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相关论文: Energy Efficiency in Robotics Software: A Systemat…

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Robots are becoming more and more commonplace in many industry settings. This successful adoption can be partly attributed to (1) their increasingly affordable cost and (2) the possibility of developing intelligent, software-driven robots.…

机器人学 · 计算机科学 2021-03-26 Michel Albonico , Ivano Malavolta , Gustavo Pinto , Emitza Guzman , Katerina Chinnappan , Patricia Lago

Monitoring, understanding, and optimizing the energy consumption of Machine Learning (ML) are various reasons why it is necessary to evaluate the energy usage of ML. However, there exists no universal tool that can answer this question for…

机器学习 · 计算机科学 2024-08-28 Charlotte Rodriguez , Laura Degioanni , Laetitia Kameni , Richard Vidal , Giovanni Neglia

Advances in artificial intelligence need to become more resource-aware and sustainable. This requires clear assessment and reporting of energy efficiency trade-offs, like sacrificing fast running time for higher predictive performance.…

机器学习 · 计算机科学 2023-04-18 Raphael Fischer , Matthias Jakobs , Katharina Morik

The code performance of industrial robots is typically analyzed through CPU metrics, which overlook the physical impact of code on robot behavior. This study introduces a novel framework for assessing robot program performance from an…

机器人学 · 计算机科学 2025-08-11 Juan Heredia , Emil Stubbe Kolvig-Raun , Sune Lundo Sorensen , Mikkel Baun Kjaergaard

The energy use of a robot is trajectory-dependent, and thus can be reduced by optimization of the trajectory. Current methods for robot trajectory optimization can reduce energy up to 15\% for fixed start and end points, however their use…

机器人学 · 计算机科学 2024-11-06 Valentyn Petrichenko , Lisa Lokstein , Gregor Thiele , Kevin Haninger

The ICT sector, responsible for 2% of global carbon emissions, is under scrutiny calling for methodologies and tools to design and develop software in an environmentally sustainable-by-design manner. However, the software engineering…

软件工程 · 计算机科学 2025-04-10 Ornela Danushi , Stefano Forti , Jacopo Soldani

The growing energy demands of computational systems necessitate a fundamental shift from performance-centric design to one that treats energy consumption as one of the primary design considerations. Current approaches treat energy…

软件工程 · 计算机科学 2026-03-19 Saurabhsingh Rajput , Tushar Sharma

The social context in relation to energy policies, energy supply, and sustainability concerns as well as advances in more energy-efficient technologies is driving a need for a change in the manufacturing sector. The main purpose of this…

最优化与控制 · 数学 2023-08-31 Ahmed Missaoui , Cemalettin Ozturk , Barry O'Sullivan , Michele Garraffa

This study focuses on the energy optimization of industrial robotic cells, which is essential for sustainable production in the long term. A holistic approach that considers a robotic cell as a whole toward minimizing energy consumption is…

机器人学 · 计算机科学 2018-02-19 Libor Bukata , Přemysl Šůcha , Zdeněk Hanzálek , Pavel Burget

Energy efficiency has become a growing concern in software development, leading to the need for tools designed to measure energy consumption. While several energy measurement tools are available as open-source projects, their…

软件工程 · 计算机科学 2026-03-24 Manuela Bechara Cannizza , Michel Albonico

Against the backdrop of the European Union's commitment to achieve climate neutrality by 2050, efforts to improve energy efficiency are being intensified. The manufacturing industry is a key focal point of these endeavors due to its high…

人工智能 · 计算机科学 2024-10-03 Borys Ioshchikhes , Michael Frank , Matthias Weigold

Robots that support humans by performing useful tasks (a.k.a., service robots) are booming worldwide. In contrast to industrial robots, the development of service robots comes with severe software engineering challenges, since they require…

软件工程 · 计算机科学 2020-09-09 Sergio García , Daniel Strüber , Davide Brugali , Thorsten Berger , Patrizio Pelliccione

The robot learning community has made great strides in recent years, proposing new architectures and showcasing impressive new capabilities; however, the dominant metric used in the literature, especially for physical experiments, is…

Automated feedback systems have become increasingly integral to programming education, where learners engage in iterative cycles of code construction, testing, and refinement. Despite its wider integration in practices and technical…

计算机与社会 · 计算机科学 2026-02-03 Yeonji Jung , Yunseo Lee , Jiyeong Bae , DoYong Kim , Heungsoo Choi , Minji Kang , Unggi Lee

In recent years, many studies have applied wearable devices to capture psychophysiological data from software developers. However, the current literature lacks investigations that classify the studies and point out gaps to be explored. This…

软件工程 · 计算机科学 2021-06-01 Roger Vieira , Kleinner Farias

The transportation sector remains a major contributor to greenhouse gas emissions. The understanding of energy-efficient driving behaviors and utilization of energy-efficient driving strategies are essential to reduce vehicles' fuel…

人工智能 · 计算机科学 2024-03-05 Zhipeng Ma , Bo Nørregaard Jørgensen , Zheng Ma

Reduced environmental effect, lower operating costs, and a stable and sustainable energy supply for current and future generations are the main reasons why power optimization is important. Power optimization makes ensuring that energy is…

人工智能 · 计算机科学 2024-06-25 Parag Biswas , Abdur Rashid , Angona Biswas , Md Abdullah Al Nasim , Kishor Datta Gupta , Roy George

Most evolutionary robotics studies focus on evolving some targeted behavior without taking the energy usage into account. This limits the practical value of such systems because energy efficiency is an important property for real-world…

机器人学 · 计算机科学 2021-07-13 Margarita Rebolledo , Daan Zeeuwe , Thomas Bartz-Beielstein , A. E. Eiben

Robots are experiencing a revolution as they permeate many aspects of our daily lives, from performing house maintenance to infrastructure inspection, from efficiently warehousing goods to autonomous vehicles, and more. This technical…

In this paper, we present a comprehensive analysis and discussion of energy consumption in agricultural robots. Robots are emerging as a promising solution to address food production and agroecological challenges, offering potential…

机器人学 · 计算机科学 2024-10-11 Alexis Bras , Alix Montanaro , Cyrille Pierre , Marilys Pradel , Johann Laconte
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