Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287703764> ?p ?o ?g. }
Showing items 1 to 68 of
68
with 100 items per page.
- W4287703764 abstract "Rapid design space exploration in early design stage is critical to algorithm-architecture co-design for accelerators. In this work, a pre-RTL cycle-accurate accelerator simulator based on SystemC transaction-level modeling (TLM), AccTLMSim, is proposed for convolutional neural network (CNN) accelerators. The accelerator simulator keeps track of each bus transaction between accelerator and DRAM, taking into account the communication bandwidth. The simulation results are validated against the implementation results on the Xilinx Zynq. Using the proposed simulator, it is shown that the communication bandwidth is severely affected by DRAM latency and bus protocol overhead. In addition, the loop tiling is optimized to maximize the performance under the constraint of on-chip SRAM size. Furthermore, a new performance estimation model is proposed to speed up the design space exploration. Thanks to the proposed simulator and performance estimation model, it is possible to explore a design space of millions of architectural options within a few tens of minutes." @default.
- W4287703764 created "2022-07-26" @default.
- W4287703764 creator A5052432429 @default.
- W4287703764 creator A5060021326 @default.
- W4287703764 creator A5065443361 @default.
- W4287703764 creator A5071856047 @default.
- W4287703764 creator A5072573878 @default.
- W4287703764 creator A5078648367 @default.
- W4287703764 creator A5088060647 @default.
- W4287703764 date "2020-07-29" @default.
- W4287703764 modified "2023-09-25" @default.
- W4287703764 title "Transaction-level Model Simulator for Communication-Limited Accelerators" @default.
- W4287703764 hasPublicationYear "2020" @default.
- W4287703764 type Work @default.
- W4287703764 citedByCount "0" @default.
- W4287703764 crossrefType "posted-content" @default.
- W4287703764 hasAuthorship W4287703764A5052432429 @default.
- W4287703764 hasAuthorship W4287703764A5060021326 @default.
- W4287703764 hasAuthorship W4287703764A5065443361 @default.
- W4287703764 hasAuthorship W4287703764A5071856047 @default.
- W4287703764 hasAuthorship W4287703764A5072573878 @default.
- W4287703764 hasAuthorship W4287703764A5078648367 @default.
- W4287703764 hasAuthorship W4287703764A5088060647 @default.
- W4287703764 hasBestOaLocation W42877037641 @default.
- W4287703764 hasConcept C118524514 @default.
- W4287703764 hasConcept C149635348 @default.
- W4287703764 hasConcept C169571997 @default.
- W4287703764 hasConcept C188045654 @default.
- W4287703764 hasConcept C201203610 @default.
- W4287703764 hasConcept C2776221188 @default.
- W4287703764 hasConcept C2776257435 @default.
- W4287703764 hasConcept C2776928060 @default.
- W4287703764 hasConcept C31258907 @default.
- W4287703764 hasConcept C41008148 @default.
- W4287703764 hasConcept C44154836 @default.
- W4287703764 hasConcept C68043766 @default.
- W4287703764 hasConcept C7366592 @default.
- W4287703764 hasConcept C9390403 @default.
- W4287703764 hasConceptScore W4287703764C118524514 @default.
- W4287703764 hasConceptScore W4287703764C149635348 @default.
- W4287703764 hasConceptScore W4287703764C169571997 @default.
- W4287703764 hasConceptScore W4287703764C188045654 @default.
- W4287703764 hasConceptScore W4287703764C201203610 @default.
- W4287703764 hasConceptScore W4287703764C2776221188 @default.
- W4287703764 hasConceptScore W4287703764C2776257435 @default.
- W4287703764 hasConceptScore W4287703764C2776928060 @default.
- W4287703764 hasConceptScore W4287703764C31258907 @default.
- W4287703764 hasConceptScore W4287703764C41008148 @default.
- W4287703764 hasConceptScore W4287703764C44154836 @default.
- W4287703764 hasConceptScore W4287703764C68043766 @default.
- W4287703764 hasConceptScore W4287703764C7366592 @default.
- W4287703764 hasConceptScore W4287703764C9390403 @default.
- W4287703764 hasLocation W42877037641 @default.
- W4287703764 hasOpenAccess W4287703764 @default.
- W4287703764 hasPrimaryLocation W42877037641 @default.
- W4287703764 hasRelatedWork W10797464 @default.
- W4287703764 hasRelatedWork W12183515 @default.
- W4287703764 hasRelatedWork W14704398 @default.
- W4287703764 hasRelatedWork W3497869 @default.
- W4287703764 hasRelatedWork W3966515 @default.
- W4287703764 hasRelatedWork W530071 @default.
- W4287703764 hasRelatedWork W6193983 @default.
- W4287703764 hasRelatedWork W7084482 @default.
- W4287703764 hasRelatedWork W9278068 @default.
- W4287703764 hasRelatedWork W3772702 @default.
- W4287703764 isParatext "false" @default.
- W4287703764 isRetracted "false" @default.
- W4287703764 workType "article" @default.