Wattch: a framework for architectural-level power analysis and optimizations
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Temperature-aware microarchitecture
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Full chip leakage estimation considering power supply and temperature variations
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Thermal-Aware Task Allocation and Scheduling for Embedded Systems
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Techniques for Multicore Thermal Management: Classification and New Exploration
Proceedings of the 33rd annual international symposium on Computer Architecture
HybDTM: a coordinated hardware-software approach for dynamic thermal management
Proceedings of the 43rd annual Design Automation Conference
A fast HW/SW FPGA-based thermal emulation framework for multi-processor system-on-chip
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Temperature aware task scheduling in MPSoCs
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Proactive temperature balancing for low cost thermal management in MPSoCs
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Consistent runtime thermal prediction and control through workload phase detection
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Microelectronics Journal
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Neuron constraints to model complex real-world problems
CP'11 Proceedings of the 17th international conference on Principles and practice of constraint programming
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Thermal prediction and adaptive control through workload phase detection
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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
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Proceedings of the 50th Annual Design Automation Conference
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TempoMP: integrated prediction and management of temperature in heterogeneous MPSoCs
DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe
Thermal balancing of liquid-cooled 3D-MPSoCs using channel modulation
DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe
Compact thermal modeling for packaged microprocessor design with practical power maps
Integration, the VLSI Journal
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Microprocessors & Microsystems
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ACM Transactions on Reconfigurable Technology and Systems (TRETS)
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Conventional thermal management techniques are reactive, as they take action after temperature reaches a threshold. Such approaches do not always minimize and balance the temperature, and they control temperature at a noticeable performance cost. This paper investigates how to use predictors for forecasting temperature and workload dynamics, and proposes proactive thermal management techniques for multiprocessor system-on-chips. The predictors we study include autoregressive moving average modeling and lookup tables. We evaluate several reactive and predictive techniques on an UltraSPARC T1 processor and an architecture-level simulator. Proactive methods achieve significantly better thermal profiles and performance in comparison to reactive policies.