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A Study on Multirobot Quantile Estimation in Natural Environments

A Study on Multirobot Quantile Estimation in Natural Environments
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Authors: Isabel M. Rayas Fernández, Christopher E. Denniston, Gaurav S. Sukhatme

Abstract— Quantiles of a natural phenomena can provide scientists with an important understanding of different spreads of concentrations. When there are several available robots, it may be advantageous to pool resources in a collaborative way to improve performance. A multirobot team can be difficult
to practically bring together and coordinate. To this end, we present a study across several axes of the impact of using multiple robots to estimate quantiles of a distribution of interest using an informative path planning formulation. We measure quantile estimation accuracy with increasing team
size to understand what benefits result from a multirobot approach in a drone exploration task of analyzing the algae concentration in lakes. We additionally perform an analysis on several parameters, including the spread of robot initial positions, the planning budget, and inter-robot communication, and find that while using more robots generally results in
lower estimation error, this benefit is achieved under certain conditions. We present our findings in the context of real field robotic applications and discuss the implications of the results and interesting directions for future work.


Reducing Network Load via Message Utility Estimation for Decentralized Multirobot Teams

Reducing Network Load via Message Utility Estimation for Decentralized Multirobot Teams
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Authors: Isabel M. Rayas Fernández, Christopher E. Denniston, Gaurav S. Sukhatme

Abstract— We are motivated by quantile estimation of algae concentration in lakes and how decentralized multirobot teams can effectively tackle this problem. We find that multirobot teams improve performance in this task over single robots, and communication-enabled teams further over communication-deprived teams; however, real robots are resource-constrained, and communication networks cannot support arbitrary message loads, making naive, constant information-sharing but also complex modeling and decision-making infeasible. With this in mind, we propose online, locally computable metrics for determining the utility of transmitting a given message to the other team members and a decision-theoretic approach that chooses to transmit only the most useful messages, using a decentralized and independent framework for maintaining beliefs of other teammates. We validate our approach in simulation on a real-world aquatic dataset, and we show that restricting communication via a utility estimation method based on the expected impact of a message on future teammate behavior results in a 42% decrease in network load while simultaneously decreasing quantile estimation error by 1.84%.


Cooperative Control for Target Tracking with Onboard Sensing – 2 drones in a string topology

Cooperative Control for Target Tracking with Onboard Sensing – 2 drones in a string topology
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We consider the cooperative control of a team of robots to estimate the position of a moving target using onboard sensing. In particular, we do not assume that the robot positions are known, but also estimate their positions using relative onboard sensing. Our probabilistic localization and control method takes into account the motion and sensing capabilities of the individual robots to minimize the expected future uncertainty of the target position. It reasons about multiple possible sensing topologies and incorporates an efficient topology switching technique to generate locally optimal controls in polynomial time complexity. Simulations show the performance of our approach and prove its flexibility to find suitable sensing topologies depending on the limited sensing capabilities of the robots and the movements of the target. Furthermore, we demonstrate the applicability of our method in various experiments with single and multiple quadrotor robots tracking a ground vehicle in an indoor environment.


ICRA 2011 – Cooperative Control of Autonomous Surface Vehicles for Oil Skimming and Cleanup

ICRA 2011 – Cooperative Control of Autonomous Surface Vehicles for Oil Skimming and Cleanup
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Cooperative Control of Autonomous Surface Vehicles for Oil Skimming and Cleanup.


Related Publications

Bhattacharya, Subhrajit; Heidarsson, Hordur Kristinn; Sukhatme, Gaurav S.; Kumar, Vijay: Cooperative control of autonomous surface vehicles for oil skimming and cleanup. IEEE International Conference on Robotics and Automation, ICRA 2011, Shanghai, China, 9-13 May 2011, pp. 2374-2379, IEEE, 2011

Collective Transport of Robots: Coherent, Minimalist Multi-Robot Leader Following

Collective Transport of Robots: Coherent, Minimalist Multi-Robot Leader Following
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Collective Transport of Robots: Emergent Flocking from Minimalist Multi-robot Leader-following: Create robots were fitted with Wii remotes and made to follow a person wearing some Infrared LED harness. The robots are unable to sense each other, but are able to communicate.


Related Publications

Gupta, Megha; Das, Jnaneshwar; Vieira, Marcos Augusto M.; Heidarsson, Hordur Kristinn; Vathsangam, Harshvardhan; Sukhatme, Gaurav S.: Collective transport of robots: Coherent, minimalist multi-robot leader-following. 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, October 11-15, 2009, St. Louis, MO, USA, pp. 5834-5840, IEEE, 2009

Multi-Robot Collaboration With Range Limited Communication

Multi-Robot Collaboration With Range Limited Communication
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Multi-Robot Collaboration with Range-Limited Communication: Experiments with Two Underactuated ASVs.


Related Publications

Arrichiello, Filippo; Das, Jnaneshwar; Heidarsson, Hordur Kristinn; Pereira, Arvind; Chiaverini, Stefano; Sukhatme, Gaurav S.: Multi-Robot Collaboration with Range-Limited Communication: Experiments with Two Underactuated ASVs. Howard, Andrew; Iagnemma, Karl; Kelly, Alonzo (Ed.): Field and Service Robotics, Results of the 7th International Conference, FSR 2009, Cambridge, Massachusetts, USA, 14-16 July 2009, pp. 443-453, Springer, 2009

Publications

A Study on Multirobot Quantile Estimation in Natural Environments.

Rayas Fernández, Isabel M.; Denniston, Christopher E.; Sukhatme, Gaurav S.: A Study on Multirobot Quantile Estimation in Natural Environments. CoRR abs/2303.03539, 2023
[PDF] [Video]

Reducing Network Load via Message Utility Estimation for Decentralized Multirobot Teams.

Rayas Fernández, Isabel M.; Denniston, Christopher E.; Sukhatme, Gaurav S.: Reducing Network Load via Message Utility Estimation for Decentralized Multirobot Teams. IEEE International Conference on Robotics and Automation (ICRA) 2023. Workshop on Communication Challenges in Multi-Robot Systems: Perception, Coordination, and Learning., 2023
[Video]

Reducing Network Load via Message Utility Estimation for Decentralized Multirobot Teams.

Rayas Fernández, Isabel M.; Denniston, Christopher E.; Sukhatme, Gaurav S.: Reducing Network Load via Message Utility Estimation for Decentralized Multirobot Teams. Submitted to MRS 2023, 2023
[PDF] [Video]

Decentralized Risk-Aware Tracking of Multiple Targets.

Liu, Jiazhen; Zhou, Lifeng; Ramachandran, Ragesh K.; Sukhatme, Gaurav S.; Kumar, Vijay: Decentralized Risk-Aware Tracking of Multiple Targets. CoRR, vol. abs/2208.02772, 2022

Adaptive and Risk-Aware Target Tracking for Robot Teams With Heterogeneous Sensors.

Mayya, Siddharth; Ramachandran, Ragesh K.; Zhou, Lifeng; Senthil, Vinay; Thakur, Dinesh; Sukhatme, Gaurav S.; Kumar, Vijay: Adaptive and Risk-Aware Target Tracking for Robot Teams With Heterogeneous Sensors. IEEE Robotics Autom. Lett., vol. 7, no. 2, pp. 5615-5622, 2022

Loop Closure Prioritization for Efficient and Scalable Multi-Robot SLAM.

Denniston, Christopher E.; Chang, Yun; Reinke, Andrzej; Ebadi, Kamak; Sukhatme, Gaurav S.; Carlone, Luca; Morrell, Benjamin; Agha-mohammadi, Ali-akbar: Loop Closure Prioritization for Efficient and Scalable Multi-Robot SLAM. IEEE Robotics Autom. Lett., vol. 7, no. 4, pp. 9651-9658, 2022

Resilient Monitoring in Heterogeneous Multi-Robot Systems Through Network Reconfiguration.

Ramachandran, Ragesh Kumar; Pierpaoli, Pietro; Egerstedt, Magnus; Sukhatme, Gaurav S.: Resilient Monitoring in Heterogeneous Multi-Robot Systems Through Network Reconfiguration. IEEE Trans. Robotics, vol. 38, no. 1, pp. 126-138, 2022

Introduction to the Special Section on Resilience in Networked Robotic Systems.

Prorok, Amanda; Kumar, Vijay; Sadler, Brian M.; Sukhatme, Gaurav S.: Introduction to the Special Section on Resilience in Networked Robotic Systems. IEEE Trans. Robotics, vol. 38, no. 1, pp. 2-4, 2022

Resilience in Multirobot Multitarget Tracking With Unknown Number of Targets Through Reconfiguration.

Ramachandran, Ragesh Kumar; Fronda, Nicole; Sukhatme, Gaurav S.: Resilience in Multirobot Multitarget Tracking With Unknown Number of Targets Through Reconfiguration. IEEE Trans. Control. Netw. Syst., vol. 8, no. 2, pp. 609-620, 2021

Resilience in multi-robot target tracking through reconfiguration.

Ramachandran, Ragesh K.; Fronda, Nicole; Sukhatme, Gaurav S.: Resilience in multi-robot target tracking through reconfiguration. 2020 IEEE International Conference on Robotics and Automation, ICRA 2020, Paris, France, May 31 - August 31, 2020, pp. 4551-4557, IEEE, 2020

Resilience in multi-robot multi-target tracking with unknown number of targets through reconfiguration.

Ramachandran, Ragesh K.; Fronda, Nicole; Sukhatme, Gaurav S.: Resilience in multi-robot multi-target tracking with unknown number of targets through reconfiguration. CoRR, vol. abs/2004.07197, 2020

Resilient Monitoring in Heterogeneous Multi-robot Systems through Network Reconfiguration.

Ramachandran, Ragesh K.; Pierpaoli, Pietro; Egerstedt, Magnus; Sukhatme, Gaurav S.: Resilient Monitoring in Heterogeneous Multi-robot Systems through Network Reconfiguration. CoRR, vol. abs/2008.01321, 2020

Pac-Man is Overkill.

Santos, Renato Fernando; Ramachandran, Ragesh K.; Vieira, Marcos Augusto M.; Sukhatme, Gaurav S.: Pac-Man is Overkill. IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2020, Las Vegas, NV, USA, October 24, 2020 - January 24, 2021, pp. 11652-11657, IEEE, 2020

Resilient Coverage: Exploring the Local-to-Global Trade-off.

Ramachandran, Ragesh K.; Zhou, Lifeng; Preiss, James A.; Sukhatme, Gaurav S.: Resilient Coverage: Exploring the Local-to-Global Trade-off. IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2020, Las Vegas, NV, USA, October 24, 2020 - January 24, 2021, pp. 11740-11747, IEEE, 2020

Resilience by Reconfiguration: Exploiting Heterogeneity in Robot Teams.

Ramachandran, Ragesh K.; Preiss, James A.; Sukhatme, Gaurav S.: Resilience by Reconfiguration: Exploiting Heterogeneity in Robot Teams. 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2019, Macau, SAR, China, November 3-8, 2019, pp. 6518-6525, IEEE, 2019

Resilience in multi-robot target tracking through reconfiguration.

Ramachandran, Ragesh K.; Fronda, Nicole; Sukhatme, Gaurav S.: Resilience in multi-robot target tracking through reconfiguration. CoRR, vol. abs/1910.01300, 2019

Resilient Coverage: Exploring the Local-to-Global Trade-off.

Ramachandran, Ragesh K.; Zhou, Lifeng; Sukhatme, Gaurav S.: Resilient Coverage: Exploring the Local-to-Global Trade-off. CoRR, vol. abs/1910.01917, 2019

Reliable Graphs for SLAM.

Khosoussi, Kasra; Giamou, Matthew; Sukhatme, Gaurav S.; Huang, Shoudong; Dissanayake, Gamini; How, Jonathan P.: Reliable Graphs for SLAM. Int. J. Robotics Res., vol. 38, no. 2-3, 2019

Coordinating multi-robot systems through environment partitioning for adaptive informative sampling.

Fung, Nicholas; III, John G. Rogers; Nieto, Carlos; Christensen, Henrik I.; Kemna, Stephanie; Sukhatme, Gaurav S.: Coordinating multi-robot systems through environment partitioning for adaptive informative sampling. International Conference on Robotics and Automation, ICRA 2019, Montreal, QC, Canada, May 20-24, 2019, pp. 3231-3237, IEEE, 2019

On-Line Coordination Tasks for Multi-robot Systems Using Adaptive Informative Sampling.

Nieto-Granda, Carlos; III, John G. Rogers; Fung, Nicholas; Kemna, Stephanie; Christensen, Henrik I.; Sukhatme, Gaurav S.: On-Line Coordination Tasks for Multi-robot Systems Using Adaptive Informative Sampling. Xiao, Jing; Krüger, Torsten; Khatib, Oussama (Ed.): Proceedings of the 2018 International Symposium on Experimental Robotics, ISER 2018, Buenos Aires, Argentina, November 5-8, 2018, pp. 318-327, Springer, 2018

Multi-robot coordination through dynamic Voronoi partitioning for informative adaptive sampling in communication-constrained environments.

Kemna, Stephanie; Rogers, John G.; Nieto-Granda, Carlos; Young, Stuart; Sukhatme, Gaurav S.: Multi-robot coordination through dynamic Voronoi partitioning for informative adaptive sampling in communication-constrained environments. 2017 IEEE International Conference on Robotics and Automation, ICRA 2017, Singapore, Singapore, May 29 - June 3, 2017, pp. 2124-2130, IEEE, 2017

Crazyswarm: A large nano-quadcopter swarm.

Preiss, James A.; Hünig, Wolfgang; Sukhatme, Gaurav S.; Ayanian, Nora: Crazyswarm: A large nano-quadcopter swarm. 2017 IEEE International Conference on Robotics and Automation, ICRA 2017, Singapore, Singapore, May 29 - June 3, 2017, pp. 3299-3304, IEEE, 2017

Occlusion-aware multi-robot 3D tracking.

Hausman, Karol; Kahn, Gregory; Patil, Sachin; Mþller, Jürg; Goldberg, Ken; Abbeel, Pieter; Sukhatme, Gaurav S.: Occlusion-aware multi-robot 3D tracking. 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2016, Daejeon, South Korea, October 9-14, 2016, pp. 1863-1870, IEEE, 2016

Designing Sparse Reliable Pose-Graph SLAM: A Graph-Theoretic Approach.

Khosoussi, Kasra; Sukhatme, Gaurav S.; Huang, Shoudong; Dissanayake, Gamini: Designing Sparse Reliable Pose-Graph SLAM: A Graph-Theoretic Approach. Goldberg, Ken; Abbeel, Pieter; Bekris, Kostas E.; Miller, Lauren (Ed.): Algorithmic Foundations of Robotics XII, Proceedings of the Twelfth Workshop on the Algorithmic Foundations of Robotics, WAFR 2016, San Francisco, California, USA, December 18-20, 2016, pp. 17-32, Springer, 2016

Self-calibrating multi-sensor fusion with probabilistic measurement validation for seamless sensor switching on a UAV.

Hausman, Karol; Weiss, Stephan; Brockers, Roland; Matthies, Larry H.; Sukhatme, Gaurav S.: Self-calibrating multi-sensor fusion with probabilistic measurement validation for seamless sensor switching on a UAV. Kragic, Danica; Bicchi, Antonio; Luca, Alessandro De (Ed.): 2016 IEEE International Conference on Robotics and Automation, ICRA 2016, Stockholm, Sweden, May 16-21, 2016, pp. 4289-4296, IEEE, 2016

Multiple Mobile Robot Systems.

Parker, Lynne E.; Rus, Daniela; Sukhatme, Gaurav S.: Multiple Mobile Robot Systems. Siciliano, Bruno; Khatib, Oussama (Ed.): Springer Handbook of Robotics, pp. 1335-1384, Springer, 2016

Redundantly rigid topologies in decentralized multi-agent networks.

Williams, Ryan K.; Gasparri, Andrea; Soffietti, Matteo; Sukhatme, Gaurav S.: Redundantly rigid topologies in decentralized multi-agent networks. 54th IEEE Conference on Decision and Control, CDC 2015, Osaka, Japan, December 15-18, 2015, pp. 6101-6108, IEEE, 2015

Structured sparse methods for active ocean observation systems with communication constraints.

Mitra, Urbashi; Choudhary, Sunav; Hover, Franz S.; Hummel, Robert; Kumar, Naveen; Narayanan, Shrikanth S.; Stojanovic, Milica; Sukhatme, Gaurav S.: Structured sparse methods for active ocean observation systems with communication constraints. IEEE Commun. Mag., vol. 53, no. 11, pp. 88-96, 2015

Observability in topology-constrained multi-robot target tracking.

Williams, Ryan K.; Sukhatme, Gaurav S.: Observability in topology-constrained multi-robot target tracking. IEEE International Conference on Robotics and Automation, ICRA 2015, Seattle, WA, USA, 26-30 May, 2015, pp. 1795-1801, IEEE, 2015

Active drifters: Towards a practical multi-robot system for ocean monitoring.

Molchanov, Artem; Breitenmoser, Andreas; Sukhatme, Gaurav S.: Active drifters: Towards a practical multi-robot system for ocean monitoring. IEEE International Conference on Robotics and Automation, ICRA 2015, Seattle, WA, USA, 26-30 May, 2015, pp. 545-552, IEEE, 2015

Rigidity-Preserving Team Partitions in Multiagent Networks.

Carboni, Daniela; Williams, Ryan K.; Gasparri, Andrea; Ulivi, Giovanni; Sukhatme, Gaurav S.: Rigidity-Preserving Team Partitions in Multiagent Networks. IEEE Trans. Cybern., vol. 45, no. 12, pp. 2640-2653, 2015

Decentralized and Parallel Constructions for Optimally Rigid Graphs in R2.

Gasparri, Andrea; Williams, Ryan K.; Priolo, Attilio; Sukhatme, Gaurav S.: Decentralized and Parallel Constructions for Optimally Rigid Graphs in R2. IEEE Trans. Mob. Comput., vol. 14, no. 11, pp. 2216-2228, 2015

Distributed Data Fusion for Multirobot Search.

Hollinger, Geoffrey A.; Yerramalli, Srinivas; Singh, Sanjiv; Mitra, Urbashi; Sukhatme, Gaurav S.: Distributed Data Fusion for Multirobot Search. IEEE Trans. Robotics, vol. 31, no. 1, pp. 55-66, 2015

Cooperative multi-robot control for target tracking with onboard sensing.

Hausman, Karol; Mþller, Jürg; Hariharan, Abishek; Ayanian, Nora; Sukhatme, Gaurav S.: Cooperative multi-robot control for target tracking with onboard sensing. Int. J. Robotics Res., vol. 34, no. 13, pp. 1660-1677, 2015

Cooperative Control for Target Tracking with Onboard Sensing.

Hausman, Karol; Mþller, Jürg; Hariharan, Abishek; Ayanian, Nora; Sukhatme, Gaurav S.: Cooperative Control for Target Tracking with Onboard Sensing. Hsieh, M. Ani; Khatib, Oussama; Kumar, Vijay (Ed.): Experimental Robotics - The 14th International Symposium on Experimental Robotics, ISER 2014, June 15-18, 2014, Marrakech and Essaouira, Morocco, pp. 879-892, Springer, 2014

Evaluating Network Rigidity in Realistic Systems: Decentralization, Asynchronicity, and Parallelization.

Williams, Ryan K.; Gasparri, Andrea; Priolo, Attilio; Sukhatme, Gaurav S.: Evaluating Network Rigidity in Realistic Systems: Decentralization, Asynchronicity, and Parallelization. IEEE Trans. Robotics, vol. 30, no. 4, pp. 950-965, 2014

Determining the Time Delay Between Inertial and Visual Sensor Measurements.

Kelly, Jonathan; Roy, Nicholas; Sukhatme, Gaurav S.: Determining the Time Delay Between Inertial and Visual Sensor Measurements. IEEE Trans. Robotics, vol. 30, no. 6, pp. 1514-1523, 2014

Locally constrained connectivity control in mobile robot networks.

Williams, Ryan K.; Sukhatme, Gaurav S.: Locally constrained connectivity control in mobile robot networks. 2013 IEEE International Conference on Robotics and Automation, Karlsruhe, Germany, May 6-10, 2013, pp. 901-906, IEEE, 2013

Decentralized generic rigidity evaluation in interconnected systems.

Williams, Ryan K.; Gasparri, Andrea; Priolo, Attilio; Sukhatme, Gaurav S.: Decentralized generic rigidity evaluation in interconnected systems. 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, Tokyo, Japan, November 3-7, 2013, pp. 5093-5099, IEEE, 2013

Mitigating multi-path fading in a mobile mesh network.

Vieira, Marcos Augusto M.; Taylor, Matthew E.; Tandon, Prateek; Jain, Manish; Govindan, Ramesh; Sukhatme, Gaurav S.; Tambe, Milind: Mitigating multi-path fading in a mobile mesh network. Ad Hoc Networks, vol. 11, no. 4, pp. 1510-1521, 2013

An autonomous Wireless Networked Robotics System for backbone deployment in highly-obstructed environments.

Vieira, Marcos Augusto M.; Govindan, Ramesh; Sukhatme, Gaurav S.: An autonomous Wireless Networked Robotics System for backbone deployment in highly-obstructed environments. Ad Hoc Networks, vol. 11, no. 7, pp. 1963-1974, 2013

Editorial.

Sadler, Brian M.; Rus, Daniela; Sukhatme, Gaurav S.: Editorial. Int. J. Robotics Res., vol. 32, no. 12, pp. 1361-1362, 2013

Environmental Sensing Using Land-Based Spectrally-Selective Cameras and a Quadcopter.

Das, Jnaneshwar; Evans, William C.; Minnig, Michael; Bahr, Alexander; Sukhatme, Gaurav S.; Martinoli, Alcherio: Environmental Sensing Using Land-Based Spectrally-Selective Cameras and a Quadcopter. Desai, Jaydev P.; Dudek, Gregory; Khatib, Oussama; Kumar, Vijay (Ed.): Experimental Robotics - The 13th International Symposium on Experimental Robotics, ISER 2012, June 18-21, 2012, QuØbec City, Canada, pp. 259-272, Springer, 2012

Probabilistic spatial mapping and curve tracking in distributed multi-agent systems.

Williams, Ryan K.; Sukhatme, Gaurav S.: Probabilistic spatial mapping and curve tracking in distributed multi-agent systems. IEEE International Conference on Robotics and Automation, ICRA 2012, 14-18 May, 2012, St. Paul, Minnesota, USA, pp. 1125-1130, IEEE, 2012

Towards mixed-initiative, multi-robot field experiments: Design, deployment, and lessons learned.

Das, Jnaneshwar; Maughan, Thom; McCann, Mike; Godin, Mike; O'Reilly, Tom; Messie, Monique; Bahr, Fred; Gomes, Kevin; Py, Frederic; Bellingham, James G.; Sukhatme, Gaurav S.; Rajan, Kanna: Towards mixed-initiative, multi-robot field experiments: Design, deployment, and lessons learned. 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2011, San Francisco, CA, USA, September 25-30, 2011, pp. 3132-3139, IEEE, 2011

Cooperative multi-agent inference over grid structured Markov random fields.

Williams, Ryan K.; Sukhatme, Gaurav S.: Cooperative multi-agent inference over grid structured Markov random fields. 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2011, San Francisco, CA, USA, September 25-30, 2011, pp. 4348-4353, IEEE, 2011

Distributed coordination and data fusion for underwater search.

Hollinger, Geoffrey A.; Yerramalli, Srinivas; Singh, Sanjiv; Mitra, Urbashi; Sukhatme, Gaurav S.: Distributed coordination and data fusion for underwater search. IEEE International Conference on Robotics and Automation, ICRA 2011, Shanghai, China, 9-13 May 2011, pp. 349-355, IEEE, 2011

Towards autonomous wireless backbone deployment in highly-obstructed environments.

Vieira, Marcos Augusto M.; Govindan, Ramesh; Sukhatme, Gaurav S.: Towards autonomous wireless backbone deployment in highly-obstructed environments. IEEE International Conference on Robotics and Automation, ICRA 2011, Shanghai, China, 9-13 May 2011, pp. 5369-5374, IEEE, 2011

Observability analysis of relative localization for AUVs based on ranging and depth measurements.

Antonelli, Gianluca; Arrichiello, Filippo; Chiaverini, Stefano; Sukhatme, Gaurav S.: Observability analysis of relative localization for AUVs based on ranging and depth measurements. IEEE International Conference on Robotics and Automation, ICRA 2010, Anchorage, Alaska, USA, 3-7 May 2010, pp. 4276-4281, IEEE, 2010

Towards marine bloom trajectory prediction for AUV mission planning.

Das, Jnaneshwar; Rajan, Kanna; Frolov, Sergey; Py, Frederic; Ryan, John P.; Caron, David A.; Sukhatme, Gaurav S.: Towards marine bloom trajectory prediction for AUV mission planning. IEEE International Conference on Robotics and Automation, ICRA 2010, Anchorage, Alaska, USA, 3-7 May 2010, pp. 4784-4790, IEEE, 2010

USC CINAPS Builds Bridges.

Smith, Ryan N.; Das, Jnaneshwar; Heidarsson, Hordur Kristinn; Pereira, Arvind; Arrichiello, Filippo; Cetnic, Ivona; Darjany, Lindsay; Garneau, Marie-Eve; Howard, Meredith; Oberg, Carl; Ragan, Matthew; Seubert, Erica; Smith, Ellen C.; Stauffer, Beth; Schnetzer, Astrid; Toro-Farmer, Gerardo; Caron, David A.; Jones, Burton H.; Sukhatme, Gaurav S.: USC CINAPS Builds Bridges. IEEE Robotics Autom. Mag., vol. 17, no. 1, pp. 20-30, 2010

A General Framework for Temporal Calibration of Multiple Proprioceptive and Exteroceptive Sensors.

Kelly, Jonathan; Sukhatme, Gaurav S.: A General Framework for Temporal Calibration of Multiple Proprioceptive and Exteroceptive Sensors. Khatib, Oussama; Kumar, Vijay; Sukhatme, Gaurav S. (Ed.): Experimental Robotics - The 12th International Symposium on Experimental Robotics, ISER 2010, December 18-21, 2010, New Delhi and Agra, India, pp. 195-209, Springer, 2010

Distributed coverage control for mobile sensors with location-dependent sensing models.

Deshpande, Ajay; Poduri, Sameera; Rus, Daniela; Sukhatme, Gaurav S.: Distributed coverage control for mobile sensors with location-dependent sensing models. 2009 IEEE International Conference on Robotics and Automation, ICRA 2009, Kobe, Japan, May 12-17, 2009, pp. 2344-2349, IEEE, 2009

Relative bearing estimation from commodity radios.

Dantu, Karthik; Goyal, Prakhar; Sukhatme, Gaurav S.: Relative bearing estimation from commodity radios. 2009 IEEE International Conference on Robotics and Automation, ICRA 2009, Kobe, Japan, May 12-17, 2009, pp. 3871-3877, IEEE, 2009

Collective transport of robots: Coherent, minimalist multi-robot leader-following.

Gupta, Megha; Das, Jnaneshwar; Vieira, Marcos Augusto M.; Heidarsson, Hordur Kristinn; Vathsangam, Harshvardhan; Sukhatme, Gaurav S.: Collective transport of robots: Coherent, minimalist multi-robot leader-following. 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, October 11-15, 2009, St. Louis, MO, USA, pp. 5834-5840, IEEE, 2009

Minimizing sum distortion for static and mobile fusion center placement in underwater sensor networks.

Vedantam, Satish; Mitra, Urbashi; Sukhatme, Gaurav S.; Arrichiello, Filippo: Minimizing sum distortion for static and mobile fusion center placement in underwater sensor networks. Govindan, Ramesh; Stły, Kasper (Ed.): 2nd International ICST Conference on Robot Communication and Coordination, ROBOCOMM 2009, Odense, Denmark, March 31 - April 2, 2009, pp. 1-6, ICST/IEEE, 2009

Effects of underwater communication constraints on the control of marine robot teams.

Arrichiello, Filippo; Liu, Daniel N.; Yerramalli, Srinivas; Pereira, Arvind; Das, Jnaneshwar; Mitra, Urbashi; Sukhatme, Gaurav S.: Effects of underwater communication constraints on the control of marine robot teams. Govindan, Ramesh; Stły, Kasper (Ed.): 2nd International ICST Conference on Robot Communication and Coordination, ROBOCOMM 2009, Odense, Denmark, March 31 - April 2, 2009, pp. 1-8, ICST/IEEE, 2009

A Communication Framework for Cost-Effective Operation of AUVs in Coastal Regions.

Pereira, Arvind; Heidarsson, Hordur Kristinn; Oberg, Carl; Caron, David A.; Jones, Burton H.; Sukhatme, Gaurav S.: A Communication Framework for Cost-Effective Operation of AUVs in Coastal Regions. Howard, Andrew; Iagnemma, Karl; Kelly, Alonzo (Ed.): Field and Service Robotics, Results of the 7th International Conference, FSR 2009, Cambridge, Massachusetts, USA, 14-16 July 2009, pp. 433-442, Springer, 2009

Using Local Geometry for Tunable Topology Control in Sensor Networks.

Poduri, Sameera; Pattem, Sundeep; Krishnamachari, Bhaskar; Sukhatme, Gaurav S.: Using Local Geometry for Tunable Topology Control in Sensor Networks. IEEE Trans. Mob. Comput., vol. 8, no. 2, pp. 218-230, 2009

Partially observed distance mapping for cooperative multi-robot localization.

Je, Hong-Mo; Sukhatme, Gaurav S.; Kim, Daijin: Partially observed distance mapping for cooperative multi-robot localization. Intell. Serv. Robotics, vol. 2, no. 1, pp. 1-8, 2009

Visual-inertial simultaneous localization, mapping and sensor-to-sensor self-calibration.

Kelly, Jonathan; Sukhatme, Gaurav S.: Visual-inertial simultaneous localization, mapping and sensor-to-sensor self-calibration. Proceedings of the IEEE International Symposium on Computational Intelligence in Robotics and Automation, CIRA 2009, 15-18 December 2009, Daejeon, Korea, pp. 360-368, IEEE, 2009

Multi-robot task allocation through vacancy chain scheduling.

Dahl, Torbjłrn S.; Mataric, Maja J.; Sukhatme, Gaurav S.: Multi-robot task allocation through vacancy chain scheduling. Robotics Auton. Syst., vol. 57, no. 6-7, pp. 674-687, 2009

A framework for multi-robot node coverage in sensor networks.

Gasparri, Andrea; Krishnamachari, Bhaskar; Sukhatme, Gaurav S.: A framework for multi-robot node coverage in sensor networks. Ann. Math. Artif. Intell., vol. 52, no. 2-4, pp. 281-305, 2008

Autonomous biconnected networks of mobile robots.

Butterfield, Jesse; Dantu, Karthik; Gerkey, Brian P.; Jenkins, Odest Chadwicke; Sukhatme, Gaurav S.: Autonomous biconnected networks of mobile robots. Karl, Holger; Westhoff, Dirk (Ed.): 6th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks and Workshops, WIOPT 2008, March 31 - April 4, 2008, Berlin, Germany, pp. 640-646, IEEE, 2008

Networked Robots.

Kumar, Vijay; Rus, Daniela; Sukhatme, Gaurav S.: Networked Robots. Siciliano, Bruno; Khatib, Oussama (Ed.): Springer Handbook of Robotics, pp. 943-958, Springer, 2008

Latency Analysis of Coalescence for Robot Groups.

Poduri, Sameera; Sukhatme, Gaurav S.: Latency Analysis of Coalescence for Robot Groups. 2007 IEEE International Conference on Robotics and Automation, ICRA 2007, 10-14 April 2007, Roma, Italy, pp. 3295-3300, IEEE, 2007

Adaptive Sampling for Estimating a Scalar Field using a Robotic Boat and a Sensor Network.

Zhang, Bin; Sukhatme, Gaurav S.: Adaptive Sampling for Estimating a Scalar Field using a Robotic Boat and a Sensor Network. 2007 IEEE International Conference on Robotics and Automation, ICRA 2007, 10-14 April 2007, Roma, Italy, pp. 3673-3680, IEEE, 2007

Localization and Mapping in Urban Environments Using Mobile Robots.

Wolf, Denis Fernando; Sukhatme, Gaurav S.: Localization and Mapping in Urban Environments Using Mobile Robots. J. Braz. Comput. Soc., vol. 13, no. 4, pp. 69-80, 2007

Human assisted robotic team campaigns for aquatic monitoring.

Singh, Amarjeet; Stealey, Michael J.; Chen, Victor; Kaiser, William J.; Batalin, Maxim A.; Lam, Yeung; Zhang, Bin; Dhariwal, Amit; Oberg, Carl; Pereira, Arvind; Sukhatme, Gaurav S.; Stauffer, Beth; Moorthi, Stefanie; Caron, David A.; Hansen, Mark H.: Human assisted robotic team campaigns for aquatic monitoring. J. Field Robotics, vol. 24, no. 11-12, pp. 969-989, 2007

Adaptive teams of autonomous aerial and ground robots for situational awareness.

Hsieh, M. Ani; Cowley, Anthony; Keller, James F.; Chaimowicz, Luiz; Grocholsky, Ben; Kumar, Vijay; Taylor, Camillo J.; Endo, Yoichiro; Arkin, Ronald C.; Jung, Boyoon; Wolf, Denis F.; Sukhatme, Gaurav S.; MacKenzie, Douglas C.: Adaptive teams of autonomous aerial and ground robots for situational awareness. J. Field Robotics, vol. 24, no. 11-12, pp. 991-1014, 2007

AMBROSia: An Autonomous Model-Based Reactive Observing System.

Caron, David A.; Das, Abhimanyu; Dhariwal, Amit; Golubchik, Leana; Govindan, Ramesh; Kempe, David; Oberg, Carl; Sharma, Abhishek B.; Stauffer, Beth; Sukhatme, Gaurav S.; Zhang, Bin: AMBROSia: An Autonomous Model-Based Reactive Observing System. Shi, Yong; Albada, G. Dick; Dongarra, Jack J.; Sloot, Peter M. A. (Ed.): Computational Science - ICCS 2007, 7th International Conference Beijing, China, May 27-30, 2007, Proceedings, Part I, pp. 995-1001, Springer, 2007

Achieving connectivity through coalescence in mobile robot networks.

Poduri, Sameera; Sukhatme, Gaurav S.: Achieving connectivity through coalescence in mobile robot networks. Winfield, Alan F. T.; Redi, Jason (Ed.): Proceedings of the 1st International Conference on Robot Communication and Coordination, ROBOCOMM 2007, Athens, Greece, October 15-17, 2007, pp. 4, ICST/ACM, 2007

Surrounding Nodes in Coordinate-Free Networks.

Ghrist, Robert; Lipsky, David; Poduri, Sameera; Sukhatme, Gaurav S.: Surrounding Nodes in Coordinate-Free Networks. Akella, Srinivas; Amato, Nancy M.; Huang, Wesley H.; Mishra, Bud (Ed.): Algorithmic Foundation of Robotics VII, Selected Contributions of the Seventh International Workshop on the Algorithmic Foundations of Robotics, WAFR 2006, July 16-18, 2006, New York, NY, USA, pp. 409-424, Springer, 2006

A Generic Multi-scale Modeling Framework for Reactive Observing Systems: An Overview.

Golubchik, Leana; Caron, David A.; Das, Abhimanyu; Dhariwal, Amit; Govindan, Ramesh; Kempe, David; Oberg, Carl; Sharma, Abhishek B.; Stauffer, Beth; Sukhatme, Gaurav S.; Zhang, Bin: A Generic Multi-scale Modeling Framework for Reactive Observing Systems: An Overview. Alexandrov, Vassil N.; Albada, G. Dick; Sloot, Peter M. A.; Dongarra, Jack J. (Ed.): Computational Science - ICCS 2006, 6th International Conference, Reading, UK, May 28-31, 2006, Proceedings, Part III, pp. 514-521, Springer, 2006

Virtual high-resolution for sensor networks.

Kansal, Aman; Kaiser, William J.; Pottie, Gregory J.; Srivastava, Mani B.; Sukhatme, Gaurav S.: Virtual high-resolution for sensor networks. Campbell, Andrew T.; Bonnet, Philippe; Heidemann, John S. (Ed.): Proceedings of the 4th International Conference on Embedded Networked Sensor Systems, SenSys 2006, Boulder, Colorado, USA, October 31 - November 3, 2006, pp. 43-56, ACM, 2006

Cooperative Multi-robot Target Tracking.

Jung, Boyoon; Sukhatme, Gaurav S.: Cooperative Multi-robot Target Tracking. Gini, Maria L.; Voyles, Richard M. (Ed.): Distributed Autonomous Robotic Systems 7, Proceedings of the 8th International Symposium on Distributed Autonomous Robotic Systems, DARS 2006, Minneapolis, Minnesota, USA, 2006, pp. 81-90, Springer, 2006

Experiments with a Large Heterogeneous Mobile Robot Team: Exploration, Mapping, Deployment and Detection.

Howard, Andrew; Parker, Lynne E.; Sukhatme, Gaurav S.: Experiments with a Large Heterogeneous Mobile Robot Team: Exploration, Mapping, Deployment and Detection. Int. J. Robotics Res., vol. 25, no. 5-6, pp. 431-447, 2006

Multirobot Simultaneous Localization and Mapping Using Manifold Representations.

Howard, Andrew; Sukhatme, Gaurav S.; Mataric, Maja J.: Multirobot Simultaneous Localization and Mapping Using Manifold Representations. Proc. IEEE, vol. 94, no. 7, pp. 1360-1369, 2006

Adaptive sampling for environmental field estimation using robotic sensors.

Rahimi, Mohammad H.; Hansen, Mark H.; Kaiser, William J.; Sukhatme, Gaurav S.; Estrin, Deborah: Adaptive sampling for environmental field estimation using robotic sensors. 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems, Edmonton, Alberta, Canada, August 2-6, 2005, pp. 3692-3698, IEEE, 2005

Mobile Robot Simultaneous Localization and Mapping in Dynamic Environments.

Wolf, Denis F.; Sukhatme, Gaurav S.: Mobile Robot Simultaneous Localization and Mapping in Dynamic Environments. Auton. Robots, vol. 19, no. 1, pp. 53-65, 2005

Coordinated Static and Mobile Sensing for Environmental Monitoring.

Pon, Richard; Batalin, Maxim A.; Chen, Victor; Kansal, Aman; Liu, Duo; Rahimi, Mohammad H.; Shirachi, Lisa; Somasundra, Arun; Yu, Yan; Hansen, Mark H.; Kaiser, William J.; Srivastava, Mani B.; Sukhatme, Gaurav S.; Estrin, Deborah: Coordinated Static and Mobile Sensing for Environmental Monitoring. Prasanna, Viktor K.; Iyengar, S. Sitharama; Spirakis, Paul G.; Welsh, Matt (Ed.): Distributed Computing in Sensor Systems, First IEEE International Conference, DCOSS 2005, Marina del Rey, CA, USA, June 30 - July 1, 2005, Proceedings, pp. 403-405, Springer, 2005

Networked Infomechanical Systems (NIMS) for Ambient Intelligence.

Kaiser, William J.; Pottie, Gregory J.; Srivastava, Mani B.; Sukhatme, Gaurav S.; Villasenor, John D.; Estrin, Deborah: Networked Infomechanical Systems (NIMS) for Ambient Intelligence. Weber, Werner; Rabaey, Jan M.; Aarts, Emile H. L. (Ed.): Ambient Intelligence, pp. 83-113, Springer, 2005

Detecting anomalous human interactions using laser range-finders.

Panangadan, Anand; Mataric, Maja J.; Sukhatme, Gaurav S.: Detecting anomalous human interactions using laser range-finders. 2004 IEEE/RSJ International Conference on Intelligent Robots and Systems, Sendai, Japan, September 28 - October 2, 2004, pp. 2136-2141, IEEE, 2004

Identifying Human Interactions in Indoor Environments.

Panangadan, Anand; Mataric, Maja J.; Sukhatme, Gaurav S.: Identifying Human Interactions in Indoor Environments. 3rd International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2004), 19-23 August 2004, New York, NY, USA, pp. 1308-1309, IEEE Computer Society, 2004

Emergent Robot Differentiation for Distributed Multi-Robot Task Allocation.

Dahl, Torbjłrn S.; Mataric, Maja J.; Sukhatme, Gaurav S.: Emergent Robot Differentiation for Distributed Multi-Robot Task Allocation. Alami, Rachid; Chatila, Raja; Asama, Hajime (Ed.): Distributed Autonomous Robotic Systems 6, Proceedings of the 7th International Symposium on Distributed Autonomous Robotic Systems, DARS 2004, Toulouse, France, June 23-25, 2004, pp. 201-210, Springer, 2004

Lateral and Longitudinal Stability for Decentralized Formation Control.

Naffin, David J.; Akar, Mehmet; Sukhatme, Gaurav S.: Lateral and Longitudinal Stability for Decentralized Formation Control. Alami, Rachid; Chatila, Raja; Asama, Hajime (Ed.): Distributed Autonomous Robotic Systems 6, Proceedings of the 7th International Symposium on Distributed Autonomous Robotic Systems, DARS 2004, Toulouse, France, June 23-25, 2004, pp. 443-452, Springer, 2004

The SDR Experience: Experiments with a Large-Scale Heterogeneous Mobile Robot Team.

Howard, Andrew; Parker, Lynne E.; Sukhatme, Gaurav S.: The SDR Experience: Experiments with a Large-Scale Heterogeneous Mobile Robot Team. Jr., Marcelo H. Ang; Khatib, Oussama (Ed.): Experimental Robotics IX, The 9th International Symposium on Experimental Robotics [ISER 2004, Singapore, 18.-21. June 2004], pp. 121-130, Springer, 2004

Deployment and Connectivity Repair of a Sensor Net with a Flying Robot.

Corke, Peter I.; Hrabar, Stefan; Peterson, Ronald A.; Rus, Daniela; Saripalli, Srikanth; Sukhatme, Gaurav S.: Deployment and Connectivity Repair of a Sensor Net with a Flying Robot. Jr., Marcelo H. Ang; Khatib, Oussama (Ed.): Experimental Robotics IX, The 9th International Symposium on Experimental Robotics [ISER 2004, Singapore, 18.-21. June 2004], pp. 333-343, Springer, 2004

Ad-Hoc Localization Using Ranging and Sectoring.

Chintalapudi, Krishna; Govindan, Ramesh; Sukhatme, Gaurav S.; Dhariwal, Amit: Ad-Hoc Localization Using Ranging and Sectoring. Proceedings IEEE INFOCOM 2004, The 23rd Annual Joint Conference of the IEEE Computer and Communications Societies, Hong Kong, China, March 7-11, 2004, pp. 2662-2672, IEEE, 2004

Online Simultaneous Localization and Mapping in Dynamic Environments.

Wolf, Denis F.; Sukhatme, Gaurav S.: Online Simultaneous Localization and Mapping in Dynamic Environments. Proceedings of the 2004 IEEE International Conference on Robotics and Automation, ICRA 2004, April 26 - May 1, 2004, New Orleans, LA, USA, pp. 1301-1307, IEEE, 2004

Using a Sensor Network for Distributed Multi-robot Task Allocation.

Batalin, Maxim A.; Sukhatme, Gaurav S.: Using a Sensor Network for Distributed Multi-robot Task Allocation. Proceedings of the 2004 IEEE International Conference on Robotics and Automation, ICRA 2004, April 26 - May 1, 2004, New Orleans, LA, USA, pp. 158-164, IEEE, 2004

Constrained Coverage for Mobile Sensor Networks.

Poduri, Sameera; Sukhatme, Gaurav S.: Constrained Coverage for Mobile Sensor Networks. Proceedings of the 2004 IEEE International Conference on Robotics and Automation, ICRA 2004, April 26 - May 1, 2004, New Orleans, LA, USA, pp. 165-171, IEEE, 2004

A Generalized Region-based Approach for Multi-target Tracking in Outdoor Environments.

Jung, Boyoon; Sukhatme, Gaurav S.: A Generalized Region-based Approach for Multi-target Tracking in Outdoor Environments. Proceedings of the 2004 IEEE International Conference on Robotics and Automation, ICRA 2004, April 26 - May 1, 2004, New Orleans, LA, USA, pp. 2189-2195, IEEE, 2004

A Multi-robot Approach to Stealthy Navigation in the Presence of an Observer.

Tews, Ashley; Sukhatme, Gaurav S.; Mataric, Maja J.: A Multi-robot Approach to Stealthy Navigation in the Presence of an Observer. Proceedings of the 2004 IEEE International Conference on Robotics and Automation, ICRA 2004, April 26 - May 1, 2004, New Orleans, LA, USA, pp. 2379-2385, IEEE, 2004

Adaptive Sampling for Environmental Robotics.

Rahimi, Mohammad H.; Pon, Richard; Kaiser, William J.; Sukhatme, Gaurav S.; Estrin, Deborah; Srivastava, Mani B.: Adaptive Sampling for Environmental Robotics. Proceedings of the 2004 IEEE International Conference on Robotics and Automation, ICRA 2004, April 26 - May 1, 2004, New Orleans, LA, USA, pp. 3537-3544, IEEE, 2004

Coverage, Exploration and Deployment by a Mobile Robot and Communication Network.

Batalin, Maxim A.; Sukhatme, Gaurav S.: Coverage, Exploration and Deployment by a Mobile Robot and Communication Network. Telecommun. Syst., vol. 26, no. 2-4, pp. 181-196, 2004

Performance and Co-Presence in Heterogeneous Haptic Collaboration.

McLaughlin, Margaret; Sukhatme, Gaurav S.; Peng, Wei; Zhu, Weirong; Parks, Jacob: Performance and Co-Presence in Heterogeneous Haptic Collaboration. 11th International Symposium on Haptic Interfaces for Virtual Environment and Teleoperator Systems (HAPTICS 2003), 22-23 March 2003, Los Angeles, CA, USA, Proceedings, pp. 285, IEEE Computer Society, 2003

Sensor network-based multi-robot task allocation.

Batalin, Maxim A.; Sukhatme, Gaurav S.: Sensor network-based multi-robot task allocation. 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems, Las Vegas, Nevada, USA, October 27 - November 1, 2003, pp. 1939-1944, IEEE, 2003

Contour detection using actuated sensor networks.

Dantu, Karthik; Sukhatme, Gaurav S.: Contour detection using actuated sensor networks. Akyildiz, Ian F.; Estrin, Deborah; Culler, David E.; Srivastava, Mani B. (Ed.): Proceedings of the 1st International Conference on Embedded Networked Sensor Systems, SenSys 2003, Los Angeles, California, USA, November 5-7, 2003, pp. 310-311, ACM, 2003

Sensor network as a distributed manager for multi-robot task allocation.

Batalin, Maxim A.; Sukhatme, Gaurav S.: Sensor network as a distributed manager for multi-robot task allocation. Akyildiz, Ian F.; Estrin, Deborah; Culler, David E.; Srivastava, Mani B. (Ed.): Proceedings of the 1st International Conference on Embedded Networked Sensor Systems, SenSys 2003, Los Angeles, California, USA, November 5-7, 2003, pp. 320-321, ACM, 2003