Power modelling of multicore systems

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Power modelling of multicore systems

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Author(s): Matthew J. Walker 1 ; Geoff V. Merrett 1 ; Bashir Al-Hashimi 1
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Source: Many-Core Computing: Hardware and Software,2019
Publication date June 2019

The chapter first gives a brief overview of how power is consumed in CPUs before exploring the various energy-saving techniques and power management considerations. A description of different power modelling approaches and applications is presented before top-down, run-time power models are described in detail, highlighting many important, but often-overlooked, considerations. Bottom-up approaches, their accuracy, and methods of improving their representativeness are then discussed and finally, hybrid approaches are proposed.

Chapter Contents:

  • 13.1 CPU power consumption
  • 13.2 CPU power management and energy-saving techniques
  • 13.3 Approaches and applications
  • 13.3.1 Power measurement
  • 13.3.2 Top-down approaches
  • 13.3.3 Circuit, gate, and register-transfer level approaches
  • 13.3.4 Bottom-up approaches
  • 13.4 Developing top-down power models
  • 13.4.1 Overview of methodology
  • 13.4.2 Data collection
  • 13.4.2.1 Power and voltage measurements
  • 13.4.2.2 PMC event collection
  • 13.4.3 Multiple linear regression basics
  • 13.4.4 Model stability
  • 13.4.5 PMC event selection
  • 13.4.6 Model formulation
  • 13.4.7 Model validation
  • 13.4.8 Thermal compensation
  • 13.4.9 CPU voltage regulator
  • 13.5 Accuracy of bottom-up power simulators
  • 13.6 Hybrid techniques
  • 13.7 Conclusion and future directions
  • References

Inspec keywords: multiprocessing systems; power aware computing; microprocessor chips

Other keywords: power modelling; multicore systems; CPUs; hybrid approaches; energy-saving techniques; bottom-up approaches; top-down run-time power models; power management

Subjects: Multiprocessing systems; Microprocessor chips; Electrical/electronic equipment (energy utilisation); Performance evaluation and testing

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