Nature Communications · 2020 · 172 citations · 38 references
EngineeringComputer EngineeringElectrical EngineeringAnalog ElectronicsSemiconductor DevicesSemiconductor MaterialsContent-addressable StorageMemory DevicesMemory StorageMemory Subsystem DesignMemristive MaterialsAnalog Switching BehaviorContent-addressable MemoryMemory Circuit DesignMemory CircuitsMemristive MemoryPattern MatchingPower ConsumptionRandom-access Memory
A content-addressable memory compares an input search word against all rows of stored words in an array in a highly parallel manner. While supplying a very powerful functionality for many applications in pattern matching and search, it suffers from large area, cost and power consumption, limiting its use. Past improvements have been realized by using memristors to replace the static random-access memory cell in conventional designs, but employ similar schemes based only on binary or ternary states for storage and search. We propose a new analog content-addressable memory concept and circuit to overcome these limitations by utilizing the analog conductance tunability of memristors. Our analog content-addressable memory stores data within the programmable conductance and can take as input either analog or digital search values. Experimental demonstrations, scaled simulations and analysis show that our analog content-addressable memory can reduce area and power consumption, which enables the acceleration of existing applications, but also new computing application areas.
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Analogue signal and image processing with large memristor crossbars
Can Li, Miao Hu, Yunning Li et al. · Nature Electronics · 2017 · 1.3K citations
Engineering, Computer Engineering, Electrical Engineering +16
Equivalent-accuracy accelerated neural-network training using analogue memory
Stefano Ambrogio, Pritish Narayanan, Hsinyu Tsai et al. · Nature · 2018 · 1.1K citations · Full text
Face classification using electronic synapses
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