Skip to main content
Log in

Machine Experiments and Theoretical Modelling: from Cybernetic Methodology to Neuro-Robotics

  • Published:
Minds and Machines Aims and scope Submit manuscript

Abstract

Cybernetics promoted machine-supported investigations of adaptive sensorimotor behaviours observed in biological systems. This methodological approach receives renewed attention in contemporary robotics, cognitive ethology, and the cognitive neurosciences. Its distinctive features concern machine experiments, and their role in testing behavioural models and explanations flowing from them. Cybernetic explanations of behavioural events, regularities, and capacities rely on multiply realizable mechanism schemata, and strike a sensible balance between causal and unifying constraints. The multiple realizability of cybernetic mechanism schemata paves the way to principled comparisons between biological systems and machines. Various methodological issues involved in the transition from mechanism schemata to their machine instantiations are addressed here, by reference to a simple sensorimotor coordination task. These concern the proper treatment of ceteris paribus clauses in experimental settings, the significance of running experiments with correct but incomplete machine instantiations of mechanism schemata, and the advantage of operating with real machines ??? as opposed to simulated ones ??? immersed in real environments.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • I. Aleksander, How to Build a Mind. London: Weidenfeld and Nicolson (2000).

    Google Scholar 

  • D.J. Amit, Simulation in Neurobiology: Theory or Experiment?. Trends in Neurosciences 21 (1998) 231-237

    Article  PubMed  Google Scholar 

  • C.G. Atkeson, J.G. Hale, F. Pollick, M. Riley, S. Kotosaka, S. Schaal, T. Shibata, G. Tevatia, A. Ude, S. Vijayakumar and M. Kawato, Using Humanoid Robots to Study Human Behavior. IEEE Intelligent Systems and their Application: Special Issue on Humanoid Robotics 15 (2000) 46-56

    Google Scholar 

  • W. Bechtel and R.C. Richardson, Discovering Complexity: Decomposition and Localization As Strategies in Scientific Research. Princeton: Princeton University Press (1993).

    Google Scholar 

  • R.D. Beer, R.D. Quinn, H.J. Chiel and R.E. Ritzmann, Biologically Inspired Approaches to Robotics. Communications of the ACM 40 (1997) 30-38

    Article  Google Scholar 

  • A. Berthoz, Le sens du mouvement. Paris: Odile Jacob (1997).

    Google Scholar 

  • R. Braithwaite, Scientific Explanation. Cambridge: Cambridge University Press (1953).

    MATH  Google Scholar 

  • A. Caramazza, ???On Drawing Inferences about the Structure of Normal Cognitive Systems from the Analysis of Patterns of Impaired Performance: The Case for Single-Patient Studies???. Brain and Cognition 5 (1986) 41-66

    Article  PubMed  Google Scholar 

  • N. Cartwright, Nature???s Capacities and their Measurement. Oxford: Oxford University Press (1989).

    Google Scholar 

  • R. Cordeschi, The Discovery of the Artificial. Behavior, Mind and Machines Before and Beyond Cybernetics. Dordrecht: Kluwer Academic Publishers (2002).

    Google Scholar 

  • C.F. Craver, Role Functions, Mechanisms and Hierarchy. Philosophy of Science 68 (2000) 31-55

    Google Scholar 

  • C.F. Craver and L. Darden, ???Discovering Mechanisms in Neurobiology: The Case of Spatial Memory???. In: P.K. Machamer, R. Grush and P. McLaughlin (eds.) Theory and Method in Neuroscience. Pittsburgh: University of Pittsburgh Press (2001) pp. 112-137

    Google Scholar 

  • R. Cummins, Functional Analysis. Journal of Philosophy 72 (1975) 741-765

    Article  Google Scholar 

  • R. Cummins, The Nature of Psychological Explanation. Cambridge: The MIT Press, Bradford Books (1983).

    Google Scholar 

  • R. Cummins, ???How Does It Works? ???versus??? What Are the Laws????: Two Conception of Psychological Explanation???. In: F.C. Keil and R.A. Wilson (eds.) Explanation and Cognition. Cambridge: MIT Press (2000) pp.

    Google Scholar 

  • Dario, P., Laschi, C., Menciassi, A., Guglielmelli, E., Carrozza, M.C. and Micera, S. (2002), ???Design and Development of a Neurorobotic Human-like ???guinea pig???', in Proceedings of Engineering in Medicine and Biology, 2002, 24th Annual Conference and the Annual Fall Meeting of the Biomedical Engineering Society, Vol. 3, pp. 2345???2346

  • Datteri, E., Teti, G., Laschi, C., Tamburrini, G., Dario, P. and Guglielmelli, E. (2003a), ???Expected Perception in Robots: A Biologically driven Perception-action Scheme???, in Proceedings of ICAR 2003, 11th International Conference on Advanced Robotics, Vol. 3, pp. 1405???1410

  • Datteri, E., Teti, G., Laschi, C., Tamburrini, G., Dario, P. and Guglielmelli, E. (2003b), ???Expected Perception: An Anticipation-based Perception-action Scheme in Robots???, in Proceedings of IROS 2003, 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems, Las Vegas, Nevada

  • H. Feigl, ???The ???orthodox??? View of Theories: Remarks in Defense as well as Critique???. In: M. Radner and S. Winokur (eds.) Minnesota Studies in the Philosophy of Science. Minneapolis: University of Minnesota Press (1970) pp.

    Google Scholar 

  • J.A. Fodor, The Modularity of Mind. Cambridge: The MIT Press, Bradford Books (1983).

    Google Scholar 

  • M. Friedman, ???Explanation and Scientific Understanding???. Journal of Philosophy 71 (1974) 5-19

    Article  Google Scholar 

  • Glennan, S. (2002), ???Rethinking Mechanistic Explanation???, Philosophy of Science 69, pp. S342???S353

  • C.G. Hempel and P. Oppenheim, Studies in the Logic of Explanation. Philosophy of Science 15 (1948) 135-175

    Article  Google Scholar 

  • Horchler, A., Reeve, R., Webb, B. and Quinn. R. (2003), ???Robot Phonotaxis in the Wild: A Biologically Inspired Approach to Outdoor Sound Localization???, in Proceedings of ICAR 2003, 11th International Conference on Advanced Robotics, pp. 1749???1756

  • W.H. Kirchner and W.F. Towne, The Sensory Basis of the Honeybee???s Dance Language. Scientific American 270 (1994) 74-80

    Article  Google Scholar 

  • Ph. Kitcher, Explanatory Unification. Philosophy of Science 48 (1981) 507-531

    Article  MathSciNet  Google Scholar 

  • Kitcher, Ph. (1989), ???Explanatory Unification and the Causal Structure of the World???, in Ph. Kitcher and W. Salmon, eds., Scientific Explanation, Minnesota Studies in the Philosophy of Science, University of Minnesota Press, pp. 410???499

  • M. Lange, Who???s Afraid of Ceteris Paribus Laws? Or: How I Learned to Stop Worrying and Love them. Erkenntnis 57 (2002) 407-423

    Article  Google Scholar 

  • P. Machamer, L. Darden and C.F. Craver, ???Thinking About Mechanisms???. Philosophy of Science 67 (2000) 1-25

    Article  MathSciNet  Google Scholar 

  • D. Marr, ???Artificial Intelligence: A Personal View???. Artificial Intelligence 9 (1977) 37-48

    Article  Google Scholar 

  • D. Marr, Vision. A Computational Investigation into the Human Representation and Processing of Visual Information. New York: W. H. Freeman and Company (1982).

    Google Scholar 

  • R.C. Miall, D.J. Weir, D.M. Wolpert and J.F. Stein, Is the Cerebellum a Smith Predictor?. Journal of Motor Behaviour 25 (1993) 203-216

    Article  Google Scholar 

  • R.C. Miall and D.M. Wolpert, Forward Models for Physiological Motor Control. Neural Networks 9 (1996) 1265-1279

    Article  PubMed  MATH  Google Scholar 

  • R. M??ller, ???Perception Through Anticipation ??? A Behavior-Based Approach to Visual Perception???. In: A. Riegler, A. Stein von and M. Peschl (eds.) Understanding Representation in the Cognitive Sciences. New York: Plenum Press (1999) pp.

    Google Scholar 

  • M??ller, R., Lambrinos, D., Pfeifer, R., Labhart, T. and Wehner, R. (1998), ???Modeling ant Navigation with an Autonomous Agent???, in R. Pfeifer, B. Blumberg, J.-A. Meyer and S.W. Wilson, eds., From Animals To Animats 5, pp. 185???194

  • J.H. Moor, Three Myths of Computer Science. British Journal for the Philosophy of Science 29 (1978) 231-243

    Article  Google Scholar 

  • B.D. Reger, K.M. Fleming, V. Sanguineti, S. Alford and F.A. Mussa-Ivaldi, Connecting Brains to Robots: An Artificial Body for Studying the Computational Properties of Neural Tissues. Artificial life 6 (2000) 307-24

    Article  PubMed  Google Scholar 

  • A. Rosenblueth, N. Wiener and J. Bigelow, Behavior, Purpose and Teleology. Philosophy of Science 10 (1943) 18-24

    Article  Google Scholar 

  • A. Rosenblueth and N. Wiener, The Role of Models in Science. Philosophy of Science 12 (1945) 316-321

    Article  Google Scholar 

  • W. Salmon, ???Four Decades of Scientific Explanation???. In: Ph. Kitcher and W. Salmon (eds.) Scientific Explanation. Minneapolis: Minnesota Studies in the Philosophy of Science, University of Minnesota Press (1989) pp.

    Google Scholar 

  • W.C. Salmon, Causality and Explanation. Oxford: Oxford University Press (1998).

    Google Scholar 

  • T. Shallice, From Neuropsychology to Mental Structure. Cambridge: Cambridge University Press (1988).

    Google Scholar 

  • H. Simon, The Sciences of the Artificial. Cambridge: The MIT Press (1996).

    Google Scholar 

  • R. Taylor, Comments on a Mechanistic Conception of Purposefulness: A Rejoinder. Philosophy of Science 17 (1950) 327-332

    Article  Google Scholar 

  • Trautteur, G., ed., (1995), Consciousness: Distinction and Reflection, Napoli: Bibliopolis

  • A.M. Turing, Computing Machinery and Intelligence. Mind 59 (1950) 433-460

    Article  MathSciNet  Google Scholar 

  • B. Webb, Can Robots Make Good Models of Biological Behaviour?. Behavioral and Brain Sciences 24 (2001) 1033-1050

    PubMed  Google Scholar 

  • B. Webb, Robots in Invertebrate Neuroscience. Nature 417 (2002) 359-363

    Article  PubMed  Google Scholar 

  • D.M. Wolpert, R.C. Miall and M. Kawato, Internal Models in the Cerebellum. Trends in Cognitive Sciences 2 (1998) 338-347

    Article  Google Scholar 

  • J. Woodward, What is a Mechanism? A Counterfactual Account. Philosophy of Science 69 (2002) S366-S377

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Guglielmo Tamburrini.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Tamburrini, G., Datteri, E. Machine Experiments and Theoretical Modelling: from Cybernetic Methodology to Neuro-Robotics. Mind Mach 15, 335–358 (2005). https://doi.org/10.1007/s11023-005-2924-x

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11023-005-2924-x

Keywords

Navigation