Non-volatile FPGAs Research Articles

Implementing Neural Networks on Nonvolatile FPGAs With Reprogramming

Implementing Neural Networks on Nonvolatile FPGAs With Reprogramming

Path reuse-aware routing for non-volatile memory based FPGAs

Non-volatile memory-based FPGAs (NV-FPGAs) are expected to replace traditional SRAM-based FPGAs to achieve higher scalability and lower power consumption. Yet the slow write performance of NVMs not only challenges FPGA reconfiguration speed and overhead but also constrains the programming cycles of FPGAs. To efficiently configure switch boxes, the majority component of an FPGA, this paper presents a routing path reuse technique. The reconfiguration cost of routing resources is first modeled mathematically and then minimized through a reuse-aware routing algorithm, which is incorporated into the standard VTR CAD tool. Experiments on standard MCNC and Titan benchmarks show that the proposed scheme is able to achieve as much as 58% path reuse rate and reduce as much as 45% configuration cost for routing resources.

Single event upset mitigation by means of a sequential circuit state freeze

This paper describes a novel design technique for hardening sequential circuits against Single Event Transients (SETs) and Single Event Upsets (SEUs) in non-volatile FPGAs. Double Modular Redundancy (DMR) is used to detect the presence of a SET in a sequential circuit. However, DMR solutions are only able to detect SET’s and not mask or correct them. Therefore, extra functionality is required to mask and correct the error after it has been detected. The central idea of the method proposed is to “freeze” the sequential circuit at a particular state when a SET is detected. As soon as the SET dissipates, the circuit is “unfrozen” so that it can continue with normal operation. Due to the short SET lifetime versus much longer circuit clock periods, the “frozen” state will normally not last more than one clock period. The proposed scheme is suitable for delay-insensitive applications requiring minimal hardware overhead.The proposed DMR method is thoroughly tested on ITC99 benchmarks. With a small delay of one clock period whenever a SET is detected, the proposed method offers immunity against the errors caused by SETs in non-volatile FPGA systems.