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Proceedings ArticleDOI

On the theory of intelligent machines: a survey

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TLDR
Work aimed at formulating analytically the theory of intelligent machines is summarized, and the three levels of the intelligent control, i.e. the organization, coordination, and execution levels, are described as originally conceived.
Abstract
Work aimed at formulating analytically the theory of intelligent machines is summarized. The functions of an intelligent machine are executed by intelligent controls. The principle of increasing precision with decreasing intelligence is used to form a hierarchical structure of the control systems. Distributed intelligence is compatible with such a structure when it is used for teams of intelligent machines or cooperating coordinators within the machine. The three levels of the intelligent control, i.e. the organization, coordination, and execution levels, are described as originally conceived. Designs such as neural nets for the organization level and Petri nets for the coordination level are also proposed. Applications to intelligent robots for space exploration are considered. >

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Journal ArticleDOI

Next-generation manufacturing systems: key research issues in developing and integrating reconfigurable and intelligent machines

TL;DR: It is argued that manufacturing systems of the next generation will have to incorporate more flexibility and intelligence, evolving towards reconfigurable manufacturing systems, and the concept of ‘intelligence’ becomes more relevant because of the need to maintain effective and efficient manufacturing operations with minimum downtime under conditions of uncertainty.
Journal ArticleDOI

A coordination theory for intelligent machines

TL;DR: This dissertation presents an analytical model for the Coordination Level of Intelligent Machines, which, together with the established mathematical formulation for the Organization Level and the well developed control theory for the Execution Level, completes the first step toward a mathematical theory for Intelligent Machines.
Journal ArticleDOI

Measuring the machine intelligence quotient (MIQ) of human-machine cooperative systems

TL;DR: A new human-oriented method for estimating machine intelligence quotient of human-machine cooperative systems is proposed and will help engineers assess intelligent machines that are designed to perform human-like qualities with a high degree of autonomy.
Journal ArticleDOI

Intelligent material handling: development and implementation of a matrix-based discrete-event controller

TL;DR: The authors implement the DE controller on an actual three-robot intelligent material handling cell at the Automation and Robotics Research Institute, University of Texas at Arlington, USA and show that the actual implementation and the simulated system give commensurate results.
Journal ArticleDOI

Machine intelligence quotient: its measurements and applications

TL;DR: The notion of machine intelligence is investigated, based on extensive literature survey, and two methods to measure intelligence of a machine are proposed, which adopt two fuzzy integrals, Sugeno fuzzy integral and Choquet fuzzy integral.
References
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Journal ArticleDOI

Information Theory and Statistical Mechanics. II

TL;DR: In this article, the authors consider statistical mechanics as a form of statistical inference rather than as a physical theory, and show that the usual computational rules, starting with the determination of the partition function, are an immediate consequence of the maximum-entropy principle.
Journal ArticleDOI

A New Approach to Manipulator Control: The Cerebellar Model Articulation Controller (CMAC)

TL;DR: Cerebellar Model Articulation Controller is a neural network that models the structure and function of the part of the brain known as the cerebellum that exhibits properties such as generalization, learning interference, discrimination, and forgetting that are characteristic of motor learning in biological creatures.
ReportDOI

A mobius automation: an application of artificial intelligence techniques

TL;DR: The main theme of the research is the integration of the necessary planning systems, models of the world, and sensory processing systems into an efficient whole capable of performing a wide range of tasks in a real environment.
Journal ArticleDOI

An Approximation Theory of Optimal Control for Trainable Manipulators

TL;DR: A theoretical procedure is developed for comparing the performance of arbitrarily selected admissible controls among themselves and with the optimal solution of a nonlinear optimal control problem and a recursive algorithm is proposed for sequential improvement of the control law which converges to the optimal.
Journal ArticleDOI

Intelligent robotic control

TL;DR: A theoretical approach is developed to deal with man-machine interactive systems requiring advanced decision making in unpredictable environments and consists of a three-layer control of "increasing intelligence and decreasing precision".