Deep Parameter Optimisation on Android Smartphones for Energy Minimisation - A Tale of Woe and a Proof-of-Concept

Created by W.Langdon from gp-bibliography.bib Revision:1.8120

@InProceedings{Bokhari:2017:GI,

• author = "Mahmoud A. Bokhari and Bobby R. Bruce and Brad Alexander and Markus Wagner",
• title = "Deep Parameter Optimisation on {Android} Smartphones for Energy Minimisation - A Tale of Woe and a Proof-of-Concept",
• booktitle = "GI-2017",
• year = "2017",
• editor = "Justyna Petke and David R. White and W. B. Langdon and Westley Weimer",
• pages = "1501--1508",
• address = "Berlin",
• month = "15-19 " # jul,
• publisher = "ACM",
• keywords = "genetic algorithms, genetic programming, genetic improvement, non-functional properties, mobile devices, multi-objective optimisation, dreaming smartphone, Android 6",
• isbn13 = "978-1-4503-4939-0",
• URL = "http://geneticimprovementofsoftware.com/wp-content/uploads/2017/05/bokhari2017_deep_parameter_optimisation.pdf",
• URL = "http://cs.adelaide.edu.au/~markus/pub/2017gecco-deepandroid.pdf",
• DOI = "doi:10.1145/3067695.3082519",
• size = "8 pages",
• abstract = "With power demands of mobile devices rising, it is becoming increasingly important to make mobile software applications more energy efficient. Unfortunately, mobile platforms are diverse and very complex which makes energy behaviours difficult to model. This complexity presents challenges to the effectiveness of off-line optimisation of mobile applications. we demonstrate that it is possible to automatically optimise an application for energy on a mobile device by evaluating energy consumption in-vivo. In contrast to previous work, we use only the device's own internal meter. Our approach involves many technical challenges but represents a realistic path toward learning hardware specific energy models for program code features.",
• notes = "Rebound, Java, 44 test cases with test oracles. Sensitivity analysis of all integer and double constants before start reduces 38 parameters to 19. NSGA-II. Sample remaining energy in battery four times a second. flight mode not sufficient. Control temperature. Nexus 6, Nexus 9. Fixed CPU clock speed. Java garbage collector also run 4 times per second. Kolmogorov-Smirnov normality test. Recharge battery between generations. 55 mutants",

}

Genetic Programming entries for Mahmoud A Bokhari Bobby R Bruce Brad Alexander Markus Wagner

Citations