Matches in SemOpenAlex for { <https://semopenalex.org/work/W3025579719> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W3025579719 endingPage "1" @default.
- W3025579719 startingPage "1" @default.
- W3025579719 abstract "Matrix computing is a basic operational model that was broadly used in science and engineering applications. In this study, we first propose a novel optimization method to obtain a high-performance and scalable architecture for matrix multiplication, including reducing data transmission, optimizing data flow, improving resource utilization, and dynamically changing the length of the linear array. Based on the optimized architecture, we present a multi-operation floating-point matrix computing unit (design-I), which extends the function of matrix computing from single matrix multiplication operation to matrix addition, matrix subtraction, matrix-vector multiplication, matrix-scalar multiplication. With low storage demand and computing efficiency, design-I can be used in computing dense matrices of arbitrary sizes. Moreover, we propose a continuous floating-point matrix computing unit (design-II), which not only has the same function of multi-operation but also meets the requirement of continuous matrix computing in practical engineering and avoids a large amount of intermediate data transfer. Finally, the authors adopt the above-mentioned unit cores to build a matrix computing acceleration system according to different engineering requirements. The experiments implemented in the Xilinx 585T FPGA device show that the accelerator achieves a maximum frequency of 195Mhz with 256 processing elements (PEs) and performs 99.8GFLOPS. The architecture is more outstanding in application scope and prospects compared with state-of-the-art methods." @default.
- W3025579719 created "2020-05-21" @default.
- W3025579719 creator A5005723679 @default.
- W3025579719 creator A5010685789 @default.
- W3025579719 creator A5015441271 @default.
- W3025579719 creator A5043043084 @default.
- W3025579719 date "2020-01-01" @default.
- W3025579719 modified "2023-09-23" @default.
- W3025579719 title "A Scalable Architecture for Accelerating Multi-operation and Continuous Floating-point Matrix Computing on FPGAs" @default.
- W3025579719 doi "https://doi.org/10.1109/access.2020.2994657" @default.
- W3025579719 hasPublicationYear "2020" @default.
- W3025579719 type Work @default.
- W3025579719 sameAs 3025579719 @default.
- W3025579719 citedByCount "1" @default.
- W3025579719 countsByYear W30255797192020 @default.
- W3025579719 crossrefType "journal-article" @default.
- W3025579719 hasAuthorship W3025579719A5005723679 @default.
- W3025579719 hasAuthorship W3025579719A5010685789 @default.
- W3025579719 hasAuthorship W3025579719A5015441271 @default.
- W3025579719 hasAuthorship W3025579719A5043043084 @default.
- W3025579719 hasBestOaLocation W30255797191 @default.
- W3025579719 hasConcept C106487976 @default.
- W3025579719 hasConcept C11413529 @default.
- W3025579719 hasConcept C114614502 @default.
- W3025579719 hasConcept C121332964 @default.
- W3025579719 hasConcept C159985019 @default.
- W3025579719 hasConcept C163716315 @default.
- W3025579719 hasConcept C17349429 @default.
- W3025579719 hasConcept C173608175 @default.
- W3025579719 hasConcept C192562407 @default.
- W3025579719 hasConcept C2780595030 @default.
- W3025579719 hasConcept C33923547 @default.
- W3025579719 hasConcept C41008148 @default.
- W3025579719 hasConcept C42935608 @default.
- W3025579719 hasConcept C459310 @default.
- W3025579719 hasConcept C48044578 @default.
- W3025579719 hasConcept C56372850 @default.
- W3025579719 hasConcept C62520636 @default.
- W3025579719 hasConcept C77088390 @default.
- W3025579719 hasConcept C84114770 @default.
- W3025579719 hasConcept C84211073 @default.
- W3025579719 hasConcept C9390403 @default.
- W3025579719 hasConceptScore W3025579719C106487976 @default.
- W3025579719 hasConceptScore W3025579719C11413529 @default.
- W3025579719 hasConceptScore W3025579719C114614502 @default.
- W3025579719 hasConceptScore W3025579719C121332964 @default.
- W3025579719 hasConceptScore W3025579719C159985019 @default.
- W3025579719 hasConceptScore W3025579719C163716315 @default.
- W3025579719 hasConceptScore W3025579719C17349429 @default.
- W3025579719 hasConceptScore W3025579719C173608175 @default.
- W3025579719 hasConceptScore W3025579719C192562407 @default.
- W3025579719 hasConceptScore W3025579719C2780595030 @default.
- W3025579719 hasConceptScore W3025579719C33923547 @default.
- W3025579719 hasConceptScore W3025579719C41008148 @default.
- W3025579719 hasConceptScore W3025579719C42935608 @default.
- W3025579719 hasConceptScore W3025579719C459310 @default.
- W3025579719 hasConceptScore W3025579719C48044578 @default.
- W3025579719 hasConceptScore W3025579719C56372850 @default.
- W3025579719 hasConceptScore W3025579719C62520636 @default.
- W3025579719 hasConceptScore W3025579719C77088390 @default.
- W3025579719 hasConceptScore W3025579719C84114770 @default.
- W3025579719 hasConceptScore W3025579719C84211073 @default.
- W3025579719 hasConceptScore W3025579719C9390403 @default.
- W3025579719 hasLocation W30255797191 @default.
- W3025579719 hasLocation W30255797192 @default.
- W3025579719 hasOpenAccess W3025579719 @default.
- W3025579719 hasPrimaryLocation W30255797191 @default.
- W3025579719 hasRelatedWork W1481877323 @default.
- W3025579719 hasRelatedWork W2031460602 @default.
- W3025579719 hasRelatedWork W2057136263 @default.
- W3025579719 hasRelatedWork W2095606163 @default.
- W3025579719 hasRelatedWork W2109089031 @default.
- W3025579719 hasRelatedWork W2142496304 @default.
- W3025579719 hasRelatedWork W2273809747 @default.
- W3025579719 hasRelatedWork W2537625584 @default.
- W3025579719 hasRelatedWork W2791204867 @default.
- W3025579719 hasRelatedWork W4312354936 @default.
- W3025579719 isParatext "false" @default.
- W3025579719 isRetracted "false" @default.
- W3025579719 magId "3025579719" @default.
- W3025579719 workType "article" @default.