Abstract
The newly established cluster of excellence CoTeSys investigates the realization of cognitive capabilities such as perception, learning, reasoning, planning, and execution for technical systems including humanoid robots, flexible manufacturing systems, and autonomous vehicles. In this paper we describe cognitive technical systems using a sensor-equipped kitchen with a robotic assistant as an example. We will particularly consider the role of Artificial Intelligence in the research enterprise.
Key research foci of Artificial Intelligence research in CoTeSys include (∘) symbolic representations grounded in perception and action, (∘) first-order probabilistic representations of actions, objects, and situations, (∘) reasoning about objects and situations in the context of everyday manipulation tasks, and (∘) the representation and revision of robot plans for everyday activity.
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Buss, M., Beetz, M., Wollherr, D.: CoTeSys — cognition for technical systems. In: HAM. Proceedings of the 4th COE Workshop on Human Adaptive Mechatronics (2007)
Brachman, R.: Systems that know what they’re doing. IEEE Intelligent Systems, 67–71 (November/December 2002)
Zäh, M.F., Lau, C., Wiesbeck, M., Ostgathe, M., Vogl, W.: Towards the cognitive factory. In: CARV 2007. Proceedings of the 2nd International Conference on Changeable, Agile, Reconfigurable and Virtual Production (2007)
Ott, C., Eiberger, O., Friedl, W., Bauml, B., Hillenbrand, U., Borst, C., Albu-Schaffer, A., Brunner, B., Hirschmuller, H., Kielhofer, S., Konietschke, R., Suppa, M., Wimbock, T., Zacharias, F., Hirzinger, G.: A humanoid two-arm system for dexterous manipulation. In: Proceedings of the 6th IEEE-RAS International Conference on Humanoid Robots, IEEE Computer Society Press, Los Alamitos (2006)
Ott, C., Eiberger, O., Friedl, W., Bäuml, B., Hillenbrand, U., Borst, C., Albu-Schäffer, A., Brunner, B., Hirschmüller, H., Kielhöfer, S., Konietschke, R., Suppa, M., Wimböck, T., Zacharias, F., Hirzinger, G.: A humanoid two-arm system for dexterous manipulation. In: IEEE-RAS International Conference on Humanoid Robots, pp. 276–283. IEEE Computer Society Press, Los Alamitos (2006)
Zacharias, F., Borst, C., Hirzinger, G.: Bridging the gap between task planning and path planning. In: Proceedings of IROS 2006. The IEEE International Conference on Intelligent Robots and Systems, Beijing, China, pp. 4490–4495. IEEE Computer Society Press, Los Alamitos (2006)
Ulbrich, H., Buschmann, T., Lohmeier, S.: Development of the humanoid robot LOLA. Journal of Applied Mechanics and Materials 5(6), 529–539 (2006)
Lohmeier, S., Buschmann, T., Ulbrich, H., Pfeiffer, F.: Modular joint design for a performance enhanced humanoid robot. In: ICRA. Proceedings of the 2006 IEEE Int. Conf. Rob. Aut., Orlando, USA, pp. 88–93. IEEE Computer Society Press, Los Alamitos (2006)
Gienger, M., Löffler, K., Pfeiffer, F.: Design and realization of jogging Johnnie. In: CISM Courses and Lectures (2002)
Buss, M., Hardt, M., Kiener, J., Sobotka, M., Stelzer, M., von Stryk, O., Wollherr, D.: Towards an autonomous, humanoid, and dynamically walking robot: Modelling, optimal trajectory planning, hardware architecture, and experiments. In: Proceedings of the IEEE/RAS International Conference on Humanoid Robots, Karlsruhe, Germany (2003)
Wollherr, D., Buss, M., Hardt, M., von Stryk, O.: Research and development towards an autonomous biped walking robot. In: AIM 2003. Proceedings of the IEEE/ASME International Conference on Advanced Intelligent Mechatronics, Kobe, Japan, pp. 968–973 (2003)
Sobotka, M., Wollherr, D., Buss, M.: A jacobian method for online modification of precalculated gait trajectories. In: Proceedings of the 6th International Conference on Climbing and Walking Robots, Catania, Italy, pp. 435–442 (2003)
Beetz, M., Bandouch, J., Kirsch, A., Maldonado, A., Müller, A., Rusu, R.B.: The assistive kitchen — a demonstration scenario for cognitive technical systems. In: Proceedings of the 4th COE Workshop on Human Adaptive Mechatronics (HAM) (2007)
Doherty, P., Granlund, G., Kuchcinski, K., Sandewall, E., Nordberg, K., Skarman, E., Wiklund, J.: The WITAS unmanned aerial vehicle project. In: ECAI 2000. Proc. of the European Conference on Artificial Intelligence (2000)
Muscettola, N., Nayak, P.P., Pell, B., Williams, B.: Remote Agent: To boldly go where no AI system has gone before. Artificial Intelligence 103, 5–48 (1998)
Thrun, S., Beetz, M., Bennewitz, M., Cremers, A., Dellaert, F., Fox, D., Hähnel, D., Rosenberg, C., Roy, N., Schulte, J., Schulz, D.: Probabilistic algorithms and the interactive museum tour-guide robot Minerva. International Journal of Robotics Research (2000)
Thrun, S., Montemerlo, M., Dahlkamp, H., Stavens, D., Aron, A., Diebel, J., Fong, P., Gale, J., Halpenny, M., Hoffmann, G., Lau, K., Oakley, C., Palatucci, M., Pratt, V., Stang, P., Strohband, S., Dupont, C., Jendrossek, L.-E., Koelen, C., Markey, C., Rummel, C., Van Niekerk, J., Jensen, E., Alessandrini, P., Bradski, G., Davies, B., Ettinger, S., Kaehler, A., Nefian, A., Mahoney, P.: Winning the darpa grand challenge. Journal of Field Robotics, 2006 (accepted for publication)
Bertero, M., Poggio, T., Torre, V.: Ill-posed problems in early vision. Proceedings of the IEEE 76(8), 869–889 (1988)
Koerding, K.P., Wolpert, D.M.: Bayesian decision theory in sensorimotor control. Trends in Cognitive Sciences 10, 319–326 (2006)
Schaal, S., Schweighofer, N.: computational motor control in humans and robots. Current Opinion in Neurobiology (6), 675–682 (2005)
Chater, N., Tenenbaum, J.B., Yuille, A.: Probabilistic models of cognition: Conceptual foundations. Trends in Cognitive Sciences 10(7) (2006)
Chater, N., Tenenbaum, J.B., Yuille, A.: Probabilistic models of cognition: where next? Trends in Cognitive Sciences 10(7) (2006)
Gopnik, A., Glymour, C., Sobel, D., Schulz, L.: A theory of causal learning in children: causal maps and bayes nets. Psychological review (2004)
Gopnik, A., Glymour, C., Sobel, D., Schulz, L.: Causal learning mechanisms in very young children: two- three-, and four-year-olds infer causal relations from patterns of variation and covariation. Developmental Psychology 37 (2001)
Skaggs, W., McNaughton, B.: Spatial firing properties of hippocampal ca1 populations in an environment containing two visually identical regions. Journal of Neuroscience 18 (1998)
Dickmanns, E.: Dynamic Vision for Perception and Control of Motion. Springer, Heidelberg (2007)
A research roadmap of cognitive vision, Tech. Rep. v5, P Auer et al, ECVISION (2005), http://www.ecvision.org
Thrun, S., Burgard, W., Fox, D.: Probabilistic Robotics. MIT Press, Cambridge (2005)
Beetz, M., Kirchlechner, B., Lames, M.: Computerized real-time analysis of football games. IEEE Pervasive Computing 4(3), 33–39 (2005)
Brown, L.E., Rosenbaum, D.A.: Encyclopedia of Cognitive Science. In: Motor Control: Models, Macmillan, London (2002)
Barnard, P., Dayan, P., Redgrave, P.: Foresight cognitive systems project research review: Action. tech. rep.
Buss, M.: Hybrid control of mechatronic systems. Systems, Control and Information 46(3), 129–137 (2002)
Reiter, R.: Knowledge in Action: Logical Foundations for Specifying and Implementing Dynamical Systems. MIT Press, Cambridge (2001)
Sutton, R., Barto, A.: Reinforcement Learning: an Introduction. MIT Press, Cambridge (1998)
Stulp, F., Beetz, M.: Optimized execution of action chains using learned performance models of abstract actions. In: IJCAI. Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence (2005)
Morris, R., Hitch, G., Graham, K., Bussey, T.: Foresight cognitive systems project research review: Learning and memory. tech. rep.
Peters, J., Mistry, M., Udwadia, F., Cory, R., Nakanishi, J., Schaal, S.: A unifying methodology for the control of robotic systems. In: IROS. Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (2005)
Kawato, M.: Feedback-error-learning neural network for supervised motor learning. In: Advanced Neural Computers, pp. 365–472. Elsevier Science Publishers, Amsterdam (1990)
Alur, R., Courcoubetis, C., Henzinger, T.A., Ho, P.-H.: Hybrid automata: An algorithmic approach to the specification and verification of hybrid systems. In: Grossman, R.L., Ravn, A.P., Rischel, H., Nerode, A. (eds.) Hybrid Systems. LNCS, vol. 736, pp. 209–229. Springer, Heidelberg (1993)
Lenat, D.B.: Cyc: a large-scale investment in knowledge infrastructure. Communications of the ACM 38(11) (1995)
Berners-Lee, T., Hendler, J., Lassila, O.: The semantic web. Scientific American Magazine (May 2001)
Davis, E.: Representations of Commonsense Knowledge. Kaufmann Publishers Inc., San Francisco (1990)
Mitchell, T.M.: The Discipline of Machine Learning. Carnegie Mellon University, White Paper (2006)
Beetz, M.: A roadmap for research in robot planning. tech. rep., PLANET: European Network of Excellence in AI Planning (2004), http://www9.cs.tum.edu/research/tcu/
Cambon, S., Gravot, F., Alami, R.: A robot task planner that merges symbolic and geometric reasoning. In: ECAI 2004. 16th European Conference on Artificial Intelligence, pp. 895–899 (2004)
Kuffner, J., Nishiwaki, K., Kagami, S., Inaba, M., Inoue, H.: Motion planning for humanoid robots (2003)
Kuffner, J., LaValle, S.: RRT-connect: An efficient approach to single-query path planning. In: ICRA 2000. Proc. IEEE Int’l Conf. on Robotics and Automation, San Francisco, CA, April 2000, IEEE Computer Society Press, Los Alamitos (2000)
Kemp, C., Edsinger, A., Torres-Jara, E.: Challenges for robot manipulation in human environments. IEEE Robotics & Automation Magazine 14, 20–29 (2007)
Rusu, R.B., Maldonado, A., Beetz, M., Gerkey, B.: Extending Player/Stage/Gazebo towards cognitive robots acting in ubiquitous sensor-equipped environments. In: Accepted for the IEEE International Conference on Robotics and Automation (ICRA) Workshop for Network Robot System, Rome, Italy, April 14, 2007, IEEE Computer Society Press, Los Alamitos (2007)
Patterson, D., Fox, D., Kautz, H., Philipose, M.: Fine-grained activity recognition by aggregating abstract object usage. In: Proceedings of the IEEE International Symposium on Wearable Computers, Osaka, Japan, October 2005, IEEE Computer Society Press, Los Alamitos (2005)
Philipose, M., Fishkin, K., Perkowitz, M., Patterson, D., Fox, D., Kautz, H., Hahnel, D.: Inferring activities from interactions with objects. Pervasive Computing, IEEE (2004)
Wren, C., Azarbayejani, A., Darrell, T., Pentland, A.: Pfinder:real-time tracking of the human body. Tech. Rep. 353, MIT Media Lab (1996)
Smith, J., Fishkin, K., Jiang, B., Mamishev, A., Philipose, M., Rea, A., Roy, S., Sundara-Rajan, K.: Rfid-based techniques for human activity recognition. Communications of the ACM (September 2005)
Rusu, R.B., Blodow, N., Marton, Z., Soos, A., Beetz, M.: Towards 3d object maps for autonomous household robots. In: Submitted to Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems (IROS) (2007)
Domingos, P., Richardson, M.: Markov Logic: A Unifying Framework for Statistical Relational Learning. In: Proceedings of the ICML 2004 Workshop on Statistical Relational Learning and its Connections to Other Fields, pp. 49–54 (2004)
Domingos, P.: What’s Missing in AI: The Interface Layer. In: Cohen, P. (ed.) Artificial Intelligence: The First Hundred Years, AAAI Press (2006)
Hoyningen-Huene, N.v., Kirchlechner, B., Beetz, M.: GrAM: Reasoning with grounded action models by combining knowledge representation and data mining. In: Towards Affordance-based Robot Control. LNCS (LNAI), Springer, Heidelberg (to appear, 2007)
Bylander, T.: The computational complexity of propositional STRIPS planning. Artificial Intelligence 69(1-2), 165–204 (1994)
Fox, M., Long, D.: PDDL2.1: An extension to PDDL for expressing temporal planning domains. Journal of Artificial Intelligence Research 20, 61–124 (2003)
Beetz, M.: Plan representation for robotic agents. In: Proceedings of the Sixth International Conference on AI Planning and Scheduling, Menlo Park, CA, pp. 223–232. AAAI Press (2002)
Firby, R.J., Prokopowicz, P., Swain, M.: Plan representations for picking up trash. In: Proceedings of the Int. Joint Conf. on Artificial Intelligence (1995)
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Beetz, M., Buss, M., Wollherr, D. (2007). Cognitive Technical Systems — What Is the Role of Artificial Intelligence?. In: Hertzberg, J., Beetz, M., Englert, R. (eds) KI 2007: Advances in Artificial Intelligence. KI 2007. Lecture Notes in Computer Science(), vol 4667. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74565-5_3
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DOI: https://doi.org/10.1007/978-3-540-74565-5_3
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