Energy Management for MapReduce Clusters
Summary: Framework for evaluating MapReduce cluster energy-down strategies, linking utilization, response time, and energy. Compares CS vs AIS using evaluation and analytic models; AIS frequently yields superior energy savings. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Willis Lang (University of Wisconsin)
- 2. Jignesh M. Patel (University of Wisconsin)
BibTeX Citation
@article{lang_vldb10,
title = {{Energy Management for MapReduce Clusters}},
author = {Lang, Willis and Patel, Jignesh M.},
journal = {PVLDB},
series = {{VLDB} '10},
volume = {3},
number = {1},
pages = {129--140},
doi = {10.14778/1920841.1920862},
url = {https://doi.org/10.14778/1920841.1920862},
year = {2010}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,072 | Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads | 2012 | VLDB | 0.00012168947 |
| 2,573 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2821647e-05 |
| 5,274 | Only Aggressive Elephants are Fast Elephants | 2012 | VLDB | 6.2005706e-05 |
| 6,057 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB | 5.900701e-05 |
| 6,259 | A Performance Study of Big Data on Small Nodes | 2015 | VLDB | 5.832951e-05 |
| 9,926 | Workload-Aware CPU Performance Scaling for Transactional Database Systems | 2018 | SIGMOD | 5.1103839e-05 |
| 12,192 | Dynamic Scaling for Parallel Graph Computations | 2019 | VLDB | 4.9793485e-05 |
| 12,373 | An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers | 2016 | VLDB | 4.9793485e-05 |
| 12,517 | Green Databases Through Integration of Renewable Energy | 2013 | CIDR | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 43 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00045546775 |
| 902 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00013184118 |
| 2,727 | Energy Efficiency: The New Holy Grail of Data Management Systems Research | 2009 | CIDR | 8.0896376e-05 |
| 2,865 | Cooperative Expendable Micro-Slice Servers (CEMS): Low Cost, Low Power Servers for Internet-Scale Services | 2009 | CIDR | 7.9259717e-05 |
| 2,878 | Towards Eco-friendly Database Management Systems | 2009 | CIDR | 7.9166224e-05 |
| 3,573 | JouleSort: A Balanced Energy-Efficiency Benchmark | 2007 | SIGMOD | 7.1961289e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 1,545 | Upper and Lower Bounds on the Cost of a Map-Reduce Computation | 2013 | VLDB |
| 2 | 1,022 | Online Aggregation for Large MapReduce Jobs | 2011 | VLDB |
| 3 | 823 | MRShare: Sharing Across Multiple Queries in MapReduce | 2010 | VLDB |
| 4 | 12,465 | Anti-Combining for MapReduce | 2014 | SIGMOD |
| 5 | 902 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD |
| 6 | 1,466 | The Performance of MapReduce: An In-depth Study | 2010 | VLDB |
| 7 | 2,573 | Minimal MapReduce Algorithms | 2013 | SIGMOD |
| 8 | 6,057 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB |
| 9 | 3,216 | Multi-Query Optimization in MapReduce Framework | 2014 | VLDB |
| 10 | 13,599 | ECO-Hadoop: Energy Consumption Optimization System for Apache Hadoop | 2026 | VLDB |