The Cellular Simultaneous Recurrent Network Adaptive Critic Design for the Generalized Maze Problem Has a Simple Closed-form Solution

Donald C. Wunsch; Robert J. Marks

doi:10.1109/IJCNN.2000.861284

The Cellular Simultaneous Recurrent Network Adaptive Critic Design for the Generalized Maze Problem Has a Simple Closed-form Solution

Donald C. Wunsch
, Robert J. Marks

Research output: Contribution to journal › Article › peer-review

Abstract

The generalized maze problem has been considered as an interesting testbed by various researchers in artificial intelligence (AI) and neural networks. A simple closed-form solution for the critic is shown, making adaptation unnecessary. Furthermore, it is shown that the design converges to the correct solution in only J steps, and the worst case convergence speed for an N x N mesh is derived.

Original language	American English
Journal	Proceedings of the International Joint Conference on Neural Networks
Volume	3
DOIs	https://doi.org/10.1109/IJCNN.2000.861284
State	Published - Jan 1 2000

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Electrical and Computer Engineering

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10.1109/IJCNN.2000.861284License: Unspecified

https://doi.org/10.1109/IJCNN.2000.861284

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title = "The Cellular Simultaneous Recurrent Network Adaptive Critic Design for the Generalized Maze Problem Has a Simple Closed-form Solution",

abstract = " The generalized maze problem has been considered as an interesting testbed by various researchers in artificial intelligence (AI) and neural networks. A simple closed-form solution for the critic is shown, making adaptation unnecessary. Furthermore, it is shown that the design converges to the correct solution in only J steps, and the worst case convergence speed for an N x N mesh is derived.",

author = "Wunsch, \{Donald C.\} and Marks, \{Robert J.\}",

year = "2000",

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Y1 - 2000/1/1

N2 - The generalized maze problem has been considered as an interesting testbed by various researchers in artificial intelligence (AI) and neural networks. A simple closed-form solution for the critic is shown, making adaptation unnecessary. Furthermore, it is shown that the design converges to the correct solution in only J steps, and the worst case convergence speed for an N x N mesh is derived.

AB - The generalized maze problem has been considered as an interesting testbed by various researchers in artificial intelligence (AI) and neural networks. A simple closed-form solution for the critic is shown, making adaptation unnecessary. Furthermore, it is shown that the design converges to the correct solution in only J steps, and the worst case convergence speed for an N x N mesh is derived.

UR - https://scholarsmine.mst.edu/ele_comeng_facwork/621

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DO - 10.1109/IJCNN.2000.861284

M3 - Article

SN - 2161-4407

VL - 3

JO - Proceedings of the International Joint Conference on Neural Networks

JF - Proceedings of the International Joint Conference on Neural Networks

ER -

The Cellular Simultaneous Recurrent Network Adaptive Critic Design for the Generalized Maze Problem Has a Simple Closed-form Solution

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