Matches in SemOpenAlex for { <https://semopenalex.org/work/W2979663695> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W2979663695 abstract "Processing in memory (PIM) is a concept to enable massively parallel dot products while keeping one set of operands in memory. PIM is ideal for computationally demanding deep neural networks (DNNs) and recurrent neural networks (RNNs). Processing in resistive RAM (RRAM) is particularly appealing due to RRAM's high density and low energy. A key limitation of PIM is the cost of multibit analog-to-digital (A/D) conversions that can defeat the efficiency and performance benefits of PIM. In this work, we demonstrate the CASCADE architecture that connects multiply-accumulate (MAC) RRAM arrays with buffer RRAM arrays to extend the processing in analog and in memory: dot products are followed by partial-sum buffering and accumulation to implement a complete DNN or RNN layer. Design choices are made and the interface is designed to enable a variation-tolerant, robust analog dataflow. A new memory mapping scheme named R-Mapping is devised to enable the in-RRAM accumulation of partial sums; and an analog summation scheme is used to reduce the number of A/D conversions required to obtain the final sum. CASCADE is compared with recent in-RRAM computation architectures using state-of-the-art DNN and RNN benchmarks. The results demonstrate that CASCADE improves the energy efficiency by 3.5× while maintaining a competitive throughput." @default.
- W2979663695 created "2019-10-18" @default.
- W2979663695 creator A5016243013 @default.
- W2979663695 creator A5038110244 @default.
- W2979663695 creator A5050699214 @default.
- W2979663695 creator A5063342536 @default.
- W2979663695 date "2019-10-12" @default.
- W2979663695 modified "2023-10-12" @default.
- W2979663695 title "CASCADE" @default.
- W2979663695 cites W1542981317 @default.
- W2979663695 cites W2016922062 @default.
- W2979663695 cites W2020763844 @default.
- W2979663695 cites W2021797032 @default.
- W2979663695 cites W2064675550 @default.
- W2979663695 cites W2101091847 @default.
- W2979663695 cites W2129610161 @default.
- W2979663695 cites W2155589054 @default.
- W2979663695 cites W2164819109 @default.
- W2979663695 cites W2290453237 @default.
- W2979663695 cites W2533706950 @default.
- W2979663695 cites W2613205562 @default.
- W2979663695 cites W2769049661 @default.
- W2979663695 cites W2794288888 @default.
- W2979663695 cites W2803163155 @default.
- W2979663695 cites W2891442728 @default.
- W2979663695 cites W3099743262 @default.
- W2979663695 cites W3101275799 @default.
- W2979663695 doi "https://doi.org/10.1145/3352460.3358328" @default.
- W2979663695 hasPublicationYear "2019" @default.
- W2979663695 type Work @default.
- W2979663695 sameAs 2979663695 @default.
- W2979663695 citedByCount "43" @default.
- W2979663695 countsByYear W29796636952020 @default.
- W2979663695 countsByYear W29796636952021 @default.
- W2979663695 countsByYear W29796636952022 @default.
- W2979663695 countsByYear W29796636952023 @default.
- W2979663695 crossrefType "proceedings-article" @default.
- W2979663695 hasAuthorship W2979663695A5016243013 @default.
- W2979663695 hasAuthorship W2979663695A5038110244 @default.
- W2979663695 hasAuthorship W2979663695A5050699214 @default.
- W2979663695 hasAuthorship W2979663695A5063342536 @default.
- W2979663695 hasBestOaLocation W29796636951 @default.
- W2979663695 hasConcept C118524514 @default.
- W2979663695 hasConcept C119599485 @default.
- W2979663695 hasConcept C127413603 @default.
- W2979663695 hasConcept C154945302 @default.
- W2979663695 hasConcept C157764524 @default.
- W2979663695 hasConcept C165801399 @default.
- W2979663695 hasConcept C173608175 @default.
- W2979663695 hasConcept C182019814 @default.
- W2979663695 hasConcept C190475519 @default.
- W2979663695 hasConcept C2742236 @default.
- W2979663695 hasConcept C34146451 @default.
- W2979663695 hasConcept C41008148 @default.
- W2979663695 hasConcept C42360764 @default.
- W2979663695 hasConcept C50644808 @default.
- W2979663695 hasConcept C55526617 @default.
- W2979663695 hasConcept C555944384 @default.
- W2979663695 hasConcept C76155785 @default.
- W2979663695 hasConcept C9390403 @default.
- W2979663695 hasConcept C96324660 @default.
- W2979663695 hasConceptScore W2979663695C118524514 @default.
- W2979663695 hasConceptScore W2979663695C119599485 @default.
- W2979663695 hasConceptScore W2979663695C127413603 @default.
- W2979663695 hasConceptScore W2979663695C154945302 @default.
- W2979663695 hasConceptScore W2979663695C157764524 @default.
- W2979663695 hasConceptScore W2979663695C165801399 @default.
- W2979663695 hasConceptScore W2979663695C173608175 @default.
- W2979663695 hasConceptScore W2979663695C182019814 @default.
- W2979663695 hasConceptScore W2979663695C190475519 @default.
- W2979663695 hasConceptScore W2979663695C2742236 @default.
- W2979663695 hasConceptScore W2979663695C34146451 @default.
- W2979663695 hasConceptScore W2979663695C41008148 @default.
- W2979663695 hasConceptScore W2979663695C42360764 @default.
- W2979663695 hasConceptScore W2979663695C50644808 @default.
- W2979663695 hasConceptScore W2979663695C55526617 @default.
- W2979663695 hasConceptScore W2979663695C555944384 @default.
- W2979663695 hasConceptScore W2979663695C76155785 @default.
- W2979663695 hasConceptScore W2979663695C9390403 @default.
- W2979663695 hasConceptScore W2979663695C96324660 @default.
- W2979663695 hasFunder F4320306076 @default.
- W2979663695 hasLocation W29796636951 @default.
- W2979663695 hasOpenAccess W2979663695 @default.
- W2979663695 hasPrimaryLocation W29796636951 @default.
- W2979663695 hasRelatedWork W1505667720 @default.
- W2979663695 hasRelatedWork W1530279678 @default.
- W2979663695 hasRelatedWork W1530954637 @default.
- W2979663695 hasRelatedWork W1968046689 @default.
- W2979663695 hasRelatedWork W1978812516 @default.
- W2979663695 hasRelatedWork W2054126032 @default.
- W2979663695 hasRelatedWork W2072182049 @default.
- W2979663695 hasRelatedWork W2108168782 @default.
- W2979663695 hasRelatedWork W2113002027 @default.
- W2979663695 hasRelatedWork W2772191583 @default.
- W2979663695 isParatext "false" @default.
- W2979663695 isRetracted "false" @default.
- W2979663695 magId "2979663695" @default.
- W2979663695 workType "article" @default.