An Example of Unsupervised Networks Kohonen's Self-Organizing Feature Map
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Summary
It is shown that the inherent classification properties of the feature map make it a suitable candidate for solving the classification task in power system areas like load forecasting, fault diagnosis and security assessment.
- Type
- article
- Published
- 1995-06-01
- Cited by
- 2
- References
- 50
- OpenAlex
- https://openalex.org/W754702898
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:18247987
Keywords
Self-organizing map, Artificial intelligence, Computer science, Dimensionality reduction, Artificial neural network
References
- A Systolic Accelerator for Power System Security Assessment
- Introduction to Concepts in Artificial Neural Networks
- Use of Karhunen-Loe've expansion in training neural networks for static security assessment
- A logical calculus of the ideas immanent in nervous activity
- Beyond Regression : "New Tools for Prediction and Analysis in the Behavioral Sciences
- Neural network applications in power systems
- Unsupervised learning strategies for the detection and classification of transient phenomena on electric power distribution systems
- Static security assessment of power system using Kohonen neural network
- How patterned neural connections can be set up by self-organization
- Neural Networks, Principal Components, and Subspaces
- Design of artificial neural networks for short-term load forecasting. II. Multilayer feedforward networks for peak load and valley load forecasting
- Analog VLSI and neural systems
- Pattern classification and scene analysis
- Convergence of self-organizing neural algorithms
- Application of radial basis function neural network model for short-term load forecasting
- Ocular dominance column development: analysis and simulation.
- A model for the development of simple cell receptive fields and the ordered arrangement of orientation columns through activity-dependent competition between ON- and OFF-center inputs
- A generic systolic array building block for neural networks with on-chip learning
- Self-organization in a perceptual network
- An artificial neural-net based technique for power system dynamic stability with the Kohonen model
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