Please use this identifier to cite or link to this item:
http://hdl.handle.net/11667/88
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor | Brownlee, Alexander | - |
dc.contributor.other | EPSRC - Engineering and Physical Sciences Research Council | en_GB |
dc.creator | Brownlee, Alexander E I | - |
dc.creator | Burles, Nathan | - |
dc.creator | Swan, Jerry | - |
dc.date.accessioned | 2017-04-21T13:20:40Z | - |
dc.date.available | 2017-04-21T13:20:40Z | - |
dc.date.created | 2016-04 | - |
dc.identifier.uri | http://hdl.handle.net/11667/88 | - |
dc.description.abstract | Reducing computational energy consumption is of growing importance, particularly at the extremes (i.e. mobile devices and datacentres). Despite the ubiquity of the Java Virtual Machine (JVM), very little work has been done to apply Search Based Software Engineering (SBSE) to minimize the energy consumption of programs that run on it. The paper describes Opacitor, a tool for measuring the energy consumption of JVM programs using a bytecode level model of energy cost. This is combined with generic SBSE approaches to achieve substantial energy savings for three widely-used software components. Multi-Layer Perceptron implementations minimising both energy and error were found, and energy reductions of up to 70% and 39.85% were obtained over the original code for Quicksort and Object-Oriented container classes respectively. This data set includes the raw results from the experiments, generated instances for the quicksort experiments, and test code written for Guava's container classes. Dedicated UnZip software is recommended for accessing the dataset, for example, IZArc. | en_GB |
dc.description.tableofcontents | File content and descriptions are contained in README.txt | en_GB |
dc.language.iso | eng | en_GB |
dc.publisher | University of Stirling. Faculty of Natural Sciences. | en_GB |
dc.relation | Brownlee, AEI; Burles, N; Swan, J (2018) Datasets for the paper "Search-based energy optimization of some ubiquitous algorithms". University of Stirling. Faculty of Natural Sciences. Dataset. http://hdl.handle.net/11667/88 | en_GB |
dc.relation.isreferencedby | Brownlee AEI, Burles N & Swan J (2017) Search-based energy optimization of some ubiquitous algorithms, IEEE Transactions on Emerging Topics in Computational Intelligence, 1 (3), pp. 188-201. DOI: https://doi.org/10.1109/TETCI.2017.2699193 Available from: http://hdl.handle.net/1893/25268 | en_GB |
dc.rights | Rights covered by the standard CC-BY 4.0 licence: https://creativecommons.org/licenses/by/4.0/ | en_GB |
dc.subject | Search based software engineering | en_GB |
dc.subject | Java | en_GB |
dc.subject | energy | en_GB |
dc.subject.classification | ::Information and communication technologies::Artificial Intelligence Technologies::Meta Heuristics | en_GB |
dc.subject.classification | ::Information and communication technologies::Software Engineering::Software Engineering Methods and Tools | en_GB |
dc.subject.classification | ::Information and communication technologies::Artificial Intelligence Technologies::Optimisation (AI) | en_GB |
dc.title | Datasets for the paper "Search-based energy optimization of some ubiquitous algorithms" | en_GB |
dc.type | dataset | en_GB |
dc.type | software | en_GB |
dc.contributor.email | sbr@cs.stir.ac.uk | en_GB |
dc.identifier.rmsid | 1067 | en_GB |
dc.identifier.projectid | EP/J017515/1 | en_GB |
dc.title.project | DAASE: Dynamic Adaptive Automated Software Engineering | en_GB |
dc.contributor.affiliation | University of Stirling (Computing Science - CSM Dept) | en_GB |
dc.contributor.affiliation | University of York | en_GB |
dc.date.publicationyear | 2017 | en_GB |
dc.description.access | Source code for the Opacitor tool is available on request from: Dr Alexander Edward Ian Brownlee (University of Stirling address: sbr@cs.stir.ac.uk); the other libraries and data sets used in the work are publicly available at the URLs cited in the paper: OpenJDK http://openjdk.java.net ; Google Guava version 18 https://github.com/google/guava/wiki/Release18 ; Apache Commons Collections version 4.0 commons.apache.org/proper/commons-collections/release_4_0.html ; Apache Commons Math library commons.apache.org/proper/commons-math/userguide/genetics.html ; WEKA http://www.cs.waikato.ac.nz/~ml/weka/ ; Astraiea https://github.com/JerrySwan/Astraiea | en_GB |
Appears in Collections: | University of Stirling Research Data |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
Quicksort.zip | 12.88 MB | Zipped file | View/Open | |
MLP-diabetes-nv.zip | 858.84 kB | Zipped file | View/Open | |
MLP-diabetes-v.zip | 847.84 kB | Zipped file | View/Open | |
MLP-glass-nv.zip | 868.78 kB | Zipped file | View/Open | |
MLP-glass-v.zip | 851.92 kB | Zipped file | View/Open | |
MLP-ionosphere-nv.zip | 1.03 MB | Zipped file | View/Open | |
MLP-ionosphere-v.zip | 1.25 MB | Zipped file | View/Open | |
MLP-iris-nv.zip | 807.34 kB | Zipped file | View/Open | |
MLP-iris-v.zip | 815.84 kB | Zipped file | View/Open | |
Guava-Outputs.zip | 22.43 kB | Zipped file | View/Open | |
Guava-TestCode.zip | 6.26 kB | Zipped file | View/Open | |
README.txt | 1.86 kB | Text | View/Open |
This item is protected by original copyright |
Items in DataSTORRE are protected by copyright, with all rights reserved, unless otherwise indicated.