2020 · 115 citations · 6 references
EngineeringComputer EngineeringElectrical EngineeringAnalog ElectronicsLow-power DesignMicroelectronicsAccelerator ArchitectureHardware AccelerationLow-power Digital Circuit DesignMixed-signal Integrated Circuit DesignMixed-signal IntegrationPower OptimizationAccelerator MicroarchitectureDigital Signal Processing BlocksEnergy-efficient Hardware AccelerationLow-power Memory ArchitectureMixed-signal LayoutNeuromorphic HardwarePower-efficient Crossbar Design
This paper presents an efficient crossbar design and implementation intended for analog compute-in-memory (ACiM) acceleration of artificial neural networks based on ferroelectric FET (FeFET) technology. The novel mixed signal blocks presented in this work reduce the device-to-device variation and are optimized for low area, low power and high throughput. In addition, we illustrate the operation and programmability of the crossbar that adopts bit decomposition techniques for MAC operation. Our crossbar based ACiM accelerator achieves a record peak performance of 13714 TOPS/W.
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In-memory hyperdimensional computing
Geethan Karunaratne, Manuel Le Gallo, Giovanni Cherubini et al. · Nature Electronics · 2020 · 274 citations · Full text
A Circuit Compatible Accurate Compact Model for Ferroelectric-FETs
Kai Ni, Matthew Jerry, J. A. Smith et al. · 2018 · 240 citations
Engineering, Computer Engineering, Electrical Engineering +16