An Adaptive Analytical FPGA Placement flow based on Reinforcement Learning.
C. BarnS. VermeulenShawki AreibiGary GréwalPublished in: ICM (2023)
Keyphrases
- reinforcement learning
- function approximation
- real time
- markov decision processes
- high speed
- reinforcement learning algorithms
- state space
- temporal difference learning
- hardware implementation
- flow patterns
- dynamic programming
- data acquisition
- software implementation
- robotic control
- adaptive learning
- real time image processing
- hardware design
- function approximators
- verilog hdl
- temporal difference
- optimal control
- flow field
- optimal policy
- signal processing
- low cost
- learning algorithm
- single chip
- hardware architecture
- stochastic approximation
- fpga implementation
- hardware architectures
- e learning
- fpga technology