Nothing Special   »   [go: up one dir, main page]

Skip to main content
Log in

CADSE: communication aware design space exploration for efficient run-time MPSoC management

  • Research Article
  • Published:
Frontiers of Computer Science Aims and scope Submit manuscript

Abstract

Real-time multi-media applications are increasingly mapped on modern embedded systems based on multiprocessor systems-on-chip (MPSoC). Tasks of the applications need to be mapped on the MPSoC resources efficiently in order to satisfy their performance constraints. Exploring all the possible mappings, i.e., tasks to resources combinations exhaustively may take days or weeks. Additionally, the exploration is performed at design-time, which cannot handle dynamism in applications and resources’ status. A runtime mapping technique can cater for the dynamism but cannot guarantee for strict timing deadlines due to large computations involved at run-time. Thus, an approach performing feasible compute intensive exploration at design-time and using the explored results at run-time is required. This paper presents a solution in the same direction. Communicationaware design space exploration (CADSE) techniques have been proposed to explore different mapping options to be selected at run-time subject to desired performance and available MPSoC resources. Experiments show that the proposed techniques for exploration are faster over an exhaustive exploration and provides almost the same quality of results.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Kistler M, Perrone M, Petrini F. Cell multiprocessor communication network: built for speed. IEEE Micro, 2006, 26(3): 10–23

    Article  Google Scholar 

  2. Kim M, Banerjee S, Dutt N, Venkatasubramanian N. Energy-aware cosynthesis of real-time multimedia applications on mpsocs using heterogeneous scheduling policies. ACM Transactions on Embedded Computing Systems, 2008, 7(2): 1–19

    Article  Google Scholar 

  3. Lee E, Messerschmitt D. Static scheduling of synchronous data flow programs for digital signal processing. IEEE Transactions on Computers, 1987, 100(1): 24–35

    Article  Google Scholar 

  4. Stuijk S, Geilen M, Basten T. SDF3: SDF for free. In: Proceedings of the 6th International Conference on Application of Concurrency to System Design. 2006, 276–278

    Chapter  Google Scholar 

  5. Ghamarian A H, Geilen M C W, Stuijk S, Basten T, Moonen A J M, Bekooij M J G, Theelen B D, Mousavi M R. Throughput analysis of synchronous data flow graphs. In: Proceedings of the 6th International Conference on Application of Concurrency to System Design. 2006, 25–36

    Chapter  Google Scholar 

  6. Ascia G, Catania V, Di Nuovo A, Palesi M, Patti D. Efficient design space exploration for application specific systems-on-a-chip. Journal of Systems Architecture, 2007, 53(10): 733–750

    Article  Google Scholar 

  7. Stuijk S, Geilen M, Basten T. A predictable multiprocessor design flow for streaming applications with dynamic behaviour. In: Proceedings of the 13th Euromicro Conference on Digital System Design: Architectures, Methods and Tools. 2010, 548–555

    Chapter  Google Scholar 

  8. Nollet V, Avasare P, Eeckhaut H, Verkest D, Corporaal H. Run-time management of a MPSoC containing FPGA fabric tiles. IEEE Transactions on Very Large Scale Integration Systems, 2008, 16(1): 24–33

    Article  Google Scholar 

  9. Singh A K, Jigang W, Kumar A, Srikanthan T. Run-time mapping of multiple communicating tasks on MPSoC platforms. Procedia Computer Science, 2010, 1(1): 1019–1026

    Article  Google Scholar 

  10. Singh A K, Srikanthan T, Kumar A, Jigang W. Communication-aware heuristics for run-time task mapping on NoC-based MPSoC platforms. Journal of Systems Architecture, 2010, 56(7): 242–255

    Article  Google Scholar 

  11. Yang P, Marchal P, Wong C, Himpe S, Catthoor F, David P, Vounckx J, Lauwereins R. Managing dynamic concurrent tasks in embedded real-time multimedia systems. In: Proceedings of the 15th International Symposium on System Synthesis. 2002, 112–119

    Chapter  Google Scholar 

  12. Ykman-Couvreur C, Avasare P, Mariani G, Palermo G, Silvano C, Zaccaria V. Linking run-time resource management of embedded multicore platforms with automated design-time exploration. IET Computers Digital Techniques, 2011, 5(2): 123–135

    Article  Google Scholar 

  13. Singh A K, Kumar A, Jigang W, Srikanthan T. Communication-aware design space exploration for efficient run-time mpsoc management. In: Proceedings of the 4th International Symposium on Parallel Architectures, Algorithms and Programming. 2011, 72–76

    Google Scholar 

  14. Moreira O, Valente F, Bekooij M. Scheduling multiple independent hard-real-time jobs on a heterogeneous multiprocessor. In: Proceedings of the 7th ACM & IEEE International Conference on Embedded software. 2007, 57–66

    Chapter  Google Scholar 

  15. Bonfietti A, Lombardi M, Milano M, Benini L. Throughput constraint for synchronous data flow graphs. In: Proceedings of the 6th International Conference on Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems. 2009, 26–40

    Chapter  Google Scholar 

  16. Ahn Y, Han K, Lee G, Song H, Yoo J, Choi K, Feng X. SoCDAL: system-on-chip design accelerator. ACM Transactions on Design Automation of Electronic Systems, 2008, 13(1): 1–38

    Article  Google Scholar 

  17. Keinert J, Schlichter T, Falk J, Gladigau J, Haubelt C, Teich J, Meredith M. Systemcodesigner — automatic ESL synthesis approach by design space exploration and behavioral synthesis for streaming applications. ACM Transactions on Design Automation of Electronic Systems, 2009, 14(1): 1–23

    Article  Google Scholar 

  18. Stuijk S, Basten T, Geilen M, Corporaal H. Multiprocessor resource allocation for throughput-constrained synchronous dataflow graphs. In: Proceedings of the 44th annual Design Automation Conference. 2007, 777–782

    Chapter  Google Scholar 

  19. Castrillon J, Tretter A, Leupers R, Ascheid G. Communication-aware mapping of KPN applications onto heterogeneous MPSoCs. In: Proceedings of the 49th Annual Design Automation Conference. 2012, 1266–1271

    Google Scholar 

  20. Mariani G, Avasare P, Vanmeerbeeck G, Ykman-Couvreur C, Palermo G, Silvano C, Zaccaria V. An industrial design space exploration framework for supporting run-time resource management on multi-core systems. In: Proceedings of the 2010 Conference on Design, Automation and Test in Europe. 2010, 196–201

    Chapter  Google Scholar 

  21. Singh A, Kumar A, Srikanthan T. A hybrid strategy for mapping mul tiple throughput-constrained applications on MPSoCs. In: Proceedings of the 14th International Conference on Compilers, Architectures and Synthesis for Embedded Systems. 2011, 175–184

    Chapter  Google Scholar 

  22. Singh A K, Kumar A, Srikanthan T. Accelerating throughput-aware runtime mapping for heterogeneous MPSoCs. ACM Transactions on Design Automation of Electronic Systems. To appear

  23. Kumar A, Fernando S, Ha Y, Mesman B, Corporaal H. Multiprocessor systems synthesis for multiple use-cases of multiple applications on FPGA. ACM Transactions on Design Automation of Electronic Systems, 2008, 13(3): 40–66

    Article  Google Scholar 

  24. Benini L, Bertozzi D, Milano M. Resource management policy handling multiple use-cases in MPSoC platforms using constraint programming. In: Proceedings of the 24th International Conference on Logic Programming. 2008, 470–484

    Google Scholar 

  25. Stralen v P, Pimentel A. Scenario-based design space exploration of MPSoCs. In: Proceedings of the 2010 IEEE International Conference on Computer Design. 2010, 305–312

    Chapter  Google Scholar 

  26. Palermo G, Silvano C, Zaccaria V. Robust optimization of SoC architectures: a multi-scenario approach. In: Proceedings of the 2008 IEEE/ACM/IFIP Workshop on Embedded Systems for Real-Time Multimedia. 2008, 7–12

    Chapter  Google Scholar 

  27. Singh A, Jigang W, Prakash A, Srikanthan T. Mapping algorithms for noc-based heterogeneous mpsoc platforms. In: Proceedings of the 12th Euromicro Conference on Digital System Design, Architectures, Methods and Tools. 2009, 133–140

    Chapter  Google Scholar 

  28. Carvalho E, Moraes F. Congestion-aware task mapping in heterogeneous MPSoCs. In: Proceedings of the 2008 International Symposium on System-on-Chip. 2008, 1–4

    Chapter  Google Scholar 

  29. Ykman-Couvreur C, Nollet V, Catthoor F, Corporaal H. Fast multidimension multi-choice knapsack heuristic for MP-SoC run-time management. In: Proceedings of the 2006 International Symposium on System-on-Chip. 2006, 1–4

    Chapter  Google Scholar 

  30. Kaushik S, Singh A K, Srikanthan T. Computation and communication aware run-time mapping for NoC-based MPSoC platforms. In: Proceedings of the 2011 IEEE International SOC Conference. 2011, 185–190

    Chapter  Google Scholar 

  31. Kaushik S, Singh A K, Jigang W, Srikanthan T. Run-time computation and communication aware mapping heuristic for noc-based heterogeneous mpsoc platforms. In: Proceedings of the 4th International Symposium on Parallel Architectures, Algorithms and Programming. 2011, 203–207

    Google Scholar 

  32. Schranzhofer A, Chen J J, Thiele L. Dynamic power-aware mapping of applications onto heterogeneous MPSoC platforms. IEEE Transactions on Industrial Informatics, 2010, 6(4): 692–707

    Article  Google Scholar 

  33. Paulin P G, Pilkington C, Bensoudane E, Langevin M, Lyonnard D. Application of a multi-processor SoC platform to high-speed packet forwarding. In: Proceedings of the 2004 Conference on Design, Automation and Test in Europe. 2004, 58–63

    Google Scholar 

  34. Rutten M, Van Eijndhoven J, Jaspers E, Van Der Wolf P, Gangwal O, Timmer A, Pol E. A heterogeneous multiprocessor architecture for flexible media processing. Design & Test of Computers, IEEE, 2002, 19(4): 39–50

    Article  Google Scholar 

  35. Murthy P K. Scheduling techniques for synchronous and multidimensional synchronous dataflow. PhD thesis, EECS Department, University of California, Berkeley, 1996

    Google Scholar 

  36. Encyclopedia of integer sequences. http://oeis.org/

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Amit Kumar Singh.

Additional information

Some part of this research was presented in Proceedings of International Symposium on Parallel Architectures, Algorithms and Programming (PAAP). 2011, 72–76

Amit Kumar Singh received the BS. in Electronics Engineering from Indian School of Mines, Dhanbad, India, in 2006. Thereafter, he worked with HCL Technologies, India for a year and half. He joined Nanyang Technological University (NTU), Singapore, in 2008 and worked at Centre for High Performance Embedded Systems (CHiPES), School of Computer Engineering, NTU, Singapore as a research student towards the completion of his PhD till January 2012. Since February 2012, he has been working with the Department of Electrical and Computer Engineering, NUS as a post doctoral researcher. His research interests include networkon-chip (NoC) based multiprocessor systems-on-chip (MPSoC), design space exploration (DSE), and run-time mapping techniques for MPSoC. He has published over 15 papers in leading related international journals/conferences.

Akash Kumar received the BS in Computer Engineering from the National University of Singapore (NUS), Singapore, in 2002. He received the joint Master of Technological Design degree in embedded systems from NUS and the Eindhoven University of Technology (TUe), Eindhoven, The Netherlands, in 2004, and received the joint PhD in Electrical Engineering in the area of embedded systems from TUe and NUS, in 2009. Since 2009, he has been with the Department of Electrical and Computer Engineering, NUS. Currently, he is an assistant professor in the department. His research interests include analysis, architectures, design methodologies, and resource management of embedded multiprocessor systems. He has published over 40 papers in leading international electronic design automation journals and conferences.

Jigang Wu received the BS from Lanzhou University, China in 1983 and PhD from University of Science and Technology of China (USTC) in 2000. He was with the Department of Computer Science of Lanzhou University, China from 1983 to 1993, as an assistant professor, and with the Department of Computer Science and Engineering of Yantai University, China from 1993 to 2000, as an associate professor. He was with the Center for High Performance Embedded Systems, School of Computer Engineering, Nanyang Technological University, Singapore from 2000 to 2009, as a postdoctoral research fellow. He has published more than 100 technical papers including journals in IEEE Transactions, IEE Proceedings and other reputed international journals. His research interests include in reconfigurable VLSI design, hardware/software co-design, parallel computing, and combinatorial search.

Thambipillai Srikanthan joined Nanyang Technological University (NTU), Singapore in 1991. He holds a full professor and joint appointment as Director of a 100 strong Centre for High Performance Embedded Systems (CHiPES). He founded CHiPES in 1998 and elevated it to a university level research Centre in February 2000. His research interests include design methodologies for complex embedded systems, architectural translations of compute intensive algorithms, computer arithmetic and high-speed techniques for image processing and dynamic routing. He has published more than 250 technical papers including 60 journals in IEEE Transactions, IEE Proceedings and other reputed international journals. He was awarded the Public Administration Medal (Bronze) on 2006 National Day in recognition of his contributions to education in Singapore.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Singh, A.K., Kumar, A., Wu, J. et al. CADSE: communication aware design space exploration for efficient run-time MPSoC management. Front. Comput. Sci. 7, 416–430 (2013). https://doi.org/10.1007/s11704-013-2196-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11704-013-2196-1

Keywords

Navigation