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Ensuring grid stability in the transition to renewable energy sources requires accurate power demand forecasting. This study addresses the need for precise forecasting by differentiating among industrial, commercial, and residential…

机器学习 · 计算机科学 2025-06-06 Asier Diaz-Iglesias , Xabier Belaunzaran , Ane M. Florez-Tapia

Forecasting electricity demand plays a critical role in ensuring reliable and cost-efficient operation of the electricity supply. With the global transition to distributed renewable energy sources and the electrification of heating and…

机器学习 · 计算机科学 2023-05-31 Konstantin Hopf , Hannah Hartstang , Thorsten Staake

There has been an increasing trend in the electric power system from a centralized generation-driven grid to a more reliable, environmental friendly, and customer-driven grid. One of the most important issues which the designers of smart…

系统与控制 · 计算机科学 2015-02-03 Kianoosh G. Boroojeni , Shekoufeh Mokhtari , M. H. Amini , S. S. Iyengar

Advancements in smart metering technologies have significantly improved the ability to monitor and manage water utilities. In the context of increasing uncertainty due to climate change, securing water resources and supply has emerged as an…

Efforts to reduce climate change, but also falling prices and significant technology developments currently drive an increased weather-dependent electricity production from renewable electricity sources. In light of the changing climate, it…

信号处理 · 电气工程与系统科学 2019-06-10 Smail Kozarcanin , Hailiang Liu , Gorm Bruun Andresen

The demand of electricity keeps increasing in this modern society and the behavior of customers vary greatly from time to time, city to city, type to type, etc. Generally, buildings are classified into residential, commercial and…

系统与控制 · 计算机科学 2015-08-11 Luo Chuan , Abhisek Ukil

Recent studies indicate that the effects of inter-annual climate-based variability in power system planning are significant and that long samples of demand & weather data (spanning multiple decades) should be considered. At the same time,…

应用统计 · 统计学 2019-05-30 Adriaan P Hilbers , David J Brayshaw , Axel Gandy

Sustainability requires increased energy efficiency with minimal waste. The future power systems should thus provide high levels of flexibility iin controling energy consumption. Precise projections of future energy demand/load at the…

机器学习 · 计算机科学 2022-10-14 Lyes Saad Saoud , Hasan AlMarzouqi , Ramy Hussein

In this paper, the modeling of building end-use energy profile is comprehensively investigated. Top-down and Bottom-up approaches are discussed with a focus on the latter for better integration with occupant information. Compared to the…

应用统计 · 统计学 2016-11-17 Zhaoyi Kang , Ming Jin , Costas J. Spanos

In this study, we investigate the operation of an optimal home energy management system (HEMS) with integrated renewable energy system (RES) and energy storage system (ESS) supporting electricity selling functions. A multi-objective mixed…

系统与控制 · 电气工程与系统科学 2021-01-19 Huy Truong Dinh , Daehee Kim

A reliable supply of electricity is critical for our modern society and any large scale disturbance of the electrical system causes substantial costs. In 2015, one overloaded transmission line caused a cascading failure in the Turkish power…

适应与自组织系统 · 物理学 2019-10-04 Benjamin Schäfer , G. Cigdem Yalcin

Forecasting electricity demand plays a fundamental role in the operation and planning procedures of power systems and the publications about electricity demand forecasting increasing year by year. In this paper, we use Scientometric…

物理与社会 · 物理学 2020-03-24 Dongchuan Yang , Ju-e Guo , Jie Li , Shouyang Wang , Shaolong Sun

Cost optimal scenarios derived from models of a highly renewable electricity system depend on the specific input data, cost assumptions and system constraints. Here this influence is studied using a techno-economic optimisation model for a…

物理与社会 · 物理学 2018-08-21 David P. Schlachtberger , Tom Brown , Mirko Schäfer , Stefan Schramm , Martin Greiner

Adoption of smart meters is a major milestone on the path of European transition to smart energy. The residential sector in France represents $\approx$35\% of electricity consumption with $\approx$40\% (INSEE) of households using electrical…

信号处理 · 电气工程与系统科学 2020-11-12 François Culière , Laetitia Leduc , Alexander Belikov

Renewable electricity generation has grown significantly across many European power systems, leading to a greener energy mix, but also additional complexity in balancing electricity supply and demand. Unexpected differences between…

系统与控制 · 电气工程与系统科学 2026-05-19 Arnaud Verstraeten , Maria Margarida Mascarenhas , Hussain Kazmi

An accurate forecast of electric demand is essential for the optimal design of a generation system. For district installations, the projected lifespan may extend one or two decades. The reliance on a single-year forecast, combined with a…

We present a novel framework for high-resolution forecasting of residential heating demand and non-heating electricity demand using probabilistic deep learning models. Because our models are trained on electricity consumption from a…

综合经济学 · 经济学 2026-05-12 Stephen J. Lee , Cailinn Drouin

Accurate and reliable energy time series prediction is of great significance for power generation planning and allocation. At present, deep learning time series prediction has become the mainstream method. However, the multi-scale time…

机器学习 · 计算机科学 2025-08-08 Wei Li , Zixin Wang , Qizheng Sun , Qixiang Gao , Fenglei Yang

This paper provides an in-depth analysis of the event-based metering strategy proposed by Simonov et al. This strategy is an alternative to the traditional periodic (time-based) metering where the power demand is averaged in fixed time…

系统与控制 · 计算机科学 2018-03-07 Mauricio de Castro Tomé , Pedro. H. J. Nardelli , Hirley Alves

This paper presents a novel probabilistic data-driven approach to trip-level energy consumption estimation of battery electric vehicles (BEVs). As there are very few electric vehicle (EV) charging stations, EV trip energy consumption…

机器学习 · 计算机科学 2023-07-04 Ayan Maity , Sudeshna Sarkar