Hardware implementation of self-organizing maps using memristors, a simulation study.
Germán VaqueroFrancisco Jiménez-MolinosJuan Bautista RoldánPublished in: DCIS (2022)
Keyphrases
- hardware implementation
- simulation study
- self organizing maps
- signal processing
- efficient implementation
- neural network
- software implementation
- hardware design
- competitive learning
- monte carlo
- image processing algorithms
- unsupervised learning
- k means
- dedicated hardware
- input data
- field programmable gate array
- fpga implementation
- som neural network
- neural gas
- general purpose
- image data
- feature maps
- general purpose processors
- fpga device
- network anomaly detection
- artificial neural networks
- pattern recognition
- image processing
- machine learning