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
Hybrid Architectural Dynamic Thermal Management
Proceedings of the conference on Design, automation and test in Europe - Volume 1
Heat-and-run: leveraging SMT and CMP to manage power density through the operating system
ASPLOS XI Proceedings of the 11th international conference on Architectural support for programming languages and operating systems
Thermal-Aware Task Allocation and Scheduling for Embedded Systems
Proceedings of the conference on Design, Automation and Test in Europe - Volume 2
Techniques for Multicore Thermal Management: Classification and New Exploration
Proceedings of the 33rd annual international symposium on Computer Architecture
Physical aware frequency selection for dynamic thermal management in multi-core systems
Proceedings of the 2006 IEEE/ACM international conference on Computer-aided design
Thermal-aware task scheduling at the system software level
ISLPED '07 Proceedings of the 2007 international symposium on Low power electronics and design
Three-dimensional multiprocessor system-on-chip thermal optimization
CODES+ISSS '07 Proceedings of the 5th IEEE/ACM international conference on Hardware/software codesign and system synthesis
Addressing thermal nonuniformity in SMT workloads
ACM Transactions on Architecture and Code Optimization (TACO)
Many-core design from a thermal perspective
Proceedings of the 45th annual Design Automation Conference
Temperature management in multiprocessor SoCs using online learning
Proceedings of the 45th annual Design Automation Conference
Temperature control of high-performance multi-core platforms using convex optimization
Proceedings of the conference on Design, automation and test in Europe
Computer Architecture Techniques for Power-Efficiency
Computer Architecture Techniques for Power-Efficiency
A control theory approach for thermal balancing of MPSoC
Proceedings of the 2009 Asia and South Pacific Design Automation Conference
Qilin: exploiting parallelism on heterogeneous multiprocessors with adaptive mapping
Proceedings of the 42nd Annual IEEE/ACM International Symposium on Microarchitecture
Rodinia: A benchmark suite for heterogeneous computing
IISWC '09 Proceedings of the 2009 IEEE International Symposium on Workload Characterization (IISWC)
An integrated GPU power and performance model
Proceedings of the 37th annual international symposium on Computer architecture
Dynamic thermal management in 3D multicore architectures
Proceedings of the Conference on Design, Automation and Test in Europe
A characterization of the Rodinia benchmark suite with comparison to contemporary CMP workloads
IISWC '10 Proceedings of the IEEE International Symposium on Workload Characterization (IISWC'10)
Dimetrodon: processor-level preventive thermal management via idle cycle injection
Proceedings of the 48th Design Automation Conference
Improving Throughput of Power-Constrained GPUs Using Dynamic Voltage/Frequency and Core Scaling
PACT '11 Proceedings of the 2011 International Conference on Parallel Architectures and Compilation Techniques
Recent thermal management techniques for microprocessors
ACM Computing Surveys (CSUR)
JETC: Joint energy thermal and cooling management for memory and CPU subsystems in servers
HPCA '12 Proceedings of the 2012 IEEE 18th International Symposium on High-Performance Computer Architecture
TAP: A TLP-aware cache management policy for a CPU-GPU heterogeneous architecture
HPCA '12 Proceedings of the 2012 IEEE 18th International Symposium on High-Performance Computer Architecture
HPCA '12 Proceedings of the 2012 IEEE 18th International Symposium on High-Performance Computer Architecture
Workload and power budget partitioning for single-chip heterogeneous processors
Proceedings of the 21st international conference on Parallel architectures and compilation techniques
Temperature-Aware DVFS for Hard Real-Time Applications on Multicore Processors
IEEE Transactions on Computers
Coordinated energy management in heterogeneous processors
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
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This paper examines the interaction between thermal management techniques and power boosting in a state-of-the-art heterogeneous processor consisting of a set of CPU and GPU cores. We show that for classes of applications that utilize both the CPU and the GPU, modern boost algorithms that greedily seek to convert thermal headroom into performance can interact with thermal coupling effects between the CPU and the GPU to degrade performance. We first examine the causes of this behavior and explain the interaction between thermal coupling, performance coupling, and workload behavior. Then we propose a dynamic power-management approach called cooperative boosting (CB) to allocate power dynamically between CPU and GPU in a manner that balances thermal coupling against the needs of performance coupling to optimize performance under a given thermal constraint. Through real hardware-based measurements, we evaluate CB against a state-of-the-practice boost algorithm and show that overall application performance and power savings increase by 10% and 8% (up to 52% and 34%), respectively, resulting in average energy efficiency improvement of 25% (up to 76%) over a wide range of benchmarks.