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Machine learning (ML) has seen tremendous advancements, but its environmental footprint remains a concern. Acknowledging the growing environmental impact of ML this paper investigates Green ML, examining various model architectures and…

机器学习 · 计算机科学 2024-06-21 Ioannis Mavromatis , Kostas Katsaros , Aftab Khan

This paper explores the structure of research papers in software engineering. Using text mining, we study 35,391 software engineering (SE) papers from 34 leading SE venues over the last 25 years. These venues were divided, nearly evenly,…

软件工程 · 计算机科学 2018-10-04 George Mathew , Amritanshu Agrawal , Tim Menzies

The spotlight is on the intertwined nature of sustainability and energy transition. As the world grapples with environmental challenges, the push for a green approach to energy is more crucial than ever. This transition promises not just a…

物理与社会 · 物理学 2023-11-28 Rajini K R Karduri

Scheduling problems are a fundamental class of combinatorial optimization problems that underpin operational efficiency in manufacturing, logistics, and service systems. While operations research has traditionally developed solver-centric…

最优化与控制 · 数学 2026-02-03 Anbang Liu , Shaochong Lin , Jingchuan Chen , Peng Wu , Zuojun Max Shen

This paper introduces a three-phase heuristic approach for a large-scale energy management and maintenance scheduling problem. The problem is concerned with scheduling maintenance and refueling for nuclear power plants up to five years into…

其他计算机科学 · 计算机科学 2010-12-22 Steffen Godskesen , Thomas Sejr Jensen , Niels Kjeldsen , Rune Larsen

During the past years, psychological diseases related to unhealthy work environments, such as burnouts, have drawn more and more public attention. One of the known causes of these affective problems is time pressure. In order to form a…

软件工程 · 计算机科学 2017-03-14 Miikka Kuutila , Mika V. Mäntylä , Maëlick Claes , Marko Elovainio

As an environment-friendly substitute for conventional fuel-powered vehicles, electric vehicles (EVs) and their components have been widely developed and deployed worldwide. The large-scale integration of EVs into power grid brings both…

其他计算机科学 · 计算机科学 2016-09-12 Wanrong Tang , Suzhi Bi , Ying Jun , Zhang

In this paper, we study the peak-aware energy scheduling problem using the competitive framework with machine learning prediction. With the uncertainty of energy demand as the fundamental challenge, the goal is to schedule the energy output…

数据结构与算法 · 计算机科学 2019-11-20 Russell Lee , Mohammad H. Hajiesmaili , Jian Li

The energy-water demands of metropolitan regions and agricultural ecosystems are ever-increasing. To tackle this challenge efficiently and sustainably, the interdependence of these interconnected resources has to be considered. In this…

最优化与控制 · 数学 2023-08-16 M. Di Martino , P. Linke , E. N. Pistikopoulos

Forecasting electricity prices is a challenging task and an active area of research since the 1990s and the deregulation of the traditionally monopolistic and government-controlled power sectors. Although it aims at predicting both spot and…

统计金融 · 定量金融 2025-07-23 Katarzyna Maciejowska , Bartosz Uniejewski , Rafał Weron

Artificial Intelligence (AI) techniques continue to broaden across governmental and public sectors, such as power and energy - which serve as critical infrastructures for most societal operations. However, due to the requirements of…

人工智能 · 计算机科学 2021-11-04 Erik Blasch , Haoran Li , Zhihao Ma , Yang Weng

Targeting sustainability in our industrial society requires integrating specific criteria in the design process of products and processes. A paradigm shift is necessary in the economical, social and political systems to ensure the natural…

物理与社会 · 物理学 2021-07-12 Maud Rio , Benjamin Tyl

The NP-hard MATERIAL CONSUMPTION SCHEDULING Problem and closely related problems have been thoroughly studied since the 1980's. Roughly speaking, the problem deals with minimizing the makespan when scheduling jobs that consume non-renewable…

计算机科学与博弈论 · 计算机科学 2021-03-15 Matthias Bentert , Robert Bredereck , Péter Györgyi , Andrzej Kaczmarczyk , Rolf Niedermeier

To reduce computational complexity, macro-energy system models commonly implement reduced time-series data. For renewable energy systems dependent on seasonal storage and characterized by intermittent renewables, like wind and solar,…

综合经济学 · 经济学 2022-12-21 Leonard Göke , Mario Kendziorski

Employees face decisions every day - in the absence of supervision. The outcome of these decisions can be influenced by digital workplace design through the power of persuasive technology. This paper provides a structured literature review…

人机交互 · 计算机科学 2022-08-15 Kilian Wenker

Manufacturing companies face challenges when it comes to quickly adapting their production control to fluctuating demands or changing requirements. Control approaches that encapsulate production functions as services have shown to be…

Energy system optimization models (ESOMs) are designed to examine the potential effects of a proposed policy, but often represent energy-efficient technologies and policies in an overly simplified way. Most ESOMs include different end-use…

Reaching the 2030 targets for the EU primary energy use (PE) and CO2eq emissions (CE) requires an accurate assessment of how different technologies perform on these two fronts. In this regard, the focus in academia is increasingly shifting…

Software ecosystems (SECOs) and open innovation processes have been claimed as a way forward for the software industry. A proper understanding of requirements is as important for these IT-systems as for more traditional ones. This paper…

软件工程 · 计算机科学 2018-01-03 Aparna Vegendla , Anh Nguyen Duc , Shang Gao , Guttorm Sindre

The emergence of Transformer-based Large Language Models (LLMs) has substantially augmented the capabilities of Natural Language Processing (NLP), thereby intensifying the demand for computational resources. Therefore, enhancing efficiency…

计算与语言 · 计算机科学 2026-01-05 Wazib Ansar , Saptarsi Goswami , Amlan Chakrabarti