Wattch: a framework for architectural-level power analysis and optimizations
Proceedings of the 27th annual international symposium on Computer architecture
Digital Control of Dynamic Systems
Digital Control of Dynamic Systems
The Alpha 21264 Microprocessor
IEEE Micro
Temperature-aware microarchitecture
Proceedings of the 30th annual international symposium on Computer architecture
Dynamic Thermal Management for High-Performance Microprocessors
HPCA '01 Proceedings of the 7th International Symposium on High-Performance Computer Architecture
HPCA '02 Proceedings of the 8th International Symposium on High-Performance Computer Architecture
Runtime Power Monitoring in High-End Processors: Methodology and Empirical Data
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
Power-aware QoS Management in Web Servers
RTSS '03 Proceedings of the 24th IEEE International Real-Time Systems Symposium
Temperature-aware microarchitecture: Modeling and implementation
ACM Transactions on Architecture and Code Optimization (TACO)
Managing server energy and operational costs in hosting centers
SIGMETRICS '05 Proceedings of the 2005 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Boosting Data Center Performance Through Non-Uniform Power Allocation
ICAC '05 Proceedings of the Second International Conference on Automatic Computing
Ensemble-level Power Management for Dense Blade Servers
Proceedings of the 33rd annual international symposium on Computer Architecture
A systematic method for functional unit power estimation in microprocessors
Proceedings of the 43rd annual Design Automation Conference
Proceedings of the 39th Annual IEEE/ACM International Symposium on Microarchitecture
Power provisioning for a warehouse-sized computer
Proceedings of the 34th annual international symposium on Computer architecture
Dynamic Voltage Scaling in Multitier Web Servers with End-to-End Delay Control
IEEE Transactions on Computers
Coordinating Multiple Autonomic Managers to Achieve Specified Power-Performance Tradeoffs
ICAC '07 Proceedings of the Fourth International Conference on Autonomic Computing
ICAC '07 Proceedings of the Fourth International Conference on Autonomic Computing
No "power" struggles: coordinated multi-level power management for the data center
Proceedings of the 13th international conference on Architectural support for programming languages and operating systems
System power management support in the IBM POWER6 microprocessor
IBM Journal of Research and Development
Variation-Aware Application Scheduling and Power Management for Chip Multiprocessors
ISCA '08 Proceedings of the 35th Annual International Symposium on Computer Architecture
Variation-adaptive feedback control for networks-on-chip with multiple clock domains
Proceedings of the 45th annual Design Automation Conference
Power and Performance Management of Virtualized Computing Environments Via Lookahead Control
ICAC '08 Proceedings of the 2008 International Conference on Autonomic Computing
Multi-optimization power management for chip multiprocessors
Proceedings of the 17th international conference on Parallel architectures and compilation techniques
Computer Networks: The International Journal of Computer and Telecommunications Networking
Building a power-aware database management system
Proceedings of the Fourth SIGMOD PhD Workshop on Innovative Database Research
Optimizing throughput and latency under given power budget for network packet processing
INFOCOM'10 Proceedings of the 29th conference on Information communications
Thermal monitoring of real processors: techniques for sensor allocation and full characterization
Proceedings of the 47th Design Automation Conference
Scalable thread scheduling and global power management for heterogeneous many-core architectures
Proceedings of the 19th international conference on Parallel architectures and compilation techniques
CPM in CMPs: Coordinated Power Management in Chip-Multiprocessors
Proceedings of the 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis
Kernel Fusion: An Effective Method for Better Power Efficiency on Multithreaded GPU
GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
Power-thermal profiling of software applications
Microelectronics Journal
METE: meeting end-to-end QoS in multicores through system-wide resource management
Proceedings of the ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems
Coordinating processor and main memory for efficientserver power control
Proceedings of the international conference on Supercomputing
How much power oversubscription is safe and allowed in data centers
Proceedings of the 8th ACM international conference on Autonomic computing
Scalable power control for many-core architectures running multi-threaded applications
Proceedings of the 38th annual international symposium on Computer architecture
METE: meeting end-to-end QoS in multicores through system-wide resource management
ACM SIGMETRICS Performance Evaluation Review - Performance evaluation review
Evaluation of dynamic voltage and frequency scaling for stream programs
Proceedings of the 8th ACM International Conference on Computing Frontiers
Dynamic thermal management for multimedia applications using machine learning
Proceedings of the 48th Design Automation Conference
NEMS based thermal management for 3D many-core system
NANOARCH '11 Proceedings of the 2011 IEEE/ACM International Symposium on Nanoscale Architectures
Throughput Maximization for Intel Desktop Platform under the Maximum Temperature Constraint
GREENCOM '11 Proceedings of the 2011 IEEE/ACM International Conference on Green Computing and Communications
Predictive Model-Based Thermal Management for Network Applications
Proceedings of the 2011 ACM/IEEE Seventh Symposium on Architectures for Networking and Communications Systems
Full-chip runtime error-tolerant thermal estimation and prediction for practical thermal management
Proceedings of the International Conference on Computer-Aided Design
Proceedings of the 49th Annual Design Automation Conference
Technology-driven limits on runtime power management algorithms for multiprocessor systems-on-chip
ACM Journal on Emerging Technologies in Computing Systems (JETC)
Enhancing data center sustainability through energy-adaptive computing
ACM Journal on Emerging Technologies in Computing Systems (JETC)
PGCapping: exploiting power gating for power capping and core lifetime balancing in CMPs
Proceedings of the 21st international conference on Parallel architectures and compilation techniques
PEPON: performance-aware hierarchical power budgeting for NoC based multicores
Proceedings of the 21st international conference on Parallel architectures and compilation techniques
Feedback thermal control of real-time systems on multicore processors
Proceedings of the tenth ACM international conference on Embedded software
Power agnostic technique for efficient temperature estimation of multicore embedded systems
Proceedings of the 2012 international conference on Compilers, architectures and synthesis for embedded systems
Integration, the VLSI Journal
Online thermal control methods for multiprocessor systems
ACM Transactions on Design Automation of Electronic Systems (TODAES) - Special section on adaptive power management for energy and temperature-aware computing systems
Thermal prediction and adaptive control through workload phase detection
ACM Transactions on Design Automation of Electronic Systems (TODAES) - Special section on adaptive power management for energy and temperature-aware computing systems
A survey and taxonomy of on-chip monitoring of multicore systems-on-chip
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Achieving autonomous power management using reinforcement learning
ACM Transactions on Design Automation of Electronic Systems (TODAES)
SCC thermal model identification via advanced bias-compensated least-squares
Proceedings of the Conference on Design, Automation and Test in Europe
A multi-agent framework for thermal aware task migration in many-core systems
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Neighbor-aware dynamic thermal management for multi-core platform
DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe
Runtime power estimator calibration for high-performance microprocessors
DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe
Energy-efficient virtual machine scheduling in performance-asymmetric multi-core architectures
Proceedings of the 8th International Conference on Network and Service Management
Silicon-aware distributed switch architecture for on-chip networks
Journal of Systems Architecture: the EUROMICRO Journal
Thermal analysis of periodic real-time systems with stochastic properties: an analytical approach
Proceedings of the 21st International conference on Real-Time Networks and Systems
Agent-based distributed power management for kilo-core processors
Proceedings of the International Conference on Computer-Aided Design
Unified reliability estimation and management of NoC based chip multiprocessors
Microprocessors & Microsystems
Dynamic Power and Thermal Management of NoC-Based Heterogeneous MPSoCs
ACM Transactions on Reconfigurable Technology and Systems (TRETS)
| Hi-index | 0.01 |
As chip multiprocessors (CMP) become the main trend in processor development, various power and thermal management strategies have recently been proposed to optimize system performance while controlling the power or temperature of a CMP chip to stay below a constraint. The availability of per-core DVFS (dynamic voltage and frequency scaling) also makes it possible to develop advanced management strategies. However, most existing solutions rely on open-loop search or optimization with the assumption that power can be estimated accurately, while others adopt oversimplified feedback control strategies to control power and temperature separately, without any theoretical guarantees. In this paper, we propose a chip-level power control algorithm that is systematically designed based on optimal control theory. Our algorithm can precisely control the power of a CMP chip to the desired set point while maintaining the temperature of each core below a specified threshold. Furthermore, an online model estimator is designed to achieve analytical assurance of control accuracy and system stability, even in the face of significant workload variations or unpredictable chip or core variations. Empirical results on a physical testbed show that our controller outperforms two state-of-the-art control algorithms by having better SPEC benchmark performance and more precise power control. In addition, extensive simulation results demonstrate the efficacy of our algorithm for various CMP configurations.