TechTransfers

References » TechTransfers

TechTransfers listed below focus on analysis and applications of neural network systems originally developed by CELEST faculty, including ART, ARTMAP, and BCS. Publication downloads are in available in PDF. Click here to submit a techtransfer.

Geographic location using multiple location estimators (2007) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer Authors: Dupray, D.J., Karr, C.L. more...    Motorized system integrated control and diagnostics using vibration, pressure, temperature, speed, and/or current analysis (2007) Submitted: 04/24/2008 Categories: Machine Learning, Fault Diagnosis Authors: Arkan, M., Babu, V.S., Bezdicek, J., Chung, D., Discenzo, F.M., Flek, O., Loparo, K.A., Perovic, D.K., Perovic, S., Ryba, J., Sladek, B., Tusla, P., Unsworth, P.J., Zevchek, J.K. more...    Methods and system of monitoring and prognostics (2007) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer Authors: Harrison, G.A., Turischev, A. more...    Methods and Appartus for Data Analysis (2007) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer Authors: Buxton, P.M., Martin, E.M., Tabor, E.P., Zalzala, A.M.S. more...    MicroARTMAP for pattern recognition problems (2007) Submitted: 04/25/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: David, V.K., Rajasekaran, S. Description: In this paper, MicroARTMAP is discussed as a pattern recognizer or classifier for image processing problems. Additionally, MicroARTMAP is applied to civil engineering problems. more...    Detection of pump cavitation/blockage and seal failure via current signature analysis (2006) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer Authors: Babu, V.S., Discenzo, F.M., Unsworth, P.J. more...    Method and system for diagnostics and prognostics of a mechanical system (2006) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer Authors: Klein, R. more...    Ergonomic man-machine interface incorporating adaptive pattern recognition based control system (2006) Submitted: 04/17/2008 Categories: Machine Learning, Human-Machine Interface Authors: Hoffberg, S.M., Hoffberg-Borghesani, L.I. more...    Distributed energy neural network integration system (2005) Submitted: 04/17/2008 Categories: Machine Learning, Industrial Control Authors: Sinnock, H.J. more...    Visualization and self-organization of multidimensional data through equalized orthogonal mapping (2005) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer Authors: Meng, Z., Pao, Y.H. more...    Neuro/fuzzy hybrid approach to clustering data (2005) Submitted: 04/17/2008 Categories: Clustering, Tech Transfer Authors: Kumar, A., Shetty, R.K. more...    Machine vision approach for robotic assembly. (2005) Submitted: 04/24/2008 Categories: Machine Vision, Tech Transfer, Adaptive Resonance Theory Authors: Corona-Castuera, J., Lopez-Juarez, I., Pena-Cabrera, M., Rios-Cabrera, R. Description: This document, reports research progress of a novel ARTMAP architecture method for invariant object recognition and applied to self-adapting industrial robots which can perform assembly tasks. more...    Fusion of shape and multiscale features for unknown target rejection (2005) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Daniell, C., Srinivasan, N. more...    Application specific intelligent microsensors (2005) Submitted: 04/15/2008 Categories: Tech Transfer Authors: Griffin, J.W., Lind, M.A., Morgan, G.B., Priddy, K.L., Ridgway, R.W., Stein, S.L. more...    Cognitive memory and auto-associative neural network based search engine for computer and network located images and photographs (2005) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer Authors: Aragon, J.C., Percival, B.M., Widrow, B. more...    A Data Parititioning Approach to speed up the Fuzzy ARTMAP algorithm using the Hilbert space-filling Curve (2004) Submitted: 04/11/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Castro, J., Demara, R., Georgiopoulos, M. Description: This article discusses the use of the Hilbert Space Filling Curve to reduce training time of Fuzzy ARTMAP. Additionally, a parallel implementation on a Beowulf cluster of workstations further speeds up training and classification time on large databases. more...    System for and method of web signature recognition system based on object map (2004) Submitted: 04/17/2008 Categories: Machine Learning, Tech Transfer Authors: Avni, Y., Suchard, E. more...    Adaptive neural network clustering of web users. (2004) Submitted: 04/24/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Balagani K.S., Iyengar S.S., Phoha V.V., Rangarajan, S.K., Selmic R.R. Description: The authors use ART to classify users in groups based on their Web access patterns. more...    Neural network apparatus and method for pattern recognition (2004) Submitted: 04/24/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Khan, E.R. more...    Image processing in HSI color space using adaptive noise filtering (2003) Submitted: 04/14/2008 Categories: Machine Vision Authors: Gopishankar, L., Kim, Y., Park, H.W., Sun, S. more...    Use of generic classifiers to determine physical topology in heterogeneous networking environments (2003) Submitted: 04/14/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Antsey, K.A., Barillaud, F., Croft, A.J., Linton, J.F., Marinos, D.J. more...    Million city traveling salesman problem solution by divide and conquer clustering with adaptive resonance neural networks (2003) Submitted: 04/24/2008 Categories: Clustering, Tech Transfer, Adaptive Resonance Theory Authors: Mulder S.A., Wunsch, D.C. more...    Fuzzy ARTMAP with relevance factor. (2003) Submitted: 02/22/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Andonie R., Beiu V., Sasu L. Description: The topic addressed in this paper is the development of an improved supervised incremental learning algorithm. more...    Analysis of expression profile using fuzzy adaptive resonance theory (2003) Submitted: 04/24/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Hanai, T., Honda, H., Kobayashi, T., Tomida, S. Description: Fuzzy ART was used as a clustering method for analyzing the time series gene expression data. The clustering results from Fuzzy ART were compared with those fromo ther clustering methods such as hierarchical clustering, the k-means algorithm, and self-organizing maps (SOMs). more...    Rapid category learning and recognition system (2002) Submitted: 04/15/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Carpenter G.A., Grossberg, S., Rozen, D.B. more...    Motion estimation within a sequence of data frames using optical flow with adaptive gradients (2002) Submitted: 04/14/2008 Categories: Tech Transfer Authors: Kim, Y., Sun, S. more...    Classification method and apparatus based on boosting and pruning of multiple classifiers (2002) Submitted: 04/14/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Owechko, Y., Srinivasan, N. more...    ART-2 and multisclae ART-2 for on-line process fault detection – validation via industrial case studies and monte carlo simulation. (2002) Submitted: 04/25/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Aradhye H.B., Bakshi B.R., Davis J.F. Description: This tech transfer implements a new multiscale ART-2 (MSART-2) algorithm in fault detection by integrating multiscale signal representation and scale-specific clustering-based diagnosis. more...    An Integrated SOM-Fuzzy ARTMAP Neural System for the Evaluation of Toxicity. (2002) Submitted: 04/25/2008 Categories: Machine Learning, Adaptive Resonance Theory Authors: Arenas, A., Espinosa, G., Giralt, F. Description: In this paper, fuzzy ARTMAP is used to build robust QSAR models, by using Self-organizing maps to select the smallest and most relevant subset of descriptors. This paradigm minimized the problem of misclassification of similar compounds. more...    µ-ARTMAP: Use of Mutual Information for Category Reduction in Fuzzy ARTMAP (2002) Submitted: 04/11/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Cano-Izquierdo, J.M., Dimitriadis, Y.A., Gomez-Sanchez, E. Description: In this paper, a new network model, ARTMAP, is discussed to address a category proliferation problem present in fuzzy ARTMAP. As compared to fuzzy ARTMAP, this novel architecture is more robust to noise and degrades less as dimensionality increases. more...    Category regions as new geometrical concepts in Fuzzy-ART and Fuzzy-ARTMAP (2002) Submitted: 04/24/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Anagnostopoulos, G.C., Georgiopoulos, M. Description: This paper describes a new model named Hypersphere ART (H-ART) and Hypersphere ARTMAP (H-ARTMAP), both of are based on the same principles of Fuzzy ART. H-ART can be implemented on clustering tasks, and H-ARTMAP can be used for the supervised learning of real-valued, multidimensional mappings. more...    Adaptive vector quantization/quantizer (2002) Submitted: 04/18/2008 Categories: Machine Learning, Tech Transfer Authors: Mitra, S.D. more...    A Fuzzy ARTMAP-Based Quantitative Structure-Property Relationship (QSPR) for Predicting Physical Properties of Organic Compounds (2001) Submitted: 04/11/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Arenas, A., Cohen, Y., Espinosa, G., Giralt, F., Yaffe, D. Description: This paper describes a novel fuzzy ARTMAP based Quantitative Structure-Property Relationship (QSPR) for predicting boiling points, critical temperatures, and critical pressures of organic compounds. more...    Color clustering for scene change detection and object tracking in video sequences (2001) Submitted: 04/14/2008 Categories: Machine Vision, Tech Transfer, Adaptive Resonance Theory Authors: Kim, Y., Sun, S. more...    A Computational Neural Approach to Support the Discovery of Gene Function and Classes of Cancer (2001) Submitted: 04/24/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Azuaje, F. Description: Fuzzy ARTMAP is used to classify the genome expression patterns to identify normal and diffuse large B-cell lymphoma (DLBCL) patients. more...    A Fuzzy ARTMAP-Based Quantitative Structure-Property Relationship (QSPR) for Predicting Physical Properties of Organic Compounds (2001) Submitted: 04/11/2008 Categories: Machine Learning, Adaptive Resonance Theory Authors: Arenas, A., Cohen, Y., Espinosa, G., Giralt, F., Yaffe, D. Description: This paper describes a novel fuzzy ARTMAP based Quantitative Structure-Property Relationship (QSPR) for predicting boiling points, critical temperatures, and critical pressures of organic compounds. more...    Learning and Foraging in Robot-bees. (2000) Submitted: 04/25/2008 Authors: Hirsbrunner, B., Perez-Uribe, A. Description: This article explores communicative behaviors and exploratory collectivism of honey bees as a basis for two models, presenting experimental results and detailed analysis of both models. more...    Hypersphere ART and ARTMAP for Unsupervised and Supervised, Incremental Learning (2000) Submitted: 04/24/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Anagnostopoulos, G.C., Georgiopoulos, M. Description: This paper describes a new model named Hypersphere ART (H-ART) and Hypersphere ARTMAP (H-ARTMAP), both of are based on the same principles of Fuzzy ART. H-ART can be implemented on clustering tasks, and H-ARTMAP can be used for the supervised learning of real-valued, multidimensional mappings. more...    An Ordering Algorithm for Pattern Presentation in Fuzzy ARTMAP That Tends to Improve Generalization Performance (1999) Submitted: 04/11/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Bebis, G., Dagher, I., Georgiopoulos, M., Heileman, G.L. Description: This paper describes an ordering algorithm that identifies a fixed order of training pattern presentation for fuzzy ARTMAP, thereby creating ordered Fuzzy ARTMAP. Under certain assumptions, the number of operations required by the ordering algorithm is less than that required by fuzzy ARTMAP. more...    Use of adaptive resonance theory to differentiate network device types (routers vs switches) (1999) Submitted: 04/14/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Barillaud, F. more...    A Novel Approach to Fault Diagnosis in Multicircuit Transmission Lines Using Fuzzy ARTmap Neural Networks (1999) Submitted: 04/24/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Aggarwal, R.K., Bennett, A., Johns, A.T., Li, F., Xuan, Q.Y. Description: In this paper, Fuzzy ARTMAP is used to solve fault classification problems in complex multicircuit transmission systems, under various system and fault conditions. Additionally, Fuzzy ARTMAP is compared with the error backpropagation algorithm and found to be better paradigm to solve fault diagnosis in these transmission systems. more...    Component machine testing using neural network processed vibration data analysis (1998) Submitted: 04/15/2008 Categories: Tech Transfer Authors: Grichnik, A.J. more...    Neural network based analysis system for vibration analysis and condition monitoring (1998) Submitted: 04/25/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Harrison, G.A. more...    Learn Sesame – A Learning Agent Engine (1997) Submitted: 04/25/2008 Authors: Caglayan, A., Jacoby, J., Jones, R., Kumar, K., Mazzu, J., Snorrason, M. Description: This paper presents design changes and an outline for further research based on the two years of Open Sesame!® 1.0 customer feedback. more...    ART 2-A for optimal test series design in QSAR (1997) Submitted: 04/25/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Buydens, L., Devillers, J., Domine, D.M.C., Wienke, D. Description: This paper compares ART-2A with hierarchical cluster analysis and visual mapping methods for QSAR and drug design. ART-2A represents a new useful nonlinear statistical tool for QSAR and drug design. more...    Cascade ARTMAP: Integrating neural computation and symbolic knowledge processing (1997) Submitted: 04/14/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Tan, A. Description: This paper introduces Cascade ARTMAP, a system based on fuzzy ARTMAP with an addition of rule-based knowledge discovery and prior knowledge initialization, used for symbolic knowledge extraction and processing. more...    Process and apparatus for monitoring a vehicle interior (1997) Submitted: 04/22/2008 Categories: Machine Learning, Tech Transfer Authors: Grassman, U. more...    Use of adaptive resonance theory (ART) neural networks to compute bottleneck link speed in heterogeneous networking environments (1997) Submitted: 04/25/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Barillaud, F. more...    Machine fault diagnostics system and method (1996) Submitted: 04/14/2008 Categories: Machine Learning, Tech Transfer Authors: Huang, H.H., Knapp, G.M., Lin, C.C., Lin, S.S., Spoerre, J.K., Wang, H.P. more...    Supervised training of a neural network (1996) Submitted: 04/22/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Huang, H.H., Knapp, G.M., Lin, S.S., Wang, H.P. more...    DNA sequence analysis using hierarchical ART-based classification networks. (1996) Submitted: 04/25/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Hruska, S.I., Katholi, C.R., LeBlanc, C., Unnasch, T.R. Description: This article describes a multi-tier ART-based approach to classification of tandem repeat DNA fragments. more...    Determination of concentrations of biological substances using raman spectroscopy and artificial neural networks discriminator (1996) Submitted: 04/14/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Cohen, G.M., Ham, F.H. more...    Order of Search in Fuzzy ART and Fuzzy ARTMAP: Effect of the Choice Parameter (1996) Submitted: 04/11/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Bebis, G., Fernlund, H., Georgiopoulos, M., Heileman, G.L. Description: This paper investigates the order according to which categories in Fuzzy ARTMAP or ARTa are chosen. more...    Concept Hierarchy Memory Model: A neural architecture for conceptual knowledge representation, learning, and commonsense reasoning (1996) Submitted: 04/15/2008 Categories: Tech Transfer, Adaptive Resonance Theory Authors: Soon, H., Tan, A. Description: This article presents Concept Hierarchy Memory Model (CHMM), a two-part cognitive architecture based on ART algorithm and used for conceptual knowledge representation and commonsense reasoning. more...    Application of the Fuzzy ARTMAP Neural Network Model to Medical Pattern Classification Tasks (1996) Submitted: 04/25/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Cross, S.S., Downs, J., Harrison, R.F., Kennedy, R.L. Description: 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. more...    Fuzzy LAPART Supervised Learning Through Inferencing for Stable Category Recognition (1995) Submitted: 04/25/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Fausett, L.V., Ham, F.H., Han, G. Description: Fuzzy LAPART (laterally primed adaptive resonance theory), a neural network architecture for supervised learning through logical inferencing, is introduced with fast and slow learning algorithms and match tracking capability. more...    Enhanced neural network shell for application programs (1995) Submitted: 04/22/2008 Categories: Machine Learning, Tech Transfer Authors: Austvold, S.M., Bigus, J.P., Henckel, J.D., Hospers, P.A. more...    Hierarchical pattern recognition system with variable selection weights (1994) Submitted: 04/14/2008 Categories: Tech Transfer Authors: G.A. Carpenter, Grossberg, S. more...    Seismic event classification system (1994) Submitted: 04/14/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Dowla, F.U., Jarpe, S.P., Maurer, W. more...    Pattern recognition system (1992) Submitted: 04/15/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Carpenter G.A., Grossberg, S. more...    Optoelectronic sensory neural network (1992) Submitted: 04/22/2008 Categories: Machine Learning, Tech Transfer Authors: Darling, R.B., Harrison, R.F., Nabet, B., Pinter, R.B. more...    Pattern learning and recognition apparatus in a computer system (1991) Submitted: 04/15/2008 Categories: Machine Learning, Tech Transfer, Adaptive Resonance Theory Authors: Cohen, M., Grossberg, S. more...