Massive arrays of idle disks for storage archives
Proceedings of the 2002 ACM/IEEE conference on Supercomputing
Energy conservation techniques for disk array-based servers
Proceedings of the 18th annual international conference on Supercomputing
Balance of Power: Dynamic Thermal Management for Internet Data Centers
IEEE Internet Computing
Disk Drive Roadmap from the Thermal Perspective: A Case for Dynamic Thermal Management
Proceedings of the 32nd annual international symposium on Computer Architecture
Making scheduling "cool": temperature-aware workload placement in data centers
ATEC '05 Proceedings of the annual conference on USENIX Annual Technical Conference
Failure trends in a large disk drive population
FAST '07 Proceedings of the 5th USENIX conference on File and Storage Technologies
Hybrid solid-state disks: combining heterogeneous NAND flash in large SSDs
Proceedings of the 2008 Asia and South Pacific Design Automation Conference
IEEE Transactions on Parallel and Distributed Systems
Storage modeling for power estimation
SYSTOR '09 Proceedings of SYSTOR 2009: The Israeli Experimental Systems Conference
Thermal-aware task scheduling for data centers through minimizing heat recirculation
CLUSTER '07 Proceedings of the 2007 IEEE International Conference on Cluster Computing
A comparison of approaches to large-scale data analysis
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Toward energy-efficient computing
Communications of the ACM
Energy proportionality for storage: impact and feasibility
ACM SIGOPS Operating Systems Review
Differential RAID: Rethinking RAID for SSD reliability
ACM Transactions on Storage (TOS)
Thermal-aware workload scheduling for energy efficient data centers
Proceedings of the 7th international conference on Autonomic computing
Enhancing energy efficiency of database applications using SSDs
Proceedings of the Third C* Conference on Computer Science and Software Engineering
Energy efficient proactive thermal management in memory subsystem
Proceedings of the 16th ACM/IEEE international symposium on Low power electronics and design
Understanding the relationship between energy conservation and reliability in parallel disk arrays
Journal of Parallel and Distributed Computing
Hystor: making the best use of solid state drives in high performance storage systems
Proceedings of the international conference on Supercomputing
ThermoCast: a cyber-physical forecasting model for datacenters
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Temperature Aware Load Balancing for Parallel Applications: Preliminary Work
IPDPSW '11 Proceedings of the 2011 IEEE International Symposium on Parallel and Distributed Processing Workshops and PhD Forum
A 'cool' load balancer for parallel applications
Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis
An adaptive write buffer management scheme for flash-based SSDs
ACM Transactions on Storage (TOS)
HPDA: A hybrid parity-based disk array for enhanced performance and reliability
ACM Transactions on Storage (TOS)
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There is a lack of thermal models for storage clusters; most existing thermal models do not take into account the utilization of hard drives (HDDs) and solid state disks (SSDs). To address this problem, we build a thermal model for hybrid storage clusters that are comprised of HDDs and SSDs. We start this study by generating the thermal profiles of hard drives and solid state disks. The profiling results show that both HDDs and SSDs have profound impacts on temperatures of storage nodes in a cluster. Next, we build two types of hybrid storage clusters, namely, inter-node and intra-node hybrid storage clusters. We develop a model to estimate the cooling cost of a storage cluster equipped with hybrid storage nodes. The thermal model is validated against data acquired by temperature sensors. Experimental results show that, compared to the HDD-first strategy, the SSD-first strategy is an efficient approach to minimize negative thermal impacts of hybrid storage clusters.