• DocumentCode
    2928486
  • Title

    Epistemic autonomy through adaptive sensing

  • Author

    Cariani, Peter

  • Author_Institution
    Eatin Peabody Lab. for Auditory Physiol., Massachusetts Eye & Ear Infirmary, Boston, MA, USA
  • fYear
    1998
  • fDate
    14-17 Sep 1998
  • Firstpage
    718
  • Lastpage
    723
  • Abstract
    Sensors and effectors determine how events in the world at large are related to the internal informational states of organisms and robotic devices. Sensors determine what kinds of distinctions (perceptual categories, features, primitives) can be made on the environment. By “evolving the sensors” perceptual repertoires can be adaptively altered and/or enlarged. To the extent that devices can adaptively choose their own feature primitives for themselves, they gain a greater measure of “epistemic autonomy” vis-a-vis their designers. Such devices are useful in ill-defined situations where the designer does not know a priori what feature primitives are adequate or optimum for solving a particular task. Several general strategies for adaptively altering or augmenting sensor function are proposed: 1) prosthesis: adaptive fabrication of new front-ends for existing sensors (e.g. telescopes), 2) active sensing: using motor-actions to alter what is sensed through interaction (poking, pushing, bending), 3) sensory evolution: adaptive construction of entirely new sensors (adaptive antibody construction, Gordon Pask´s electrochemical device) and 4) internalized sensing: “bringing the world into the device” by creating internal, analog representations of the world out of which internal sensors extract newly-relevant properties (perceptual learning). Since many neural sensory representations appear to be analog and iconic in nature, neural assemblies can be adaptively formed to function as internal sensors that can switch behavior according to new perceptual categories
  • Keywords
    learning (artificial intelligence); robots; self-adjusting systems; sensors; Gordon Pask´s electrochemical device; active sensing; adaptive antibody construction; adaptive fabrication; adaptive sensing; analog representations; bending; epistemic autonomy; features; front-ends; internal informational states; internalized sensing; neural sensory representations; organisms; perceptual categories; perceptual learning; poking; primitives; pushing; robotic devices; sensory evolution; Assembly; Electrochemical devices; Fabrication; Gain measurement; Organisms; Prosthetics; Robot sensing systems; Sensor phenomena and characterization; Switches; Telescopes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control (ISIC), 1998. Held jointly with IEEE International Symposium on Computational Intelligence in Robotics and Automation (CIRA), Intelligent Systems and Semiotics (ISAS), Proceedings
  • Conference_Location
    Gaithersburg, MD
  • ISSN
    2158-9860
  • Print_ISBN
    0-7803-4423-5
  • Type

    conf

  • DOI
    10.1109/ISIC.1998.713808
  • Filename
    713808