University of Birmingham > Talks@bham > Artificial Intelligence and Natural Computation seminars > Planning Under Uncertainty and Robot Task Plan Performance Evaluation

Planning Under Uncertainty and Robot Task Plan Performance Evaluation

Add to your list(s) Download to your calendar using vCal

If you have a question about this talk, please contact Lars Kunze.

Speaker’s homepage: http://www.isr.tecnico.ulisboa.pt/~pal

Host: Dr Bruno Lacerda

Abstract:

My talk will be split in two parts. I will start by highlighting the research activities of the Intelligent Robots and Systems group that I coordinate at ISR /IST, illustrated by some short videos. Then I will switch to more focused material on formal approaches to planning under uncertainty and quantitative analysis of robot task plan performance. Robotics needs systematic approaches to task modeling and planning, supported by formal methods, so as to enable stating performance bounds and several properties of a plan to carry out a task. Despite their theoretical nature, such formal approaches are crucial to ensure practical (often non-intuitive) results when applied to real robot systems, that scale up well with the several dimensions (e.g., number of robots, state space size) of the problem at hand. In this talk I will cover research developed by past PhD students, showing our perspective on how to deal with some of these issues. Topics will include the use of i) Petri nets for qualitative and quantitative modeling and analysis of robot tasks, task plan representation and (supervised) execution; ii) (partially observable) Markov decision processes (POMDPs) to model and solve problems of sequential decision-making under uncertainty; and iii) a blending of the two previous approaches: event-driven asynchronous POMP Ds. Results of applying all these techniques to real systems composed of multiple networked mobile robots and static sensors will be shown.

Short Bio:

Pedro U. Lima (Ph.D., Associate Professor) received the Licenciatura (5 years) and M.Sc degrees in Electrical and Computer Engineering at Instituto Superior Técnico (IST) in 1984 and 1989, respectively, and the Ph.D. (1994) in Electrical Engineering at the Rensselaer Polytechnic Institute, NY, USA . Currently, he is a Professor at IST , Universidade de Lisboa, and a researcher of the Institute for Systems and Robotics (ISR), where he is the coordinator of the Intelligent Robots and Systems group. He is the co-author of two books, and member of the Editorial Board of the Elsevier’s Journal of Robotics and Autonomous Systems. His research interests lie in the areas of discrete event models of robot tasks and planning under uncertainty, with applications to networked robot systems. He has supervised successfully 16 PhD students since 2002, and currently (co-)supervises another 4 PhD students. Pedro Lima is a Trustee of the RoboCup Federation, and was the General Chair of RoboCup2004, held in Lisbon. He was President and founding member of the Portuguese Robotics Society, was National Delegate to EU and ESA Space Robotics programs and was awarded a 6-month Chair of Excellence at the Universidad Carlos III de Madrid, Spain in 2010. He has been very active in EU research projects and was the Coordinator of the FP7 Coordination Action RoCKIn and member of the Advisory Board of the Mohamed Bin Zayed International Robotics Challenge (MBZIRC), whose first edition will take place in the United Arab Emirates in February 2017. He has also been very active in the promotion of Science and Technology to the society, through the organization of Robotics events in Portugal, including the Portuguese Robotics Open since 2001.

This talk is part of the Artificial Intelligence and Natural Computation seminars series.

Tell a friend about this talk:

This talk is included in these lists:

Note that ex-directory lists are not shown.

 

Talks@bham, University of Birmingham. Contact Us | Help and Documentation | Privacy and Publicity.
talks@bham is based on talks.cam from the University of Cambridge.