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The reliability of machine learning (ML) software systems is heavily influenced by changes in data over time. For that reason, ML systems require regular maintenance, typically based on model retraining. However, retraining requires…

机器学习 · 计算机科学 2025-06-18 Lorena Poenaru-Olaru , June Sallou , Luis Cruz , Jan Rellermeyer , Arie van Deursen

Electrification of transport compounded with climate change will transform hourly load profiles and their response to weather. Power system operators and EV charging stakeholders require such high-resolution load profiles for their planning…

系统与控制 · 电气工程与系统科学 2024-03-08 Samrat Acharya , Malini Ghosal , Travis Thurber , Casey D. Burleyson , Yang Ou , Allison Campbell , Gokul Iyer , Nathalie Voisin , Jason Fuller

Predicting the time series of future evolutions of renewable injections and demands is of utmost importance for the operation of power systems. However, the current state of the art is mostly focused on mean-value time series predictions…

系统与控制 · 电气工程与系统科学 2025-05-01 Marco Jeschke , Timm Faulwasser , Roland Fried

In order to understand controlling a complex system, an estimation of the required effort needed to achieve control is vital. Previous works have addressed this issue by studying the scaling laws of energy cost in a general way with…

物理与社会 · 物理学 2021-07-05 Hong Chen , Ee Hou Yong

The residential electrical energy scheduling of solar Photovoltaics (PV) is an important research area of the modern green buildings. On the demand side, factors such as building load, and the renewable PV energy resources are integrated…

系统与控制 · 电气工程与系统科学 2021-03-16 Sara Zainaa , Shima Sadaf , Ansaruddin Kunjuc , Mohammad Meraj , Devrim Unal , Farid Touati

The information and communication technology sector reportedly has a relevant impact on the environment. Within this sector, video streaming has been identified as a major driver of CO2-emissions. To make streaming more sustainable,…

计算机与社会 · 计算机科学 2020-06-22 Paul Suski , Johanna Pohl , Vivian Frick

This work studies synergies arising from combining industrial demand response and local renewable electricity supply. To this end, we optimize the design of a local electricity generation and storage system with an integrated demand…

We model the intensity of emission lines from the CO molecule, based on hydrodynamic simulations of spirals, mergers, and high-redshift galaxies with very high resolutions (3pc and 10^3 Msun) and detailed models for the phase-space…

星系天体物理 · 物理学 2015-02-25 F. Bournaud , E. Daddi , A. Weiss , F. Renaud , C. Mastropietro , R. Teyssier

The application of the flow tracing method to power flows in and out of storage units allows to analyse the usage of this technology option in large-scale interconnected electricity systems. We apply this method to a data-driven model of…

物理与社会 · 物理学 2018-10-26 Bo Tranberg , Mirko Schäfer , Tom Brown , Jonas Hörsch , Martin Greiner

The recent advent of smart meters has led to large micro-level datasets. For the first time, the electricity consumption at individual sites is available on a near real-time basis. Efficient management of energy resources, electric…

应用统计 · 统计学 2014-09-10 Siddharth Arora , James W. Taylor

Scalable and cost-effective solutions to renewable energy storage are essential to addressing the world's rising energy needs while reducing climate change. As we increase our reliance on renewable energy sources such as wind and solar,…

The increasing penetration of renewable energy requires greater use of storage resources to manage system intermittency. As a result, there is growing interest in evaluating the opportunity cost of stored energy, or usage values, which can…

The integration of large shares of electricity produced by non-dispatchable Renewable Energy Sources (RES) leads to an increasingly volatile energy generation side, with temporary local overproduction. The application of energy storage…

最优化与控制 · 数学 2016-03-14 Lars Siemer , Frank Schöpfer , David Kleinhans

Power-to-Gas (P2G) has been one of the most frequently discussed technologies in the last few years. This technology allows producing CO2 free fuels. Thanks to its high flexibility, it may offer services to the power system, fostering…

系统与控制 · 电气工程与系统科学 2022-02-18 Gabriele Fambri , Cesar Diaz-Londono , Andrea Mazza , Marco Badami , Robert Weiss

With an increasing share of electric energy produced from non-dispatchable renewable sources both energy storage and demand side management might gain tremendously in importance. While there has been significant progress in general…

物理与社会 · 物理学 2014-01-17 David Kleinhans

Fossil gas is sometimes presented as an enabler of variable solar and wind generation beyond 2050, despite being a primary source of greenhouse gas emissions from methane leakage and combustion. We find that balancing solar and wind…

计算工程、金融与科学 · 计算机科学 2025-12-24 Timothy Weber , Cheng Cheng , Harry Thawley , Kylie Catchpole , Andrew Blakers , Bin Lu , Jennifer Zhao , Anna Nadolny

We combine modeling and measurements to investigate the dynamics of convective carbon dioxide (CO$_2$) dissolution in a pressure-volume-temperature cell, extending a recent study by Wen et al. (J. Fluid Mech., vol. 854, 2018, pp. 56--87) at…

流体动力学 · 物理学 2021-07-07 Baole Wen , Zhuofan Shi , Kristian Jessen , Marc A. Hesse , Theodore T. Tsotsis

Prospective power supply systems based on Renewable Energy Sources require measures to balance power generation and load at all times. The utilisation of storage devices and backup power plants is widely suggested for this purpose, whereas…

物理与社会 · 物理学 2016-09-22 Stefan Weitemeyer , David Kleinhans , Lars Siemer , Carsten Agert

We analyse the connections between structure and dynamics in two model glass-formers, using the mutual information between an initial configuration and the ensuing dynamics to compare the predictive value of different structural…

统计力学 · 物理学 2014-09-05 Robert L. Jack , Andrew J. Dunleavy , C. Patrick Royall

This article proposes a fundamental methodological shift in the modelling of policy interventions for sustainability transitions in order to account for complexity (e.g. self-reinforcing mechanism arising from multi-agent interactions) and…

物理与社会 · 物理学 2016-03-23 J. -F. Mercure , H. Pollitt , A. M. Bassi , J. E Viñuales , N. R. Edwards