Autoencoders on field-programmable gate arrays for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider.
Ekaterina GovorkovaEma PuljakThea AarrestadThomas JamesVladimir LoncarMaurizio PieriniAdrian Alan PolNicolò GhielmettiMaksymilian GraczykSioni SummersJennifer NgadiubaThong Q. NguyenJavier M. DuarteZhenbin WuPublished in: Nat. Mach. Intell. (2022)
Keyphrases
- fpga device
- field programmable gate array
- real time
- fpga technology
- hardware implementation
- high speed
- fpga implementation
- programmable logic
- embedded systems
- xilinx virtex
- pipelined architecture
- application specific integrated circuits
- massively parallel
- parallel computing
- high end
- parallel architectures
- denoising
- hardware design
- graphics processing units
- image processing algorithms
- unsupervised learning
- signal processing
- low cost
- query processing
- data flow
- hardware and software
- data management
- hardware architecture
- digital signal processing
- software implementation
- distributed systems
- information systems
- artificial intelligence
- machine learning
- neural network