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Paper · arXiv

Static Metrics Are Insufficient: Predicting Java Method Energy Usage with Execution Time

The increasing energy demand of software systems is raising concerns about their environmental impact and associated costs. Reasoning on energy usage early in the development flow has the potential to significantly reduce the overall energy usage of a software system, as it allows developers to make informed design and refactoring decisions before inefficiencies propagate. However, assessing energy usage without repeated profiling and direct measurement is difficult, which limits early reasoning in practice. This study investigates the limits of method-level energy prediction in Java, examining whether static source code metrics complemented with method-level execution time can estimate t...

AuthorsMuhammad Imran, Vincenzo Stoico, Ivano Malavolta
Primary categorycs.SE
Published7 July 2026
Last updated at source7 July 2026
cs.SEcs.AIcs.LG
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