Power measurement techniques on standard compute nodes: A quantitative comparison

Daniel Hackenberg 1
Thomas Ilsche 1
Robert Schone 1
Daniel Molka 1
Maik Schmidt 1
Wolfgang E. Nagel 1
1
 
Center for Inf. Services & High Performance Comput. (ZIH), Tech. Univ. Dresden, Dresden, Germany
Publication typeProceedings Article
Publication date2013-04-01
Abstract
Energy efficiency is of steadily growing importance in virtually all areas from mobile to high performance computing. Therefore, lots of research projects focus on this topic and strongly rely on power measurements from their test platforms. The need for finer grained measurement data-both in terms of temporal and spatial resolution (component breakdown)-often collides with very rudimentary measurement setups that rely e.g., on non-professional power meters, IMPI based platform data or model-based interfaces such as RAPL or APM. This paper presents an in-depth study of several different AC and DC measurement methodologies as well as model approaches on test systems with the latest processor generations from both Intel and AMD. We analyze most important aspects such as signal quality, time resolution, accuracy, and measurement overhead and use a calibrated, professional power analyzer as our reference.
Found 
Found 

Top-30

Journals

2
4
6
8
10
12
14
Lecture Notes in Computer Science
14 publications, 13.33%
IEEE Access
4 publications, 3.81%
Computer Science - Research and Development
3 publications, 2.86%
Journal of Supercomputing
2 publications, 1.9%
Concurrency Computation Practice and Experience
2 publications, 1.9%
IEEE Transactions on Parallel and Distributed Systems
2 publications, 1.9%
IEEE Transactions on Computers
2 publications, 1.9%
ACM Transactions on Modeling and Performance Evaluation of Computing Systems
1 publication, 0.95%
Software-Intensive Cyber-Physical Systems
1 publication, 0.95%
PLoS ONE
1 publication, 0.95%
Information (Switzerland)
1 publication, 0.95%
Journal of Parallel and Distributed Computing
1 publication, 0.95%
Sustainable Computing: Informatics and Systems
1 publication, 0.95%
Future Generation Computer Systems
1 publication, 0.95%
Future Wireless and Optical Networks
1 publication, 0.95%
IEEE Transactions on Green Communications and Networking
1 publication, 0.95%
Advances in Industrial Internet of Things, Engineering and Management
1 publication, 0.95%
Communications in Computer and Information Science
1 publication, 0.95%
SpringerBriefs in Computer Science
1 publication, 0.95%
Computer Methods in Applied Mechanics and Engineering
1 publication, 0.95%
Journal of Visualization
1 publication, 0.95%
Journal of Information Processing
1 publication, 0.95%
International Journal of Parallel Programming
1 publication, 0.95%
Computing (Vienna/New York)
1 publication, 0.95%
Transactions on Embedded Computing Systems
1 publication, 0.95%
2
4
6
8
10
12
14

Publishers

10
20
30
40
50
60
Institute of Electrical and Electronics Engineers (IEEE)
52 publications, 49.52%
Springer Nature
27 publications, 25.71%
Association for Computing Machinery (ACM)
16 publications, 15.24%
Elsevier
4 publications, 3.81%
Wiley
2 publications, 1.9%
Public Library of Science (PLoS)
1 publication, 0.95%
MDPI
1 publication, 0.95%
Information Processing Society of Japan
1 publication, 0.95%
10
20
30
40
50
60
  • We do not take into account publications without a DOI.
  • Statistics recalculated weekly.

Are you a researcher?

Create a profile to get free access to personal recommendations for colleagues and new articles.
Metrics
105
Share