Tech Transfers


Articles listed below give examples of ART-based systems being used outside the CNS department at Boston University.


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Determination of concentrations of biological substances using raman spectroscopy and artificial neural networks discriminator (1996)
Categories Topics: Machine Learning, Applications: Biological Classification, Models: ARTMAP,
Author(s) Cohen, G.M. | Ham, F.H. |
Abstract The concentration of a substance, such as glucose, in a biological sample, such as human tissue (e.g. the skin of an index finger) is non-invasively determined by directing the output beam of a laser diode onto and into the ...

Machine fault diagnostics system and method (1996)
Categories Topics: Machine Learning, Models: ARTMAP, Fuzzy ARTMAP,
Author(s) Huang, H.H. | Knapp, G.M. | Lin, C.C. | Lin, S.S. | Spoerre, J.K. | Wang, H.P. |
Abstract The invention provides a machine fault diagnostic system to help ensure effective equipment maintenance. The major technique used for fault diagnostics is a fault diagnostic network (FDN) which is based on a modified ARTMAP ...

Application of the Fuzzy ARTMAP Neural Network Model to Medical Pattern Classification Tasks (1996)
Categories Topics: Machine Learning, Applications: Medical Diagnosis, Models: Fuzzy ARTMAP,
Author(s) Cross, S.S. | Downs, J. | Harrison, R.F. | Kennedy, R.L. |
Abstract This paper presents research into the application of the fuzzy ARTMAP neural network model to medical pattern classification tasks. A number of domains, both diagnostic and prognostic, are considered. Each such domain ...

Order of Search in Fuzzy ART and Fuzzy ARTMAP: Effect of the Choice Parameter (1996)
Categories Topics: Machine Learning, Models: ART 2 / Fuzzy ART, Fuzzy ARTMAP,
Author(s) Bebis, G. | Fernlund, H. | Georgiopoulos, M. | Heileman, G.L. |
Abstract This paper focuses on two ART architectures, the Fuzzy ART and the Fuzzy ARTMAP. Fuzzy ART is a pattern clustering machine, while Fuzzy ARTMAP is a pattern classification machine. Our study concentrates on the order ...

A fuzzy ARTMAP-based classification system for detecting cancerous cells, based on the one-class problem approach (1996)
Categories Topics: Machine Learning, Applications: Medical Diagnosis, Models: Fuzzy ARTMAP,
Author(s) Bortolozzi, F. | Murshed, N. | Sabourin, R. |
Abstract This work investigates the use of a fuzzy ARTMAP neural network for detecting cancerous cells, based on the one-class problem approach. This approach is inspired by the way human beings perform pattern recognition. We all ...

A NEURAL-NETWORK-BASED CELL-FORMATION ALGORITHM IN CELLULAR MANUFACTURING (1995)
Categories Topics: Machine Learning, Applications: Industrial Control, Models: ART 1,
Author(s) Chen, S.J. | Cheng, C.S. |
Abstract The Adaptive Resonance Theory (ART) neural network is a novel method for the cell formation problem in group technology (GT). The advantages of using an ART network over other conventional methods are its fast computation ...

INTELLIGENT DESIGN RETRIEVAL AND PACKAGING SYSTEM - APPLICATION OF NEURAL NETWORKS IN DESIGN AND MANUFACTURING (1995)
Categories Topics: Machine Learning, Applications: Industrial Control, Models: ART 1,
Author(s) Dagli, C.H. | Bahrami, A. | Lynch, M. |
Abstract We describe a hybrid intelligent design retrieval and packaging system by utilizing techniques such as fuzzy associative memory, backpropagation neural networks, and adaptive resonance theory. As an illustrative example, a ...

MACHINE-PART FAMILY FORMATION WITH THE ADAPTIVE RESONANCE THEORY PARADIGM (1995)
Categories Topics: Machine Learning, Models: ART 1,
Author(s) Dagli, C.H. |
Abstract The ART1 neural network paradigm employs a heuristic where new vectors are compared with group representative vectors for classification. ART1 is adapted for the cell formation problem by reordering input vectors and by ...

TOWARDS AN ART BASED MATHEMATICAL EDITOR, THAT USES ONLINE HANDWRITTEN SYMBOL RECOGNITION (1995)
Categories Topics: Image Analysis, Applications: Character Recognition, Human-Machine Interface, Models: ART 2 / Fuzzy ART,
Author(s) Dimitriadis, Y.A. | Coronado, J.L. |
Abstract A new mathematical editor, based on the recognition of run-on discrete handwritten symbols, is proposed. The tested laboratory prototype of the system, modular and adaptable to the user habits and site requirements, uses a ...

DETECTING PROCESS NONRANDOMNESS THROUGH A FAST AND CUMULATIVE LEARNING ART-BASED PATTERN RECOGNIZER (1995)
Categories Topics: Machine Learning, Models: ART 1, Modified ART,
Author(s) Chong, C.W. | Hwarng, H.B. |
Abstract An adaptive resonance theory (ART) based, general-purpose control chart pattern recognizer (CCPR) which is capable of fast and cumulative learning is presented. The implementation of this ART-based CCPR was made possible by ...

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