Behavior based AI

Behavior based AI

Behavior Based Artificial Intelligence (BBAI) is a methodology for developing AI based on a modular decomposition of intelligence. It was made famous by Rodney Brooks and his subsumption architecture was one of the earliest attempts to describe a mechanism for developing BBAI. It is extremely popular in robotics and to a lesser extent intelligent virtual agents because it allows the successful creation of real-time dynamic systems that can run in complex environments. For example, it underlies the intelligence of the Sony Aibo and many RoboCup robot teams.

The most important attribute of a behavior based system is that the intelligence is controlled by a set of independent semi- modules. In the original systems, each module was actually a separate device or was at least conceived of as running on its own processing thread. Generally though the modules are just abstractions. BBAI may be seen as a software engineering approach to AI, perhaps akin to object oriented design.

BBAI is often associated with reactive planning, but the two are not synonymous. Brooks advocated an extreme version of cognitive minimalism which required initially that the behavior modules were finite state machines and thus contained no conventional memory or learning. This is associated with reactive AI because reactive AI requires reacting to the current state of the world, not to an agent's memory or preconception of that world. However, learning is obviously key to realistic strong AI, so this constraint has been relaxed, though not entirely abandoned.

Researchers currently active in this area include Ron Arkin (who has written a book called "Behavior Based Robotics") and Maja Mataric. Former researchers include Brooks, Pattie Maes and Bruce Blumberg. It was probably at least partially inspired by Marvin Minsky's Society of Mind.

References

* Rodney A. Brooks "Cambrian Intelligence" (MIT Press, 1999) ISBN 0-262-52263-2; collection of early papers including "Intelligence without representation" and "Intelligence without reason", from 1986 & 1991 respectively.
* Ronald C. Arkin "Behavior-Based Robotics" (MIT Press, 1998) ISBN 0-262-01165-4


Wikimedia Foundation. 2010.

Игры ⚽ Поможем сделать НИР

Look at other dictionaries:

  • Behavior-based safety — (BBS) is the ”application of science of behavior change to real world problems”. [Staff. “How Does Behavioral Safety work?” Cambridge Center for Behavior Studies. ] BBS “focuses on what people do, analyzes why they do it, and then applies a… …   Wikipedia

  • Behavior-based robotics — or behavioral robotics or behavioural robotics is the branch of robotics that incorporates modular or behavior based AI (BBAI). How they work Most behavior based systems are also reactive, which means they use relatively little internal variable… …   Wikipedia

  • Behavior Based Safety — (deutsch: Verhaltensbasierte Sicherheit) beschreibt einen Ansatz im modernen Arbeitsschutz, der sich auf Verhaltensanalysen stützt. Unsicheres Verhalten von Arbeitnehmern soll durch positive Intervention geändert werden. Inhaltsverzeichnis 1… …   Deutsch Wikipedia

  • Behavior modification — is the use of empirically demonstrated behavior change techniques to improve behavior, such as altering an individual s behaviors and reactions to stimuli through positive and negative reinforcement of adaptive behavior and/or the reduction of… …   Wikipedia

  • Behavior Driven Development — (or BDD) is an Agile software development technique that encourages collaboration between developers, QA and non technical or business participants in a software project. It was originally conceived in 2003 by Dan North D.North,… …   Wikipedia

  • Behavior analysis of child development — Child development in behavior analytic theory has origins in John B. Watson s behaviorism.[1] Watson wrote extensively on child development and conducted research (see Little Albert experiment). Watson was instrumental in the modification of… …   Wikipedia

  • Behavior modification facility — A behavior modification facility (or Youth Residential Program) is a private, residential educational institution to which parents send adolescents who are perceived as displaying antisocial behavior, in an attempt to alter their conduct. The… …   Wikipedia

  • behavior analysis — Skinner model for examination and prediction of the behavior of individuals in the environment based on theories of operant and respondent conditioning and social learning and depending on observation …   Medical dictionary

  • Professional practice of behavior analysis — The professional practice of behavior analysis is the fourth domain of behavior analysis. The other three are behaviorism, experimental analysis of behavior, and applied behavior analysis. [Cooper, et al. p. 20] The professional practice of… …   Wikipedia

  • Organizational behavior management — (OBM) is an important aspect of management studies the subject which is studied in first year of management studies is known as organizational behaviour (OB). OBM is the result of applying the psychological principles of applied behavior analysis …   Wikipedia

Share the article and excerpts

Direct link
Do a right-click on the link above
and select “Copy Link”