The consortium's review of the state of the art in energy-efficient software, drawing on more than 70 contributors across the partner organisations. A thematic review covers energy measurement, metrics and attribution (wall-plug and PSU measurement, RAPL, modelled and simulated measurement, cloud measurement, tools and benchmarks); AI tooling for code and energy optimisation (small and large language models, mixture-of-experts approaches); sustainable and green AI; sustainable software engineering practices and developer impacts; energy-aware computing; mining, reconfiguration and reconstruction of IT architecture and infrastructure; and standards and certification for green software. A sectorial review then looks at energy-efficient computing for web and SaaS systems, media and gaming, the public sector and mainframe applications. The executive summary consolidates the gaps found across these areas into the research needs GreenCode is addressing, and sets out why the project's contribution is valuable.
Chris Dean (ed.), Bent Thomsen, Esther Kim, Philipp Zähl, Andreas Jedlitschka, Julien Siebert, Patricia Kelbert, Andreas Biesdorf, Tobias Böhm, Rui Henriques, Pedro Faria, Alireza Mehri, Mohammad Reza Mousavi, Ezgi Sarikaya, Fridtjof Siebert, Michael Herrnberger, Tina Vartziotis, Daniel Esteban Villamil, Benjamin Weigell, Bernhard Bauer, Yücel Şentürk, Johannes Passand (2025). GreenCode State of the Art Review (Deliverable D2.1). ITEA 4 project 23016 GreenCode, deliverable D2.1. https://greencode.ai/publications/d2-1-state-of-the-art-review/
Chris Dean (ed.), Bent Thomsen, Esther Kim, Philipp Zähl, Andreas Jedlitschka, Julien Siebert, Patricia Kelbert, Andreas Biesdorf, Tobias Böhm, Rui Henriques, Pedro Faria, Alireza Mehri, Mohammad Reza Mousavi, Ezgi Sarikaya, Fridtjof Siebert, Michael Herrnberger, Tina Vartziotis, Daniel Esteban Villamil, Benjamin Weigell, Bernhard Bauer, Yücel Şentürk, Johannes Passand (2025). GreenCode State of the Art Review (Deliverable D2.1). ITEA 4 project 23016 GreenCode, deliverable D2.1. https://greencode.ai/publications/d2-1-state-of-the-art-review/Chris Dean (ed.), Bent Thomsen, Esther Kim, Philipp Zähl, Andreas Jedlitschka, Julien Siebert, Patricia Kelbert, Andreas Biesdorf, Tobias Böhm, Rui Henriques, Pedro Faria, Alireza Mehri, Mohammad Reza Mousavi, Ezgi Sarikaya, Fridtjof Siebert, Michael Herrnberger, Tina Vartziotis, Daniel Esteban Villamil, Benjamin Weigell, Bernhard Bauer, Yücel Şentürk, Johannes Passand (2025) 'GreenCode State of the Art Review (Deliverable D2.1)', ITEA 4 project 23016 GreenCode, deliverable D2.1. https://greencode.ai/publications/d2-1-state-of-the-art-review/Chris Dean (ed.), Bent Thomsen, Esther Kim, Philipp Zähl, Andreas Jedlitschka, Julien Siebert, Patricia Kelbert, Andreas Biesdorf, Tobias Böhm, Rui Henriques, Pedro Faria, Alireza Mehri, Mohammad Reza Mousavi, Ezgi Sarikaya, Fridtjof Siebert, Michael Herrnberger, Tina Vartziotis, Daniel Esteban Villamil, Benjamin Weigell, Bernhard Bauer, Yücel Şentürk, Johannes Passand, “GreenCode State of the Art Review (Deliverable D2.1),” ITEA 4 project 23016 GreenCode, deliverable D2.1, 2025. https://greencode.ai/publications/d2-1-state-of-the-art-review/Chris Dean (ed.), Bent Thomsen, Esther Kim, Philipp Zähl, Andreas Jedlitschka, Julien Siebert, Patricia Kelbert, Andreas Biesdorf, Tobias Böhm, Rui Henriques, Pedro Faria, Alireza Mehri, Mohammad Reza Mousavi, Ezgi Sarikaya, Fridtjof Siebert, Michael Herrnberger, Tina Vartziotis, Daniel Esteban Villamil, Benjamin Weigell, Bernhard Bauer, Yücel Şentürk, Johannes Passand. 2025. “GreenCode State of the Art Review (Deliverable D2.1).” ITEA 4 project 23016 GreenCode, deliverable D2.1. https://greencode.ai/publications/d2-1-state-of-the-art-review/Chris Dean (ed.), Bent Thomsen, Esther Kim, Philipp Zähl, Andreas Jedlitschka, Julien Siebert, Patricia Kelbert, Andreas Biesdorf, Tobias Böhm, Rui Henriques, Pedro Faria, Alireza Mehri, Mohammad Reza Mousavi, Ezgi Sarikaya, Fridtjof Siebert, Michael Herrnberger, Tina Vartziotis, Daniel Esteban Villamil, Benjamin Weigell, Bernhard Bauer, Yücel Şentürk, Johannes Passand. GreenCode State of the Art Review (Deliverable D2.1). ITEA 4 project 23016 GreenCode, deliverable D2.1. 2025. https://greencode.ai/publications/d2-1-state-of-the-art-review/@techreport{greencode2025, title={GreenCode State of the Art Review (Deliverable D2.1)}, author={Chris Dean (ed.) and Bent Thomsen and Esther Kim and Philipp Zähl and Andreas Jedlitschka and Julien Siebert and Patricia Kelbert and Andreas Biesdorf and Tobias Böhm and Rui Henriques and Pedro Faria and Alireza Mehri and Mohammad Reza Mousavi and Ezgi Sarikaya and Fridtjof Siebert and Michael Herrnberger and Tina Vartziotis and Daniel Esteban Villamil and Benjamin Weigell and Bernhard Bauer and Yücel Şentürk and Johannes Passand}, institution={ITEA 4 project 23016 GreenCode, deliverable D2.1}, year={2025}, url={https://greencode.ai/publications/d2-1-state-of-the-art-review/} }