Daniel P. Lathrop

RF Signal Classification using Boolean Reservoir Computing on an FPGA

2021

Networks of Boolean logic gates exhibiting complex dynamical behavior are promising reservoirs for hardware-accelerated reservoir computing. Using an FPGA, we explore the parameter space of both clocked and unclocked Boolean networks, and identify configurations that …

Using evolutionary computation to optimize task performance of unclocked, recurrent Boolean circuits in FPGAs

2024 · arXiv (Cornell University)

It has been shown that unclocked, recurrent networks of Boolean gates in FPGAs can be used for low-SWaP reservoir computing. In such systems, topology and node functionality of the network are randomly initialized. To create …