Skip to main content
Top
Published in: Automated Software Engineering 3/2015

01-09-2015

Monitoring energy hotspots in software

Energy profiling of software code

Authors: Adel Noureddine, Romain Rouvoy, Lionel Seinturier

Published in: Automated Software Engineering | Issue 3/2015

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Green IT has emerged as a discipline concerned with the optimization of software solutions with regards to their energy consumption. In this domain, most of the state-of-the-art solutions concentrate on coarse-grained approaches to monitor the energy consumption of a device or a process. In this paper, we report on a fine-grained runtime energy monitoring framework we developed to help developers to diagnose energy hotspots with a better accuracy. Concretely, our approach adopts a two-layer architecture including OS-level and process-level energy monitoring. OS-level energy monitoring estimates the energy consumption of processes according to different hardware devices (CPU, network card). Process-level energy monitoring focuses on Java-based applications and builds on OS-level energy monitoring to provide an estimation of energy consumption at the granularity of classes and methods. We argue that this per-method analysis of energy consumption provides better insights to the application in order to identify potential energy hotspots. In particular, our preliminary validation demonstrates that we can monitor energy hotspots of Jetty web servers and monitor their variations under stress scenarios.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Blackburn, S.M., Garner, R., Hoffman, C., Khan, A.M., McKinley, K.S., Bentzur, R., Diwan, A., Feinberg, D., Frampton, D., Guyer, S.Z., Hirzel, M., Hosking, A., Jump, M., Lee, H., Moss, J.E.B., Phansalkar, A., Stefanović, D., VanDrunen, T., von Dincklage, D., Wiedermann, B.: The DaCapo benchmarks: Java benchmarking development and analysis. In: OOPSLA ’06: Proceedings of the 21st Annual ACM SIGPLAN Conference on Object-Oriented Programing, Systems, Languages, and Applications, pp. 169–190. ACM Press, New York, NY (2006). doi:10.1145/1167473.1167488 Blackburn, S.M., Garner, R., Hoffman, C., Khan, A.M., McKinley, K.S., Bentzur, R., Diwan, A., Feinberg, D., Frampton, D., Guyer, S.Z., Hirzel, M., Hosking, A., Jump, M., Lee, H., Moss, J.E.B., Phansalkar, A., Stefanović, D., VanDrunen, T., von Dincklage, D., Wiedermann, B.: The DaCapo benchmarks: Java benchmarking development and analysis. In: OOPSLA ’06: Proceedings of the 21st Annual ACM SIGPLAN Conference on Object-Oriented Programing, Systems, Languages, and Applications, pp. 169–190. ACM Press, New York, NY (2006). doi:10.​1145/​1167473.​1167488
go back to reference Do, T., Rawshdeh, S., Shi, W.: pTop: a process-level power profiling tool. In: HotPower’09: Proceedings of the 2nd Workshop on Power Aware Computing and Systems. Big Sky, MT (2009) Do, T., Rawshdeh, S., Shi, W.: pTop: a process-level power profiling tool. In: HotPower’09: Proceedings of the 2nd Workshop on Power Aware Computing and Systems. Big Sky, MT (2009)
go back to reference Feeney, L., Nilsson, M.: Investigating the energy consumption of a wireless network interface in an ad hoc networking environment. In: INFOCOM’01: Proceesing of the Twentieth Annual Joint Conference of the IEEE Computer and Communications Societies, vol. 3, pp. 1548–1557 (2001). doi:10.1109/INFCOM.2001.916651 Feeney, L., Nilsson, M.: Investigating the energy consumption of a wireless network interface in an ad hoc networking environment. In: INFOCOM’01: Proceesing of the Twentieth Annual Joint Conference of the IEEE Computer and Communications Societies, vol. 3, pp. 1548–1557 (2001). doi:10.​1109/​INFCOM.​2001.​916651
go back to reference Flinn, J., Satyanarayanan, M.: PowerScope: a tool for profiling the energy usage of mobile applications. In: WMCSA’99: Proceedings of the Second IEEE Workshop on Mobile Computer Systems and Applications, p. 2. IEEE Computer Society, Washington, DC (1999) Flinn, J., Satyanarayanan, M.: PowerScope: a tool for profiling the energy usage of mobile applications. In: WMCSA’99: Proceedings of the Second IEEE Workshop on Mobile Computer Systems and Applications, p. 2. IEEE Computer Society, Washington, DC (1999)
go back to reference Kuleshov, E.: Using the ASM framework to implement common java bytecode transformation patterns. In: AOSD’07: Proceedings of the 6th International Conference on Aspect-Oriented Software Development. Vancouver, Canada (2007) Kuleshov, E.: Using the ASM framework to implement common java bytecode transformation patterns. In: AOSD’07: Proceedings of the 6th International Conference on Aspect-Oriented Software Development. Vancouver, Canada (2007)
go back to reference McIntire, D., Stathopoulos, T., Kaiser, W.: ETOP: sensor network application energy profiling on the LEAP2 platform. In: IPSN’07: Proceedings of the 6th international conference on Information processing in sensor networks, pp. 576–577. ACM, New York, (2007). doi:10.1145/1236360.1236448 McIntire, D., Stathopoulos, T., Kaiser, W.: ETOP: sensor network application energy profiling on the LEAP2 platform. In: IPSN’07: Proceedings of the 6th international conference on Information processing in sensor networks, pp. 576–577. ACM, New York, (2007). doi:10.​1145/​1236360.​1236448
go back to reference Noureddine, A., Bourdon, A., Rouvoy, R., Seinturier, L.: A preliminary study of the impact of software engineering on greenit. In: 1st International Workshop on Green and Sustainable Software (GREENS’12), pp. 21–27 (2012). doi:10.1109/GREENS.2012.6224251 Noureddine, A., Bourdon, A., Rouvoy, R., Seinturier, L.: A preliminary study of the impact of software engineering on greenit. In: 1st International Workshop on Green and Sustainable Software (GREENS’12), pp. 21–27 (2012). doi:10.​1109/​GREENS.​2012.​6224251
go back to reference Noureddine, A., Bourdon, A., Rouvoy, R., Seinturier, L.: Runtime monitoring of software energy hotspots. In: Proceedings of the 27th IEEE/ACM International Conference on Automated Software Engineering, ASE 2012, pp. 160–169. ACM, New York, (2012). doi:10.1145/2351676.2351699 Noureddine, A., Bourdon, A., Rouvoy, R., Seinturier, L.: Runtime monitoring of software energy hotspots. In: Proceedings of the 27th IEEE/ACM International Conference on Automated Software Engineering, ASE 2012, pp. 160–169. ACM, New York, (2012). doi:10.​1145/​2351676.​2351699
go back to reference Noureddine, A., Rouvoy, R., Seinturier, L.: Unit testing of energy consumption of software libraries. In: Proceedings of the 29th Annual ACM Symposium on Applied Computing, SAC 2014. ACM, New York, (2014) Noureddine, A., Rouvoy, R., Seinturier, L.: Unit testing of energy consumption of software libraries. In: Proceedings of the 29th Annual ACM Symposium on Applied Computing, SAC 2014. ACM, New York, (2014)
go back to reference Rivoire, S., Shah, M.A., Ranganathan, P., Kozyrakis, C.: JouleSort: a balanced energy-efficiency benchmark. In: SIGMOD’07: Proceedings of the 2007 ACM SIGMOD International Conference on Management of Data, pp. 365–376. ACM, New York, (2007). doi:10.1145/1247480.1247522 Rivoire, S., Shah, M.A., Ranganathan, P., Kozyrakis, C.: JouleSort: a balanced energy-efficiency benchmark. In: SIGMOD’07: Proceedings of the 2007 ACM SIGMOD International Conference on Management of Data, pp. 365–376. ACM, New York, (2007). doi:10.​1145/​1247480.​1247522
go back to reference Seo, C., Malek, S., Medvidovic, N.: An energy consumption framework for distributed java-based systems. In: ASE’07: Proceedings of the Twenty-Second IEEE/ACM International Conference on Automated Software Engineering, pp. 421–424. ACM, New York, (2007). doi:10.1145/1321631.1321699 Seo, C., Malek, S., Medvidovic, N.: An energy consumption framework for distributed java-based systems. In: ASE’07: Proceedings of the Twenty-Second IEEE/ACM International Conference on Automated Software Engineering, pp. 421–424. ACM, New York, (2007). doi:10.​1145/​1321631.​1321699
go back to reference Venners, B.: Inside the Java Virtual Machine, 1st edn. McGraw-Hill Professional, New York (1999)MATH Venners, B.: Inside the Java Virtual Machine, 1st edn. McGraw-Hill Professional, New York (1999)MATH
go back to reference Vereecken, W., Van Heddeghem, W., Colle, D., Pickavet, M., Demeester, P.: Overall ict footprint and green communication technologies. In: ISCCSP’10: Proceedings of the 4th International Symposium on Communications, Control and Signal Processing, pp. 1–6 (2010). doi:10.1109/ISCCSP.2010.5463327 Vereecken, W., Van Heddeghem, W., Colle, D., Pickavet, M., Demeester, P.: Overall ict footprint and green communication technologies. In: ISCCSP’10: Proceedings of the 4th International Symposium on Communications, Control and Signal Processing, pp. 1–6 (2010). doi:10.​1109/​ISCCSP.​2010.​5463327
go back to reference Webb, M.: SMART 2020: enabling the low carbon economy in the information age, a report by The Climate Group on behalf of the Global eSustainability Initiative (GeSI). GeSI (2008) Webb, M.: SMART 2020: enabling the low carbon economy in the information age, a report by The Climate Group on behalf of the Global eSustainability Initiative (GeSI). GeSI (2008)
Metadata
Title
Monitoring energy hotspots in software
Energy profiling of software code
Authors
Adel Noureddine
Romain Rouvoy
Lionel Seinturier
Publication date
01-09-2015
Publisher
Springer US
Published in
Automated Software Engineering / Issue 3/2015
Print ISSN: 0928-8910
Electronic ISSN: 1573-7535
DOI
https://doi.org/10.1007/s10515-014-0171-1

Other articles of this Issue 3/2015

Automated Software Engineering 3/2015 Go to the issue

Premium Partner