Field programmable gate array-based acceleration of shortest-path computation
There exist several practical applications that require high-speed shortest-path computations. In many situations, especially in embedded applications, an field programmable gate array (FPGA)-based accelerator for computing the shortest paths can help to achieve high performance at low cost. This st...
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sg-ntu-dr.10356-1042632020-05-28T07:17:44Z Field programmable gate array-based acceleration of shortest-path computation Jagadeesh, George Rosario Srikanthan, T.. Lim, C. M. School of Computer Engineering DRNTU::Engineering::Computer science and engineering There exist several practical applications that require high-speed shortest-path computations. In many situations, especially in embedded applications, an field programmable gate array (FPGA)-based accelerator for computing the shortest paths can help to achieve high performance at low cost. This study presents an FPGA-based distributed architecture for solving the single-source shortest-path problem in a fast and efficient manner. The proposed architecture is based on the Bellman-Ford algorithm adapted to facilitate early termination of computation. One of the novelties of the architecture is that it does not involve any centralised control and the processing elements (PEs), which are identical in construction, operate in perfect synchronisation with each other. The functional correctness of the design has been verified through simulations and also in actual hardware. It has been shown that the implementation on a Xilinx Virtex-5 FPGA is more than twice as fast as a software implementation of the algorithm on a high-end general-purpose processor that runs at an order-of-magnitude faster clock. The speed-up offered by the design can be further improved by adopting an interconnection topology that maximises the data transfer rate among the PEs. Accepted version 2014-07-07T05:40:53Z 2019-12-06T21:29:20Z 2014-07-07T05:40:53Z 2019-12-06T21:29:20Z 2011 2011 Journal Article Jagadeesh, G. R., Srikanthan, T., & Lim, C. M. (2011). Field programmable gate array-based acceleration of shortest-path computation. IET Computers and Digital techniques, 5(4), 231 - 237. https://hdl.handle.net/10356/104263 http://hdl.handle.net/10220/20133 10.1049/iet-cdt.2009.0072 163700 en IET Computers and Digital techniques © 2011 The Institution of Engineering and Technology. This is the author created version of a work that has been peer reviewed and accepted for publication by IET Computers and Digital techniques, Institution of Engineering and Technology. It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [http://dx.doi.org/10.1049/iet-cdt.2009.0072]. application/pdf |
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DRNTU::Engineering::Computer science and engineering Jagadeesh, George Rosario Srikanthan, T.. Lim, C. M. Field programmable gate array-based acceleration of shortest-path computation |
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There exist several practical applications that require high-speed shortest-path computations. In many situations, especially in embedded applications, an field programmable gate array (FPGA)-based accelerator for computing the shortest paths can help to achieve high performance at low cost. This study presents an FPGA-based distributed architecture for solving the single-source shortest-path problem in a fast and efficient manner. The proposed architecture is based on the Bellman-Ford algorithm adapted to facilitate early termination of computation. One of the novelties of the architecture is that it does not involve any centralised control and the processing elements (PEs), which are identical in construction, operate in perfect synchronisation with each other. The functional correctness of the design has been verified through simulations and also in actual hardware. It has been shown that the implementation on a Xilinx Virtex-5 FPGA is more than twice as fast as a software implementation of the algorithm on a high-end general-purpose processor that runs at an order-of-magnitude faster clock. The speed-up offered by the design can be further improved by adopting an interconnection topology that maximises the data transfer rate among the PEs. |
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School of Computer Engineering |
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School of Computer Engineering Jagadeesh, George Rosario Srikanthan, T.. Lim, C. M. |
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Article |
author |
Jagadeesh, George Rosario Srikanthan, T.. Lim, C. M. |
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Jagadeesh, George Rosario |
title |
Field programmable gate array-based acceleration of shortest-path computation |
title_short |
Field programmable gate array-based acceleration of shortest-path computation |
title_full |
Field programmable gate array-based acceleration of shortest-path computation |
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Field programmable gate array-based acceleration of shortest-path computation |
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Field programmable gate array-based acceleration of shortest-path computation |
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field programmable gate array-based acceleration of shortest-path computation |
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2014 |
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https://hdl.handle.net/10356/104263 http://hdl.handle.net/10220/20133 |
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