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2019

Conference Publication

Learning to predict the wind for safe aerial vehicle planning

Achermann, Florian, Lawrance, Nicholas R. J., Ranftl, René, Dosovitskiy, Alexey, Chung, Jen Jen and Siegwart, Roland (2019). Learning to predict the wind for safe aerial vehicle planning. 2019 International Conference on Robotics and Automation (ICRA), Montreal, QC Canada, 20-24 May 2019. Piscataway, NJ USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/icra.2019.8793547

Learning to predict the wind for safe aerial vehicle planning

2019

Journal Article

Risk-aware graph search with dynamic edge cost discovery

Chung, Jen Jen, Smith, Andrew J., Skeele, Ryan and Hollinger, Geoffrey A. (2019). Risk-aware graph search with dynamic edge cost discovery. The International Journal of Robotics Research, 38 (2-3), 182-195. doi: 10.1177/0278364918781009

Risk-aware graph search with dynamic edge cost discovery

2019

Conference Publication

The impact of agent definitions and interactions on multiagent learning for coordination

Chung, Jen Jen, Miklic, Damjan, Sabattini, Lorenzo, Tumer, Kagan and Siegwart, Roland (2019). The impact of agent definitions and interactions on multiagent learning for coordination. 18th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS), Montreal, Canada, 13-17 May 2019. New York, NY, United States: Springer New York.

The impact of agent definitions and interactions on multiagent learning for coordination

2019

Conference Publication

Revisiting Boustrophedon coverage path planning as a generalized traveling salesman problem

Bähnemann, Rik, Lawrance, Nicholas, Chung, Jen Jen, Pantic, Michael, Siegwart, Roland and Nieto, Juan (2019). Revisiting Boustrophedon coverage path planning as a generalized traveling salesman problem. Field and Service Robotics, Tokyo, Japan, 29-31 August 2019. Gateway East, Singapore: Springer Nature Singapore. doi: 10.1007/978-981-15-9460-1_20

Revisiting Boustrophedon coverage path planning as a generalized traveling salesman problem

2018

Journal Article

Guest editorial: special issue on online decision making in multi-robot coordination

Chung, Jen Jen, Faigl, Jan and Hollinger, Geoffrey A. (2018). Guest editorial: special issue on online decision making in multi-robot coordination. Autonomous Robots, 42 (4), 687-689. doi: 10.1007/s10514-018-9720-y

Guest editorial: special issue on online decision making in multi-robot coordination

2018

Conference Publication

When less is more: reducing agent noise with probabilistically learning agents

Chung, Jen Jen, Chow, Scott and Tumer, Kagan (2018). When less is more: reducing agent noise with probabilistically learning agents. 17th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS), Stockholm, Sweden, 10-15 July 2018. New York, NY, United States: Association for Computing Machinery.

When less is more: reducing agent noise with probabilistically learning agents

2017

Conference Publication

Memory-augmented multi-robot teams that learn to adapt

Khadka, Shauharda, Chung, Jen Jen and Tumer, Kagan (2017). Memory-augmented multi-robot teams that learn to adapt. 2017 International Symposium on Multi-Robot and Multi-Agent Systems (MRS), Los Angeles, United States, 4-5 December 2017. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers . doi: 10.1109/mrs.2017.8250941

Memory-augmented multi-robot teams that learn to adapt

2017

Journal Article

Fast marching adaptive sampling

Lawrance, Nicholas R. J., Chung, Jen Jen and Hollinger, Geoffrey A. (2017). Fast marching adaptive sampling. IEEE Robotics and Automation Letters, 2 (2) 7812700, 696-703. doi: 10.1109/lra.2017.2651148

Fast marching adaptive sampling

2017

Conference Publication

Evolving memory-augmented neural architecture for deep memory problems

Khadka, Shauharda, Chung, Jen Jen and Turner, Kagan (2017). Evolving memory-augmented neural architecture for deep memory problems. Genetic and Evolutionary Computation Conference (GECCO), Berlin, Germany, 15-19 July 2017. New York, NY, United States: ACM. doi: 10.1145/3071178.3071346

Evolving memory-augmented neural architecture for deep memory problems

2016

Conference Publication

D++: structural credit assignment in tightly coupled multiagent domains

Rahmattalabi, Aida, Chung, Jen Jen, Colby, Mitchell and Tumer, Kagan (2016). D++: structural credit assignment in tightly coupled multiagent domains. https://espace.library.uq.edu.au/view/UQ:ed9e746, 9-14 October 2014, Daejeon, Korea. Piscataway, NJ USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/iros.2016.7759651

D++: structural credit assignment in tightly coupled multiagent domains

2016

Conference Publication

Local approximation of difference evaluation functions

Colby, Mitchell, Duchow-Pressley, Theodore, Chung, Jen Jen and Tumer, Kagan (2016). Local approximation of difference evaluation functions. 15th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), Singapore, Singapore, 9-10 May 2016. Richland, SC, United States: International Foundation for Autonomous Agents and Multiagent Systems.

Local approximation of difference evaluation functions

2015

Conference Publication

Learning to trick cost-based planners into cooperative behavior

Rebhuhn, Carrie, Skeele, Ryan, Chung, Jen Jen, Hollinger, Geoffrey A. and Tumer, Kagan (2015). Learning to trick cost-based planners into cooperative behavior. 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Hamburg, Germany, 28 September 2015-02 October 2015. Piscataway, NJ USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/iros.2015.7354036

Learning to trick cost-based planners into cooperative behavior

2015

Conference Publication

Implicit adaptive multi-robot coordination in dynamic environments

Colby, Mitchell, Chung, Jen Jen and Tumer, Kagan (2015). Implicit adaptive multi-robot coordination in dynamic environments. 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Hamburg, Germany, 28 September-2 October 2015. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers . doi: 10.1109/iros.2015.7354105

Implicit adaptive multi-robot coordination in dynamic environments

2015

Journal Article

Learning to soar: Resource-constrained exploration in reinforcement learning

Chung, Jen Jen, Lawrance, Nicholas R. J. and Sukkarieh, Salah (2015). Learning to soar: Resource-constrained exploration in reinforcement learning. The International Journal of Robotics Research, 34 (2), 158-172. doi: 10.1177/0278364914553683

Learning to soar: Resource-constrained exploration in reinforcement learning

2014

Other Outputs

Learning to soar: exploration strategies in reinforcement learning for resource-constrained missions

Chung, Jen Jen (2014). Learning to soar: exploration strategies in reinforcement learning for resource-constrained missions. PhD Thesis, Faculty of Engineering and Information Technologies, School of Aerospace, Mechanical and Mechatronic Engineering, The University of Sydney.

Learning to soar: exploration strategies in reinforcement learning for resource-constrained missions

2013

Conference Publication

Gaussian processes for informative exploration in reinforcement learning

Chung, Jen Jen, Lawrance, Nicholas R.J. and Sukkarieh, Salah (2013). Gaussian processes for informative exploration in reinforcement learning. IEEE International Conference on Robotics and Automation, Karlsruhe, Germany, 6-10 May 2013. Washington, DC, United States: IEEE Computer Society. doi: 10.1109/icra.2013.6630938

Gaussian processes for informative exploration in reinforcement learning

2012

Conference Publication

A new utility function for smooth transition between exploration and exploitation of a wind energy field

Chung, Jen Jen, Angel, Miguel, Soto, Trujillo and Sukkarieh, Salah (2012). A new utility function for smooth transition between exploration and exploitation of a wind energy field. IEEE International Conference on Intelligent Robots and Systems, Vilamoura-Algarve, Portugal, 7-12 October 2012. Piscataway, NJ, United States: IEEE. doi: 10.1109/iros.2012.6385736

A new utility function for smooth transition between exploration and exploitation of a wind energy field

2011

Conference Publication

First airborne trial of a UAV based optical locust tracker

Brooker, Graham, Randle, Jeremy, Attia, Muhammad Esa, Xu, Zhe, Abuhashim, Tariq, Kassir, Abdallah, Chung, Jen Jen, Sukkarieh, Salah, Tahir, Nazifa and Dickens, John (2011). First airborne trial of a UAV based optical locust tracker. 2011 Australasian Conference on Robotics and Automation, Melbourne, VIC, Australia, 7-9 December 2011.

First airborne trial of a UAV based optical locust tracker