An Open Source Custom K-means Generator for AWS Cloud FPGA Accelerators.
Lucas BragançaMichael CanescheJeronimo Costa PenhaWesterley CarvalhoGiovanni ComarelaJosé Augusto Miranda NacifRicardo S. FerreiraPublished in: SBESC (2021)
Keyphrases
- open source
- field programmable gate array
- k means
- single chip
- computing platform
- map reduce
- parallel computing
- cloud computing
- hardware implementation
- embedded systems
- data analytics
- open source software
- domain specific
- computing systems
- fpga implementation
- source code
- image processing algorithms
- clustering algorithm
- clustering method
- hierarchical clustering
- hardware design
- general purpose processors
- hardware architecture
- cluster analysis
- software implementation
- self organizing maps
- initial cluster centers
- rough k means
- spectral clustering
- data clustering
- case study
- unsupervised clustering
- real time image processing
- low power
- efficient implementation
- data center
- open standards
- document clustering
- fpga technology
- reconfigurable hardware
- real time
- application specific
- image processing
- low cost
- clustering approaches
- virtual machine