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Behavior Based Robotic

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Title: Behavior Based Robotic


1
Behavior Based Robotic
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  • ???? Behavior Based Robotic
  • Ronald C. Arkin

2
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  • Behavior-based roboticists argue that there is
    much that can be gained for robotics through the
    study of neuroscience, psychology, and ethology.
  • Neuroscience the study of the nervous system's
    anatomy, physiology, biochemistry,and molecular
    biology.
  • Psychology the study of mind and behavior
  • Ethology the study of animal behavior in
    natural conditions
  • The behavior-based roboticist needs to decide how
    to use results from these
  • other disciplines. Some scientists attempt to
    implement these results as closely
  • as possibly, concerning themselves primarily with
    testing the underlying hypotheses of the
    biological models in question. Others choose to
    abstract the
  • underlying details and use these models for
    inspiration to create more intelligent
  • robots, unconcerned with any impact within the
    disciplines from which the original models arose.
    We will see examples of both approaches within
    this
  • book.

3
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  • Many different techniques and approaches for
    robotic control have been developed.
  • Figme 1.10 depicts a spectrum of current robot
    control strategies. The
  • left side represents methods that employ
    deliberative reasoning and the right
  • represents reactive control. A robot employing
    deliberative reasoning requires
  • relatively complete knowledge about the world and
    uses this knowledge to
  • predict the outcome of its actions, an ability
    that enables it to optimize its performance
  • relative to its model of the world. Deliberate
    reasoning often requires
  • strong assumptions about this world model,
    primarily that the knowledge upon
  • which reasoning is based is consistent, reliable,
    and certain. If the information
  • the reasoner uses is inaccurate or has changed
    since obtained, the outcome of
  • reasoning may err seriously. In a dynamic world,
    where objects may be moving
  • arbitrarily (e.g., in a battlefield or a crowded
    corridor), it is potentially dangerous
  • to rely on past information that may no longer be
    valid. Representational
  • world models are therefore generally constructed
    from both prior knowledge
  • about the environment and incoming sensor data in
    support of deliberation.

4
Deliberative reasoning systems often have several
common characteristics
  • They are hierarchical in structure with a clearly
    identifiable subdivision of
  • functionality, similar to the organization of
    commercial businesses or military
  • command.
  • Communication and control occurs in a
    predictable and predetermined manner,
  • flowing up and down the hierarchy, with little if
    any lateral movement.
  • Higher levels in the hierarchy provide subgoals
    for lower subordinate levels.
  • Planning scope, both spatial and temporal,
    changes during descent in the
  • hierarchy. Time requirements are shorter and
    spatial considerations are more
  • local at the lower levels.
  • They rely heavily on symbolic representation
    world models.

5
Reactive Systems
  • The right side of the spectrum depicted in figure
    1.10 represents reactive systems.
  • Simply put, reactive control is a technique for
    tightly coupling perception
  • and action, typically in the context of motor
    behaviors, to produce timely
  • robotic response in dynamic and unstructured
    worlds.
  • We further define the following
  • An individual behavior a stimulus/response
    pair for a given environmental
  • setting that is modulated by attention and
    detennined by intentio,n.
  • Attention prioritizes tasks and focuses
    sensory resources and is detennined
  • by the current environmental context .
  • Intention determines which set of behaviors
    should be active based on the
  • robotic agent's internal goals and objectives .
  • Overt or emergent behavior the global behavior
    of the robot or organism as
  • a consequence of the interaction of the active
    individual behavior

6
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