industrial Informatics.

[76]  Renato Zaccaria,et al.  Visual feedback with multiple cameras in a UAVs Human-Swarm Interface , 2016, Robotics Auton. Syst..

[77]  Stergios I. Roumeliotis,et al.  A Multi-State Constraint Kalman Filter for Vision-aided Inertial Navigation , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[78]  Sven Lange,et al.  Incremental smoothing vs. filtering for sensor fusion on an indoor UAV , 2013, 2013 IEEE International Conference on Robotics and Automation.

[79]  Antonio Sgorbissa,et al.  The Project PRISMA: Post-Disaster Assessment with UAVs , 2016, IAS.

[80]  Stefan Hrabar,et al.  3D path planning and stereo-based obstacle avoidance for rotorcraft UAVs , 2008, 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[81]  Peidong Liu,et al.  Autonomous navigation of UAV in forest , 2014, 2014 International Conference on Unmanned Aircraft Systems (ICUAS).

[82]  Salah Sukkarieh,et al.  3D smooth path planning for a UAV in cluttered natural environments , 2008, 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[83]  David W. Murray,et al.  An O(N²) Square Root Unscented Kalman Filter for Visual Simultaneous Localization and Mapping , 2009, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[84]  Wolfram Burgard,et al.  The dynamic window approach to collision avoidance , 1997, IEEE Robotics Autom. Mag..

[85]  Yoshifumi Kitamura,et al.  3-D path planning in a dynamic environment using an octree and an artificial potential field , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[86]  Gordon Wyeth,et al.  RatSLAM: a hippocampal model for simultaneous localization and mapping , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[87]  P. B. Sujit,et al.  Unmanned Aerial Vehicle Path Following: A Survey and Analysis of Algorithms for Fixed-Wing Unmanned Aerial Vehicless , 2014, IEEE Control Systems.

[88]  Timothy W. McLain,et al.  Relative Navigation Approach for Vision-Based Aerial GPS-Denied Navigation , 2013, Journal of Intelligent & Robotic Systems.

[89]  Richard T. Vaughan,et al.  The Player/Stage Project: Tools for Multi-Robot and Distributed Sensor Systems , 2003 .

[90]  Gary R. Bradski,et al.  ORB: An efficient alternative to SIFT or SURF , 2011, 2011 International Conference on Computer Vision.

[91]  Yoram Koren,et al.  Potential field methods and their inherent limitations for mobile robot navigation , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[92]  Lydia E. Kavraki,et al.  Randomized preprocessing of configuration for fast path planning , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[93]  Hugh F. Durrant-Whyte,et al.  Simultaneous map building and localization for an autonomous mobile robot , 1991, Proceedings IROS '91:IEEE/RSJ International Workshop on Intelligent Robots and Systems '91.

[94]  Roland Siegwart,et al.  Robust visual inertial odometry using a direct EKF-based approach , 2015, IROS 2015.

[95]  Howie Choset,et al.  Coverage of Known Spaces: The Boustrophedon Cellular Decomposition , 2000, Auton. Robots.

[96]  Pascual Campoy Cervera,et al.  Visual Quadrotor Swarm for the IMAV 2013 Indoor Competition , 2013, ROBOT.

[97]  Miguel A. Olivares-Méndez,et al.  Visual 3-D SLAM from UAVs , 2009, J. Intell. Robotic Syst..

[98]  Valerio Baiocchi,et al.  UAV APPLICATION IN POST – SEISMIC ENVIRONMENT , 2013 .

[99]  Antonios Tsourdos,et al.  Low Altitude Airborne SLAM with INS aided Vision System , 2007 .

[100]  Renato Zaccaria,et al.  Usability evaluation with different viewpoints of a Human-Swarm interface for UAVs control in formation , 2015, 2015 24th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN).

[101]  Nilmani Verma,et al.  Path planning for unmanned aerial vehicle based on genetic algorithm & artificial neural network in 3D , 2014, 2014 International Conference on Data Mining and Intelligent Computing (ICDMIC).

[102]  Kazuya Yoshida,et al.  Collaborative mapping of an earthquake‐damaged building via ground and aerial robots , 2012, J. Field Robotics.

[103]  Andrew W. Fitzgibbon,et al.  KinectFusion: Real-time dense surface mapping and tracking , 2011, 2011 10th IEEE International Symposium on Mixed and Augmented Reality.

[104]  Salah Sukkarieh,et al.  Real-time implementation of airborne inertial-SLAM , 2007, Robotics Auton. Syst..

[105]  Dario Floreano,et al.  Extension of a ground control interface for swarms of Small Drones , 2016, Artificial Life and Robotics.

[106]  Xiaotie Deng,et al.  Competitive robot mapping with homogeneous markers , 1996, IEEE Trans. Robotics Autom..

[107]  Baris Fidan,et al.  Single-View Distance-Estimation-Based Formation Control of Robotic Swarms , 2013, IEEE Transactions on Industrial Electronics.

[108]  Howie Choset,et al.  Efficient Boustrophedon Multi-Robot Coverage: an algorithmic approach , 2008, Annals of Mathematics and Artificial Intelligence.

[109]  Andrew J. Davison,et al.  Real-time simultaneous localisation and mapping with a single camera , 2003, Proceedings Ninth IEEE International Conference on Computer Vision.

[110]  Jonathan P. How,et al.  Performance and Lyapunov Stability of a Nonlinear Path Following Guidance Method , 2007 .

[111]  Wolfram Burgard,et al.  Coordinated multi-robot exploration , 2005, IEEE Transactions on Robotics.

[112]  Dimitrios G. Kottas,et al.  On the Consistency of Vision-Aided Inertial Navigation , 2012, ISER.

[113]  Kurt Konolige,et al.  Projected texture stereo , 2010, 2010 IEEE International Conference on Robotics and Automation.

[114]  Eric M. Schwartz,et al.  UAV PERFORMING AUTONOMOUS LANDING ON USV UTILIZING THE ROBOT OPERATING SYSTEM , 2013 .

[115]  Timothy W. McLain,et al.  Vector Field Path Following for Miniature Air Vehicles , 2007, IEEE Transactions on Robotics.

[116]  Robin Deits,et al.  Efficient mixed-integer planning for UAVs in cluttered environments , 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA).

[117]  Sergey Levine,et al.  Learning deep control policies for autonomous aerial vehicles with MPC-guided policy search , 2015, 2016 IEEE International Conference on Robotics and Automation (ICRA).

[118]  Evangelos E. Milios,et al.  Globally Consistent Range Scan Alignment for Environment Mapping , 1997, Auton. Robots.

[119]  Giorgio Guglieri,et al.  Design and Performance Analysis of a Micro Aerial Vehicle concept , 2003 .

[120]  M. Fliess,et al.  Flatness and defect of non-linear systems: introductory theory and examples , 1995 .

[121]  Eliot Winer,et al.  Path Planning of Unmanned Aerial Vehicles using B-Splines and Particle Swarm Optimization , 2009, J. Aerosp. Comput. Inf. Commun..

[122]  Steven Mills,et al.  Real-time aerial image mosaicing , 2010, 2010 25th International Conference of Image and Vision Computing New Zealand.

[123]  Mary L. Cummings,et al.  Automation Architecture for Single Operator, Multiple UAV Command and Control, , 2007 .

[124]  Oussama Khatib,et al.  Real-Time Obstacle Avoidance for Manipulators and Mobile Robots , 1986 .

[125]  Noa Agmon,et al.  Multi-robot area patrol under frequency constraints , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[126]  Renato Zaccaria,et al.  Planning and obstacle avoidance in mobile robotics , 2012, Robotics Auton. Syst..

[127]  Brian J. Moorman,et al.  Small unmanned aircraft systems for remote sensing and Earth science research , 2012 .

[128]  Sonal Jain,et al.  Multi-robot forest coverage , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[129]  Jose Martinez-Carranza,et al.  Towards autonomous flight of micro aerial vehicles using ORB-SLAM , 2015, 2015 Workshop on Research, Education and Development of Unmanned Aerial Systems (RED-UAS).

[130]  Luiz Chaimowicz,et al.  ROCI: a distributed framework for multi-robot perception and control , 2003, Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453).

[131]  Fang Liu,et al.  Chaotic artificial bee colony approach to Uninhabited Combat Air Vehicle (UCAV) path planning , 2010 .

[132]  Guilherme V. Raffo,et al.  Path Tracking of a UAV via an Underactuated H∞ Control Strategy , 2011, Eur. J. Control.

[133]  Stergios I. Roumeliotis,et al.  C-KLAM: Constrained keyframe-based localization and mapping , 2014, 2014 IEEE International Conference on Robotics and Automation (ICRA).

[134]  Jianqiao Yu,et al.  UAV Path Planning in Mixed‐Obstacle Environment via Artificial Potential Field Method Improved by Additional Control Force , 2015 .

[135]  A. Ollero,et al.  Multiple UAV cooperative searching operation using polygon area decomposition and efficient coverage algorithms , 2004, DARS.

[136]  A. Lechner,et al.  CHARACTERISING UPLAND SWAMPS USING OBJECT-BASED CLASSIFICATION METHODS AND HYPER-SPATIAL RESOLUTION IMAGERY DERIVED FROM AN UNMANNED AERIAL VEHICLE , 2012 .

[137]  Patrick Reignier,et al.  Fuzzy logic techniques for mobile robot obstacle avoidance , 1994, Robotics Auton. Syst..

[138]  Jean-Arcady Meyer,et al.  A biomimetic reactive navigation system using the optical flow for a rotary-wing UAV in urban environment , 2004 .

[139]  Donald D. Dudenhoeffer,et al.  Modeling and simulation for exploring human-robot team interaction requirements , 2001, Proceeding of the 2001 Winter Simulation Conference (Cat. No.01CH37304).

[140]  Ian Postlethwaite,et al.  UAV Path Following in Windy Urban Environments , 2014, J. Intell. Robotic Syst..

[141]  David G. Lowe,et al.  Object recognition from local scale-invariant features , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[142]  Girish Chowdhary,et al.  Indoor Navigation for Unmanned Aerial Vehicles , 2009 .

[143]  Emilio Frazzoli,et al.  Trajectory tracking control design for autonomous helicopters using a backstepping algorithm , 2000, Proceedings of the 2000 American Control Conference. ACC (IEEE Cat. No.00CH36334).

[144]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[145]  Jur P. van den Berg,et al.  Reciprocal collision avoidance for robots with linear dynamics using LQR-Obstacles , 2013, 2013 IEEE International Conference on Robotics and Automation.

[146]  M. Er,et al.  Coverage path planning for UAVs based on enhanced exact cellular decomposition method , 2011 .

[147]  Yuanqing Xia,et al.  Obstacle avoidance and active disturbance rejection control for a quadrotor , 2016, Neurocomputing.

[148]  Emma Marris,et al.  Drones in science: Fly, and bring me data , 2013, Nature.

[149]  Robin R. Murphy,et al.  CONOPS and autonomy recommendations for VTOL small unmanned aerial system based on Hurricane Katrina operations , 2009 .

[150]  N. Aouf,et al.  Robust cooperative UAV Visual SLAM , 2010, 2010 IEEE 9th International Conference on Cyberntic Intelligent Systems.

[151]  Jessie Y. C. Chen,et al.  Human Performance Issues and User Interface Design for Teleoperated Robots , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[152]  Herman Bruyninckx,et al.  Open robot control software: the OROCOS project , 2001, Proceedings 2001 ICRA. IEEE International Conference on Robotics and Automation (Cat. No.01CH37164).

[153]  H. Rezaee,et al.  Adaptive artificial potential field approach for obstacle avoidance of unmanned aircrafts , 2012, 2012 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM).

[154]  Miguel A. Olivares-Méndez,et al.  Monocular Visual-Inertial SLAM-Based Collision Avoidance Strategy for Fail-Safe UAV Using Fuzzy Logic Controllers , 2014, J. Intell. Robotic Syst..

[155]  Vijay Kumar,et al.  Mixed-integer quadratic program trajectory generation for heterogeneous quadrotor teams , 2012, 2012 IEEE International Conference on Robotics and Automation.

[156]  Jonathan P. How,et al.  Aircraft trajectory planning with collision avoidance using mixed integer linear programming , 2002, Proceedings of the 2002 American Control Conference (IEEE Cat. No.CH37301).

[157]  Greg Mori,et al.  HRI in the sky: Creating and commanding teams of UAVs with a vision-mediated gestural interface , 2013, 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[158]  Miguel A. Olivares-Mendez,et al.  UAS see-and-avoid strategy using a fuzzy logic controller optimized by Cross-Entropy in Scaling Factors and Membership Functions , 2013, 2013 International Conference on Unmanned Aircraft Systems (ICUAS).

[159]  H. Jin Kim,et al.  Nonlinear Model Predictive Formation Flight , 2009, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[160]  Stefan May,et al.  3D time-of-flight cameras for mobile robotics , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[161]  Antonio Sgorbissa,et al.  Real-time path generation for multicopters in environments with obstacles , 2016, 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

[162]  J. M. M. Montiel,et al.  ORB-SLAM: A Versatile and Accurate Monocular SLAM System , 2015, IEEE Transactions on Robotics.

[163]  Minh-Duc Hua,et al.  Introduction to feedback control of underactuated VTOLvehicles: A review of basic control design ideas and principles , 2013, IEEE Control Systems.

[164]  Yu Gu,et al.  A survey of optical flow techniques for UAV navigation applications , 2013, 2013 International Conference on Unmanned Aircraft Systems (ICUAS).

[165]  Katia Sycara,et al.  Levels of Automation for Human Influence of Robot Swarms , 2013 .

[166]  John J. Leonard,et al.  Past, Present, and Future of Simultaneous Localization and Mapping: Toward the Robust-Perception Age , 2016, IEEE Transactions on Robotics.

[167]  Tal Oron-Gilad,et al.  Tools and Techniques for MOMU (Multiple Operator Multiple UAV) Environments; an Operational Perspective , 2011 .

[168]  S. Rock,et al.  Passive GPS-Free Navigation for Small UAVs , 2005, 2005 IEEE Aerospace Conference.

[169]  Hugh F. Durrant-Whyte,et al.  Simultaneous Localization and Mapping with Sparse Extended Information Filters , 2004, Int. J. Robotics Res..

[170]  Andreas Birk,et al.  Fast and robust photomapping with an Unmanned Aerial Vehicle (UAV) , 2009, 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[171]  Sven Behnke,et al.  Multimodal obstacle detection and collision avoidance for micro aerial vehicles , 2013, 2013 European Conference on Mobile Robots.

[172]  Salah Sukkarieh,et al.  Tightly Coupled INS/GPS with Bias Estimation for UAV Applications , 2004 .

[173]  Yoram Koren,et al.  The vector field histogram-fast obstacle avoidance for mobile robots , 1991, IEEE Trans. Robotics Autom..

[174]  Alexander Zelinsky,et al.  Planning Paths of Complete Coverage of an Unstructured Environment by a Mobile Robot , 2007 .

[175]  Boleslaw K. Szymanski,et al.  Efficient and inefficient ant coverage methods , 2001, Annals of Mathematics and Artificial Intelligence.

[176]  Kil To Chong,et al.  Design convergent Dynamic Window Approach for quadrotor navigation , 2014 .

[177]  D.A. Lawrence,et al.  Lyapunov Guidance Vector Fields for Unmanned Aircraft Applications , 2007, 2007 American Control Conference.

[178]  Daniel Hein,et al.  An Integrated Rapid Mapping System for Disaster Management , 2017 .

[179]  David Hsu,et al.  Adaptive informative path planning in metric spaces , 2015, Int. J. Robotics Res..

[180]  Kenzo Nonami,et al.  Prospect and Recent Research & Development for Civil Use Autonomous Unmanned Aircraft as UAV and MAV , 2007 .

[181]  Seungkeun Kim,et al.  Three dimensional optimum controller for multiple UAV formation flight using behavior-based decentralized approach , 2007, 2007 International Conference on Control, Automation and Systems.

[182]  Richard M. Murray,et al.  Recent Research in Cooperative Control of Multivehicle Systems , 2007 .

[183]  Olivier Buffet,et al.  Self-Organization of Patrolling-Ant Algorithms , 2009, 2009 Third IEEE International Conference on Self-Adaptive and Self-Organizing Systems.

[184]  Adam R. Richardson,et al.  The effect of feedback training on distance estimation in virtual environments , 2005 .

[185]  Hans Utz,et al.  Miro - middleware for mobile robot applications , 2002, IEEE Trans. Robotics Autom..

[186]  Esther M. Arkin,et al.  Angewandte Mathematik Und Informatik Universit at Zu K Oln Approximation Algorithms for Lawn Mowing and Milling Ss Andor P.fekete Center for Parallel Computing Universitt at Zu Kk Oln D{50923 Kk Oln Germany Approximation Algorithms for Lawn Mowing and Milling , 2022 .

[187]  Frank Dellaert,et al.  Square Root SAM: Simultaneous Localization and Mapping via Square Root Information Smoothing , 2006, Int. J. Robotics Res..

[188]  Vijay Kumar,et al.  Minimum snap trajectory generation and control for quadrotors , 2011, 2011 IEEE International Conference on Robotics and Automation.

[189]  Elon Rimon,et al.  Competitive on-line coverage of grid environments by a mobile robot , 2003, Comput. Geom..

[190]  Robin R. Murphy,et al.  Cooperative Damage Inspection with Unmanned Surface Vehicle and Micro Unmanned Aerial Vehicle at Hurricane Wilma , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[191]  Guilherme V. Raffo,et al.  An integral predictive/nonlinear Hinfinity control structure for a quadrotor helicopter , 2010, Autom..

[192]  Zhou Chao,et al.  UAV Formation Flight Based on Nonlinear Model Predictive Control , 2012 .

[193]  Parikshit Maini,et al.  Path planning for a UAV with kinematic constraints in the presence of polygonal obstacles , 2016, 2016 International Conference on Unmanned Aircraft Systems (ICUAS).

[194]  Tucker R. Balch,et al.  Avoiding the past: a simple but effective strategy for reactive navigation , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[195]  Davide Scaramuzza,et al.  SVO: Fast semi-direct monocular visual odometry , 2014, 2014 IEEE International Conference on Robotics and Automation (ICRA).

[196]  Dongjin Lee,et al.  Standoff Target Tracking using a Vector Field for Multiple Unmanned Aircrafts , 2013, J. Intell. Robotic Syst..

[197]  Roland Siegwart,et al.  Solar Airplane Conceptual Design and Performance Estimation , 2011, J. Intell. Robotic Syst..

[198]  Randal W. Beard,et al.  Radar Odometry on Small Unmanned Aircraft , 2013 .

[199]  Antonio Barrientos,et al.  Aerial remote sensing in agriculture: A practical approach to area coverage and path planning for fleets of mini aerial robots , 2011, J. Field Robotics.

[200]  Frank Dellaert,et al.  Out-of-Core Bundle Adjustment for Large-Scale 3D Reconstruction , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[201]  Michael Jenkin,et al.  Robotic exploration as graph construction , 1991, IEEE Trans. Robotics Autom..

[202]  G. Lewis,et al.  Evaluating the Use of a Low-Cost Unmanned Aerial Vehicle Platform in Acquiring Digital Imagery for Emergency Response , 2007 .

[203]  Margarita Chli,et al.  Real-time mesh-based scene estimation for aerial inspection , 2016, IROS 2016.

[204]  Matthew Johnson-Roberson,et al.  Airborne smoothing and mapping using vision and inertial sensors , 2009, 2009 IEEE International Conference on Robotics and Automation.

[205]  Chau T. Ton,et al.  Adaptive Step-length RRT Algorithm for Improved Coverage , 2016 .

[206]  Elon Rimon,et al.  Spanning-tree based coverage of continuous areas by a mobile robot , 2004, Annals of Mathematics and Artificial Intelligence.

[207]  X. Li,et al.  Visual navigation in unmanned air vehicles with simultaneous location and mapping (SLAM) , 2014 .

[208]  Renato Zaccaria,et al.  3D path following with no bounds on the path curvature through surface intersection , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[209]  Ioannis M. Rekleitis,et al.  Optimal complete terrain coverage using an Unmanned Aerial Vehicle , 2011, 2011 IEEE International Conference on Robotics and Automation.

[210]  Pedro U. Lima,et al.  Perception-driven multi-robot formation control , 2013, 2013 IEEE International Conference on Robotics and Automation.

[211]  Perry Bradley,et al.  Miniature radar for mobile devices , 2013, 2013 IEEE High Performance Extreme Computing Conference (HPEC).

[212]  Salah Sukkarieh,et al.  Improving the real-time efficiency of inertial SLAM and understanding its observability , 2004, 2004 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (IEEE Cat. No.04CH37566).

[213]  Roland Siegwart,et al.  Designing, developing, and deploying systems to support human–robot teams in disaster response , 2014, Adv. Robotics.

[214]  Jur P. van den Berg,et al.  Kinodynamic RRT*: Asymptotically optimal motion planning for robots with linear dynamics , 2013, 2013 IEEE International Conference on Robotics and Automation.

[215]  E. J. Lefferts,et al.  Kalman Filtering for Spacecraft Attitude Estimation , 1982 .

[216]  J. Craighead,et al.  Use of Tethered Small Unmanned Aerial System at Berkman Plaza II Collapse , 2008, 2008 IEEE International Workshop on Safety, Security and Rescue Robotics.

[217]  Florent Lamiraux,et al.  Reactive path deformation for nonholonomic mobile robots , 2004, IEEE Transactions on Robotics.

[218]  Kalyanmoy Deb,et al.  Three-dimensional offline path planning for UAVs using multiobjective evolutionary algorithms , 2007, 2007 IEEE Congress on Evolutionary Computation.

[219]  Nando de Freitas,et al.  Rao-Blackwellised Particle Filtering for Dynamic Bayesian Networks , 2000, UAI.

[220]  Yuhui Shi,et al.  ?Hybrid Particle Swarm Optimization and Genetic Algorithm for Multi-UAV Formation Reconfiguration , 2013, IEEE Computational Intelligence Magazine.

[221]  Prasanna Velagapudi,et al.  Scaling effects for streaming video vs. static panorama in multirobot search , 2009, 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems.