Real-time simulation of dynamic vehicle models using high performance reconfigurable computing platforms

dc.contributor.advisor Joseph Zambreno
dc.contributor.author Monga, Madhu
dc.contributor.department Department of Electrical and Computer Engineering
dc.date 2018-08-11T17:56:04.000
dc.date.accessioned 2020-06-30T02:37:17Z
dc.date.available 2020-06-30T02:37:17Z
dc.date.copyright Fri Jan 01 00:00:00 UTC 2010
dc.date.embargo 2013-06-05
dc.date.issued 2010-01-01
dc.description.abstract <p>A software-based approach for Real-Time Simulation (RTS) may have difficulties in meeting real-time constraints for complex models. In this thesis, we present a methodology for the design and implementation of RTS algorithms, based on the use of Field-Programmable Gate Array (FPGA) technology to improve the response time of these models. Our methodology utilizes traditional Hardware/Software co-design approaches to generate a heterogeneous architecture for an FPGA-based simulator. We have optimized the hardware design such that it efficiently utilizes the parallel nature of FPGAs and pipelines the independent operations. Further enhancement is obtained through the use of custom accelerators for common non-linear functions. Since the systems we examine have relatively low response time requirements, our approach greatly simplifies the software components by porting the computationally complex regions to hardware. We illustrate the partitioning of a hardware-based simulator design across dual FPGAs, initiate RTS using a system input from a Hardware-in-the-Loop (HIL) framework, and use these simulation results from our FPGA-based platform to perform response analysis. The total simulation time, which includes the time required to receive the system input over a socket (without HIL), software initialization, hardware computation, and transfer of simulation results back over a socket, shows a speedup of 2x as compared to a similar setup with no hardware acceleration. The correctness of the simulation output from the hardware has also been validated with the simulated results from the software-only design.</p>
dc.format.mimetype application/pdf
dc.identifier archive/lib.dr.iastate.edu/etd/11663/
dc.identifier.articleid 2711
dc.identifier.contextkey 2807909
dc.identifier.doi https://doi.org/10.31274/etd-180810-389
dc.identifier.s3bucket isulib-bepress-aws-west
dc.identifier.submissionpath etd/11663
dc.identifier.uri https://dr.lib.iastate.edu/handle/20.500.12876/25869
dc.language.iso en
dc.source.bitstream archive/lib.dr.iastate.edu/etd/11663/Monga_iastate_0097M_11491.pdf|||Fri Jan 14 18:55:15 UTC 2022
dc.subject.disciplines Electrical and Computer Engineering
dc.title Real-time simulation of dynamic vehicle models using high performance reconfigurable computing platforms
dc.type thesis en_US
dc.type.genre thesis en_US
dspace.entity.type Publication
relation.isOrgUnitOfPublication a75a044c-d11e-44cd-af4f-dab1d83339ff
thesis.degree.level thesis
thesis.degree.name Master of Science
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