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Beyond clustering: rethinking the segmentation of energy consumers when nudging them towards energy

In addition to purchase- and curtailment-related energy-saving behavior, consumer classification was also based on acceptance of policy measures and energy-related psychosocial factors, so the

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Grid connected performance of a household lithium-ion battery energy storage

This paper presents results of nine performance tests of a grid connected household battery energy storage system with a Li-ion battery and a converter. The BESS performs within specified SOC limits but the SOC threshold does not coincide with the maximum and the minimum limits of the battery cell voltages. In overall the cycle

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Subdividing end-use energy consumption based on household

This paper addresses this issue by introducing a comprehensive segmentation model which effectively subdivides household energy usage into five end-uses: cooking/hot

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Understanding household energy consumption behavior: The contribution of energy

Energy science is no longer an independent discipline. Energy science, social science, and information science intersect one another, thus forming some new crossed research areas. Fig. 1 shows the intersection of energy, social and information science, as well as the positioning of interdisciplinary research areas, including energy

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Household Energy Consumption Segmentation Using Hourly Data

Using CA smart meter data, we investigate a household electricity segmentation methodology that uses an encoding system with a pre-processed load shape dictionary.

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Association for Computing Machinery

In this work, we propose a novel approach to energy consumer segmentation that facilitates the choice of (nudging) interventions for each segment. We call it intervention-driven energy consumer profiling since it explicitly considers upfront the set of interventions that can be delivered to energy consumers and defines profiles that can be

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Semantic search in household energy consumption segmentation through descriptive characterization

S. Xu, E. Barbour, and M. C. González, "Household segmentation by load shape and daily consumption," in Proc. ACM SigKDD 2017 Conf. Halifax, Nov. Scotia, Canada, August 2017, 2017. Google Scholar E. Barbour and M. González, "Enhancing household-level load forecasts using daily load profile clustering," in Proceedings of the 5th Conference on

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(PDF) Electricity load profiles in Europe: The importance of household segmentation

for the UK domestic sector. Energy Convers Manage 2006;47(15–16):2349–60. [20] Anderson Jr WT, Golden LL. Lifestyle and psychographics: a critical review and [48] Mulder G, Ridder FD, Six D. Electricity storage for grid-connected household

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A new perspective for sizing of distributed generation and energy

In this study, the sizing of additional distributed generation (DG) and energy storage systems (ESSs) to be applied in smart households, that due to DR activities

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The landscape of energy storage: Insights into carbon electrode materials and future directions

The advancement in carbon derivatives has significantly boosted the efficacy of recently produced electrodes designed for energy storage applications. Utilizing the hydrothermal technique, conductive single and composite electrodes comprising Co 3 O 4 –NiO-GO were synthesized and utilized in supercapacitors within three-electrode systems.

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(PDF) Household Energy Consumption Segmentation

Using CA smart meter data, we investigate a household electricity segmentation methodology that uses an encoding system with a pre-processed load shape dictionary.

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Global Battery Market | Size, Share, Trends and Forecast to 2028

The market share analysis in the global battery market will be given separately for each battery segment. For instance, Contemporary Amperex Technology Co., Limited (CATL) has the highest EV battery market share of 30%, while Duracell leads the primary battery market with a 37% market share.

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Methodological Considerations Regarding The Segmentation Of Household Energy

Over the last decade, the World has shown increased concern for climate change and energy security. The emergence of these issues has pushed many nations to pursue the development of clean domestic electricity production via renewable energy (RE) technologies. However, RE also comes with a higher production and investment cost,

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Techno-enviro-economic assessment of household and community energy storage

1. Introduction World energy demand is expected to increase at a rate of 2.2% per year from 2012 to 2035, with demand in buildings and industrial sectors accounting for 90% of this growth [1] order to mitigate climate change [2], both European [3] and UK [4] national policies suggest that efforts should be made to ensure sustainable

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Configuration optimization of energy storage and economic

The results show that the configuration of energy storage for household PV can significantly reduce PV grid-connected power, improve the local consumption of PV

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Optimal Energy Consumption Model for Smart Grid Households

Smart homes define optimal consumption as either balancing/leveling consumption using energy storage devices such that the utility company is presented

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Sustainability | Free Full-Text | A Summary on Research of Household Energy Consumption

In addition, reviews related with different areas of household energy consumption have also been done. Kastner et al. [] reviewed the empirical research on energy investment of 26 households, and made a detailed analysis of energy-related investment decisions and beliefs on the consequences for households, as well as

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Mapping the knowledge development and trend of household energy consumption

Household energy consumption has been one of the most critical factors to climate change. We conducted bibliometric research on household energy consumption by using CiteSpace and HistCite. The Web of Science was used to identify and visualize the evolution of paper citation diagram, the collaboration network, the cocitation network and

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Waste prevention, energy recovery or recycling

The use and efficiency of renewable energy in food storage and cooking technology, as well as the new cooking habits, are also relevant drivers of the environmental manage of the supply chain

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A Prosumer-Based Energy Sharing Mechanism of Active Distribution Network Considering Household Energy Storage

VOLUME XX, 2017 1 Date of publication xxxx 00, 0000, date of current version xxxx 00, 0000. Digital Object Identifier 10.1109/ACCESS.2017.Doi Number A Prosumer-Based Energy Sharing Mechanism of

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Semantic search in household energy consumption segmentation

S. Xu, E. Barbour, and M. C. González, "Household segmentation by load shape and daily consumption," in Proc. ACM SigKDD 2017 Conf. Halifax, Nov. Scotia, Canada, August 2017, 2017. Google Scholar E. Barbour and M. González, "Enhancing household-level load forecasts using daily load profile clustering," in Proceedings of the

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Semantic search in household energy consumption segmentation

With the widespread adoption of smart metering infrastructures, household energy consumption segmentation is receiving increasing attention. The objective is to

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Waste prevention, energy recovery or recycling

2.3.1. System boundary description. 2.3.2. Model description. 2.4. Upstream system Following the MFA modelling principles of Brunner and Rechberger (2004), the model "A generic municipal solid waste management model" developed at NTNU (Callewaert, 2017) was adapted and applied to the organic waste system of the

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Data-driven classification of residential energy consumption patterns

Household energy consumption segmentation using hourly data IEEE Trans Smart Grid, 5 ( 2014 ), pp. 420 - 430, 10.1109/TSG.2013.2278477 View in Scopus Google Scholar

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Here Comes the Energy Storage Revolution

Here Comes the Energy Storage Revolution. In two years look for new energy storage technology to transform our electric grid, allowing deeper penetration of intermittent solar and wind energy into our national pool of electricity. So says Don Sadoway, one of the leading experts on emerging battery products and at the helm of about a half dozen

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Are You a Typical Energy Consumer? Socioeconomic

Scarcity of resources and their waste, as well as deteriorating quality of life and the environment, are pressing problems of modern civilisations. Rational and efficient energy consumption is one of

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DeepNEM: Deep Network Energy-Minimization for Agricultural Field Segmentation

One of the main characteristics of agricultural fields is that the appearance of different crops and their growth status, in an aerial image, is varied, and has a wide range of radiometric values and high level of variability. The extraction of these fields and their monitoring are activities that require a high level of human intervention. In this article, we

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Household Energy Consumption Segmentation Using Hourly Data

This work investigates a household electricity segmentation methodology that uses an encoding system with a pre-processed load shape dictionary and structured

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Research on Multi-Objective Optimization of Household

With the integration of large-scale photovoltaic systems, many uncertainties have been brought to the grid. In order to reduce the impact of the photovoltaic system on

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About segmentation direction of household energy storage field

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