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  1. Transactions on Reconfigurable Technology and Systems (TRETS)
  2. ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 9
  3. Issue 4(Regular Papers and Special Section on Field Programmable Gate Arrays (FPGA) 2015), September 2016
  4. ODoST: Automatic Hardware Acceleration for Biomedical Model Integration
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ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 10
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 9
Issue 4(Regular Papers and Special Section on Field Programmable Gate Arrays (FPGA) 2015), September 2016
A Retargetable Compilation Framework for Heterogeneous Reconfigurable Computing
FPGA-Based Dynamically Reconfigurable SQL Query Processing
Shared Memory Multicore MicroBlaze System with SMP Linux Support
ODoST: Automatic Hardware Acceleration for Biomedical Model Integration
Introduction
Application of Specific Delay Window Routing for Timing Optimization in FPGA Designs
Impact of Parallelism and Memory Architecture on FPGA Communication Energy
Fine-Grained Interconnect Synthesis
Issue 3(Special Issue on Reconfigurable Components with Source Code), September 2016
Issue 2(Special Section on RAW2014), February 2016
Issue 1(Special Section on the 2014 International Symposium on Applied Reconfigurable Computing), November 2015
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 8
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 7
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 6
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 5
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 4
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 3
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 2
ACM Transactions on Reconfigurable Technology and Systems (TRETS) : Volume 1

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ODoST: Automatic Hardware Acceleration for Biomedical Model Integration

Content Provider ACM Digital Library
Author Bradley, Chris Sinnen, Oliver Yu, Ting
Copyright Year 2016
Description Author Affiliation: University of Auckland, Auckland, New Zealand(Sinnen, Oliver; Bradley, Chris; Yu, Ting)
Abstract Dynamic biomedical systems are mathematically described by Ordinary Differential Equations (ODEs) and their solution is often one of the most computationally intensive parts in biomedical simulations. With high inherent parallelism, hardware acceleration based on Field-Programmable Gate Arrays (FPGAs) has great potential to increase the computational performance of the model simulations, while being very power-efficient. However, the manual hardware implementation is complex and time consuming. The advantages of FPGA designs can only be realised if there is a general solution to automate the process. In this article, we propose a domain-specific high-level synthesis tool called ODoST that automatically generates an FPGA-based Hardware Accelerator Module (HAM) from a high-level description. In this direct approach, ODE equations are directly mapped to processing pipelines without any intermediate architecture layer of processing elements. We evaluate the generated HAMs on real hardware based on their resource usage, processing speed, and power consumption, and compare them with CPUs and a GPU. The results show that FPGA implementations can achieve 15.3 times more speedup compared to a single core CPU solution and perform similarly to an auto-generated GPU solution, while the FPGA implementations can achieve 14.5 times more power efficiency than the CPU and 3.1 times compared to the $\textit{optimised}$ GPU solution. Improved speedups are foreseeable based on further optimisations.
Starting Page 1
Ending Page 24
Page Count 24
File Format PDF
ISSN 19367406
e-ISSN 19367414
DOI 10.1145/2870639
Volume Number 9
Issue Number 4
Journal ACM Transactions on Reconfigurable Technology and Systems (TRETS)
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2016-08-11
Publisher Place New York
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword High-performance reconfigurable computing Biomedical modeling High-level synthesis
Content Type Text
Resource Type Article
Subject Computer Science
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