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Search Results (303)

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Keywords = residential electricity consumers

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15 pages, 5172 KiB  
Article
Examining the Gap Between Simulated and Actual Measured Performance of Buildings in the Context of the Israeli Green Building Standard
by Sara Khair Abbas and Isaac Guedi Capeluto
Buildings 2025, 15(13), 2320; https://doi.org/10.3390/buildings15132320 - 2 Jul 2025
Viewed by 944
Abstract
Considering the climate crisis, global environmental awareness, and the pursuit of sustainable architecture, various methodologies and global standards have been developed to assess and reduce the environmental impact of construction projects. Green Building Codes (GBCs) and rating systems have been implemented worldwide to [...] Read more.
Considering the climate crisis, global environmental awareness, and the pursuit of sustainable architecture, various methodologies and global standards have been developed to assess and reduce the environmental impact of construction projects. Green Building Codes (GBCs) and rating systems have been implemented worldwide to support green building practices based on the use of simulation models to evaluate energy consumption, such as the ENERGYui and others to rate buildings based on their simulated energy performance. Israel has also established green building standards, such as SI 5281, which provide practical tools for architects to promote the use of green building methods. However, several studies have cast doubt on the actual measured performance of certified buildings. This study evaluates the effectiveness of the Israeli green building certification process (SI 5281/SI 5282) through a comparison between simulation-based ratings with measured post-occupancy electricity consumption. Through four case studies, the research identifies discrepancies, explores their causes, and proposes refinements to certification assumptions and evaluation methods. The research is intended to enhance the effectiveness of assessment tools in architectural design and contribute to more precise and sustainable green building practices. This study identifies significant gaps between simulated and actual energy consumption in Israeli green buildings, highlighting that, within this framework, educational buildings tend to exceed predicted usage, while residential buildings often consume less, thereby exposing limitations in current simulation assumptions and standard evaluation criteria. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
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38 pages, 1901 KiB  
Article
Aggregator-Based Optimization of Community Solar Energy Trading Under Practical Policy Constraints: A Case Study in Thailand
by Sanvayos Siripoke, Varinvoradee Jaranya, Chalie Charoenlarpnopparut, Ruengwit Khwanrit, Puthisovathat Prum and Prasertsak Charoen
Energies 2025, 18(13), 3231; https://doi.org/10.3390/en18133231 - 20 Jun 2025
Viewed by 1202
Abstract
This paper presents SEAMS (Solar Energy Aggregator Management System), an optimization-based framework for managing solar energy trading in smart communities under Thailand’s regulatory constraints. A major challenge is the prohibition of residential grid feed-in, which limits the use of conventional peer-to-peer energy models. [...] Read more.
This paper presents SEAMS (Solar Energy Aggregator Management System), an optimization-based framework for managing solar energy trading in smart communities under Thailand’s regulatory constraints. A major challenge is the prohibition of residential grid feed-in, which limits the use of conventional peer-to-peer energy models. Additionally, fixed pricing is required to ensure simplicity and trust among users. SEAMS coordinates prosumer and consumer households, a shared battery energy storage system (BESS), and a centralized aggregator (AGG) to minimize total electricity costs while maintaining financial neutrality for the aggregator. A mixed-integer linear programming (MILP) model is developed to jointly optimize PV sizing, BESS capacity, and internal buying price, accounting for Time-of-Use (TOU) tariffs and local policy limitations. Simulation results show that a 6 kW PV system and a 70–75 kWh shared BESS offer optimal performance. A 60:40 prosumer-to-consumer ratio yields the lowest total cost, with up to 49 percent savings compared to grid-only systems. SEAMS demonstrates a scalable and policy-aligned approach to support Thailand’s transition toward decentralized solar energy adoption and improved energy affordability. Full article
(This article belongs to the Section A1: Smart Grids and Microgrids)
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26 pages, 831 KiB  
Article
How (Co-)Ownership in Renewables Improves Heating Usage Behaviour and the Willingness to Adopt Energy-Efficient Technologies—Data from German Households
by Renan Magalhães, Jens Lowitzsch and Federico Narracci
Energies 2025, 18(12), 3114; https://doi.org/10.3390/en18123114 - 13 Jun 2025
Viewed by 645
Abstract
In the housing sector emission reduction builds on a shift from fossil fuels to renewable energy sources and increasing the efficiency of energy usage, with heating playing a dominant role in comparison to that of electricity. For electricity production in the residential sector, [...] Read more.
In the housing sector emission reduction builds on a shift from fossil fuels to renewable energy sources and increasing the efficiency of energy usage, with heating playing a dominant role in comparison to that of electricity. For electricity production in the residential sector, research shows that different settings of (co-)ownership in renewables are linked to a greater tendency to invest in energy-efficient devices or to adopt more energy-conscious behaviours. The empirical analysis demonstrates that fully-fledged prosumers, i.e., consumers who have the option to choose between self-consumption and selling to third parties or the grid, exhibit a higher tendency to invest in energy efficiency and that only this group manifests a greater likelihood of engaging in conscious-energy consumption behaviour. This paper extends the analysis to include heating in the residential sector. The study conducted an ANCOVA based on a sample of 2585 German households. The findings show that, depending on the (co-)ownership setting, the willingness to invest and to adopt energy-efficient practices grows considerably. Consumer-sellers demonstrate the highest willingness to invest and adapt energy conscious behaviour. Furthermore, regarding heating in particular, self-consumers are also inclined to invest and engage in energy-savings behaviour. Full article
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24 pages, 2163 KiB  
Article
Bi-Level Interactive Optimization of Distribution Network–Agricultural Park with Distributed Generation Support
by Ke Xu, Chang Liu, Shijun Chen, Weiting Xu, Chuan Yuan, Dengli Jiang, Peilin Li and Youbo Liu
Sustainability 2025, 17(11), 5228; https://doi.org/10.3390/su17115228 - 5 Jun 2025
Viewed by 718
Abstract
The large-scale integration of renewable energy and the use of high-energy-consuming equipment in agricultural parks have a great influence on the security of rural distribution networks. To ensure reliable power delivery for residential and agricultural activities and sustainable management of distributed energy resources, [...] Read more.
The large-scale integration of renewable energy and the use of high-energy-consuming equipment in agricultural parks have a great influence on the security of rural distribution networks. To ensure reliable power delivery for residential and agricultural activities and sustainable management of distributed energy resources, this paper develops a distributed generation-supported interactive optimization framework coordinating distribution networks and agricultural parks. Specifically, a wind–photovoltaic scenario generation method based on Copula functions is first proposed to characterize the uncertainties of renewable generation. Based on the generated scenario, a bi-level interactive optimization framework consisting of a distribution network and agricultural park is constructed. At the upper level, the distribution network operators ensure the security of the distribution network by reconfiguration, coordinated distributed resource dispatch, and dynamic price compensation mechanisms to guide the agricultural park’s electricity consumption strategy. At the lower level, the agricultural park users maximize their economic benefits by adjusting controllable loads in response to price compensation incentives. Additionally, an improved particle swarm optimization combined with a Gurobi solver is proposed to obtain equilibrium by iterative solving. The simulation analysis demonstrates that the proposed method can reduce the operation costs of the distribution network and improve the satisfaction of users in agricultural parks. Full article
(This article belongs to the Special Issue Sustainable Management for Distributed Energy Resources)
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23 pages, 4398 KiB  
Article
Modelling of Energy Management Strategies in a PV-Based Renewable Energy Community with Electric Vehicles
by Shoaib Ahmed, Amjad Ali, Sikandar Abdul Qadir, Domenico Ramunno and Antonio D’Angola
World Electr. Veh. J. 2025, 16(6), 302; https://doi.org/10.3390/wevj16060302 - 29 May 2025
Viewed by 547
Abstract
The Renewable Energy Community (REC) has emerged in Europe, encouraging the use of renewable energy sources (RESs) within localities, bringing social, economic, and environmental benefits. RESs are characterized by various loads, including household consumption, storage systems, and the increasing integration of electric vehicles [...] Read more.
The Renewable Energy Community (REC) has emerged in Europe, encouraging the use of renewable energy sources (RESs) within localities, bringing social, economic, and environmental benefits. RESs are characterized by various loads, including household consumption, storage systems, and the increasing integration of electric vehicles (EVs). EVs offer opportunities for distributed RESs, such as photovoltaic (PV) systems, which can be economically advantageous for RECs whose members own EVs and charge them within the community. This article focuses on the integration of PV systems and the management of energy loads for different participants—consumers and prosumers—along with a small EV charging setup in the REC. A REC consisting of a multi-unit building is examined through a mathematical and numerical model. In the model, hourly PV generation data are obtained from the PVGIS tool, while residential load data are modeled by converting monthly electricity bills, including peak and off-peak details, into hourly profiles. Finally, EV hourly load data are obtained after converting the data of voltage and current data from the charging monitoring portal into power profiles. These data are then used in our mathematical model to evaluate energy fluxes and to calculate self-consumed, exported, and shared energy within the REC based on energy balance criteria. In the model, an energy management system (EMS) is included within the REC to analyze EV charging behavior and optimize it in order to increase self-consumption and shared energy. Following the EMS, it is also suggested that the number of EVs to be charged should be evaluated in light of energy-sharing incentives. Numerical results have been reported for different seasons, showing the possibility for the owners of EVs to charge their vehicles within the community to optimize self-consumption and shared energy. Full article
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16 pages, 4413 KiB  
Article
Autonomous Control of Electric Vehicles Using Voltage Droop
by Hanchi Zhang, Rakesh Sinha, Hessam Golmohamadi, Sanjay K. Chaudhary and Birgitte Bak-Jensen
Energies 2025, 18(11), 2824; https://doi.org/10.3390/en18112824 - 29 May 2025
Viewed by 384
Abstract
The surge in electric vehicles (EVs) in Denmark challenges the country’s residential low-voltage (LV) distribution system. In particular, it increases the demand for home EV charging significantly and possibly overloads the LV grid. This study analyzes the impact of EV charging integration on [...] Read more.
The surge in electric vehicles (EVs) in Denmark challenges the country’s residential low-voltage (LV) distribution system. In particular, it increases the demand for home EV charging significantly and possibly overloads the LV grid. This study analyzes the impact of EV charging integration on Denmark’s residential distribution networks. A residential grid comprising 67 households powered by a 630 kVA transformer is studied using DiGSILENT PowerFactory. With the assumption of simultaneous charging of all EVs, the transformer can be heavily loaded up to 147.2%. Thus, a voltage-droop based autonomous control approach is adopted, where the EV charging power is dynamically adjusted based on the point-of-connection voltage of each charger instead of the fixed rated power. This strategy eliminates overloading of the transformers and cables, ensuring they operate within a pre-set limit of 80%. Voltage drops are mitigated within the acceptable safety range of ±10% from normal voltage. These results highlight the effectiveness of the droop control strategy in managing EV charging power. Finally, it exemplifies the benefits of intelligent EV charging systems in Horizon 2020 EU Projects like SERENE and SUSTENANCE. The findings underscore the necessity to integrate smart control mechanisms, consider reinforcing grids, and promote active consumer participation to meet the rising demand for a low-carbon future. Full article
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14 pages, 516 KiB  
Article
Understanding Reference-Dependent Behaviors in Determining Electricity Consumption of Korean Households: Empirical Evidence and Policy Implications
by Jiyong Park and Sunghee Choi
Energies 2025, 18(11), 2686; https://doi.org/10.3390/en18112686 - 22 May 2025
Viewed by 317
Abstract
This paper examines whether reference-dependent preferences play a role in determining household electricity consumption in the Korean context. To do so, we first establish six variables of reference costs based on monthly electricity billing information of the 1040 Korean household survey dataset and [...] Read more.
This paper examines whether reference-dependent preferences play a role in determining household electricity consumption in the Korean context. To do so, we first establish six variables of reference costs based on monthly electricity billing information of the 1040 Korean household survey dataset and then test whether these reference costs affect the electricity consumption in the subsequent months using a probit regression analysis. The empirical results show that the residential electricity consumption for the current month is determined by the reference cost in comparison to the actual costs of the previous months. The significant role of reference costs in determining electricity consumption implies that the behaviors of the Korean residential electricity consumers can be explained by the prospect theory. Furthermore, as a policy implication, these results suggest non-price interventions for residential electricity conservation in Korea. Full article
(This article belongs to the Special Issue New Challenges in Economic Development and Energy Policy)
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27 pages, 22320 KiB  
Article
A Real-World Case Study Towards Net Zero: EV Charger and Heat Pump Integration in End-User Residential Distribution Networks
by Thet Paing Tun, Oguzhan Ceylan and Ioana Pisica
Energies 2025, 18(10), 2510; https://doi.org/10.3390/en18102510 - 13 May 2025
Viewed by 460
Abstract
The electrification of energy systems is essential for carbon reduction and sustainable energy goals. However, current network asset ratings and the poor thermal efficiency of older buildings pose significant challenges. This study evaluates the impact of heat pump and electric vehicle (EV) penetration [...] Read more.
The electrification of energy systems is essential for carbon reduction and sustainable energy goals. However, current network asset ratings and the poor thermal efficiency of older buildings pose significant challenges. This study evaluates the impact of heat pump and electric vehicle (EV) penetration on a UK residential distribution network, considering the highest coincident electricity demand and worst weather conditions recorded over the past decade. The power flow calculation, based on Python, is performed using the pandapower library, leveraging the actual distribution network structure of the Hillingdon area by incorporating recent smart meter data from a distribution system operator alongside historical weather data from the past decade. Based on the outcome of power flow calculation, the transformer loadings and voltage levels were assessed for existing and projected heat pump and EV adoption rates, in line with national policy targets. Findings highlight that varied consumer density and diverse usage patterns significantly influence upgrade requirements. Full article
(This article belongs to the Special Issue The Networked Control and Optimization of the Smart Grid)
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9 pages, 4140 KiB  
Proceeding Paper
Experiment and Simulation-Based Study of Energy Efficiency of Green Façade Retrofit of Existing Buildings in Rural Northern China
by Sun Qi, Nangkula Utaberta and Allen Lau Khin Kiet
Eng. Proc. 2025, 84(1), 93; https://doi.org/10.3390/engproc2025084093 - 6 May 2025
Viewed by 448
Abstract
As China’s urbanisation continues, the building area is expanding, of which the occupancy of rural residential buildings is also very large. However, most rural dwellings lack insulating structures and have poor thermal performance. This paper verifies and analyses the energy-saving potential of green [...] Read more.
As China’s urbanisation continues, the building area is expanding, of which the occupancy of rural residential buildings is also very large. However, most rural dwellings lack insulating structures and have poor thermal performance. This paper verifies and analyses the energy-saving potential of green façades for rural houses in northern China through comparative experiments as well as software simulations. The experiments were conducted from July to August 2024 to verify the reliability of the software simulations. And the simulation was carried out on an existing house in rural northern China. The experimental results show that the reference room consumes 1.84 times more electricity than the vertical greenery room, and the vertical greenery achieves a good energy saving of 45.75%. According to the simulated data, the building energy efficiency of rural houses in northern China after green façade retrofitting is obvious, the energy-saving rate reaches 14.94%, and 713.32 KWh of electricity can be saved in the whole cooling period. Full article
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35 pages, 411 KiB  
Article
Model Predictive Control of Electric Water Heaters in Individual Dwellings Equipped with Grid-Connected Photovoltaic Systems
by Oumaima Laguili, Julien Eynard, Marion Podesta and Stéphane Grieu
Solar 2025, 5(2), 15; https://doi.org/10.3390/solar5020015 - 25 Apr 2025
Viewed by 481
Abstract
The residential sector is energy-consuming and one of the biggest contributors to climate change. In France, the adoption of photovoltaics (PV) in that sector is accelerating, which contributes to both increasing energy efficiency and reducing greenhouse gas (GHG) emissions, even though the technology [...] Read more.
The residential sector is energy-consuming and one of the biggest contributors to climate change. In France, the adoption of photovoltaics (PV) in that sector is accelerating, which contributes to both increasing energy efficiency and reducing greenhouse gas (GHG) emissions, even though the technology faces several issues. One issue that slows down the adoption of the technology is the “duck curve” effect, which is defined as the daily variation of net load derived from a mismatch between power consumption and PV power generation periods. As a possible solution for addressing this issue, electric water heaters (EWHs) can be used in residential building as a means of storing the PV power generation surplus in the form of heat in a context where users’ comfort—the availability of domestic hot water (DHW)—has to be guaranteed. Thus, the present work deals with developing model-based predictive control (MPC) strategies—nonlinear/linear MPC (MPC/LMPC) strategies are proposed—to the management of EWHs in individual dwellings equipped with grid-connected PV systems. The aim behind developing such strategies is to improve both the PV power generation self-consumption rate and the economic gain, in comparison with rule-based (RB) control strategies. Inasmuch as DHW and power demand profiles are needed, data were collected from a panel of users, allowing the development of profiles based on a quantile regression (QR) approach. The simulation results (over 6 days) highlight that the MPC/LMPC strategies outperform the RB strategies, while guaranteeing users’ comfort (i.e., the availability of DHW). The MPC/LMPC strategies allow for a significant increase in both the economic gain (up to 2.70 EUR) and the PV power generation self-consumption rate (up to 14.30%ps), which in turn allows the CO2 emissions to be reduced (up to 3.92 kg CO2.eq). In addition, these results clearly demonstrate the benefits of using EWHs to store the PV power generation surplus, in the context of producing DHW in residential buildings. Full article
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20 pages, 5233 KiB  
Article
Improvement of Self-Consumption Rates by Cogeneration and PV Production for Renewable Energy Communities
by Samuele Branchetti, Carlo Petrovich, Nicola Gessa and Gianluca D’Agosta
Electronics 2025, 14(9), 1755; https://doi.org/10.3390/electronics14091755 - 25 Apr 2025
Cited by 1 | Viewed by 847
Abstract
The goal of decarbonization has driven the adoption of several intervention strategies across Europe, including the promotion of Renewable Energy Communities (RECs). This study analyses an electric REC in Italy to explore the performance of different potential energy mixes combining a biogas-based cogeneration [...] Read more.
The goal of decarbonization has driven the adoption of several intervention strategies across Europe, including the promotion of Renewable Energy Communities (RECs). This study analyses an electric REC in Italy to explore the performance of different potential energy mixes combining a biogas-based cogeneration (CHP) system and photovoltaic (PV) plants. The analysis is based on a real REC composed of 53 members (mainly companies) with a Self-Sufficiency Rate (SSR) of 92% and a Self-Consumption Rate (SCR) of 60%. Adding 550 residential consumers (apartments) to the REC, the total production matches total consumption, and both SSR and SCR converge to 84%. Compared to RECs that rely solely on PV systems, this case study shows that biogas integration leads to an increase of around 40 percentage points in both SSR and SCR—equivalent to an average gain of 0.4 to 0.6 percentage points for each percentage point increase in the CHP share of the CHP-PV production mix. The analysis quantifies how SSR and SCR vary not only with different biogas/PV production ratios but, more importantly, with variations in the total annual production-to-consumption ratio of the RECs. These results can guide the design of RECs tailored to the specific characteristics of local contexts. Full article
(This article belongs to the Special Issue Smart Energy Communities: State of the Art and Future Developments)
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19 pages, 5281 KiB  
Article
Bidirectional Energy Transfer Between Electric Vehicle, Home, and Critical Load
by Ștefan-Andrei Lupu and Dan Floricău
Energies 2025, 18(9), 2167; https://doi.org/10.3390/en18092167 - 23 Apr 2025
Viewed by 662
Abstract
In the transition to a sustainable energy system, the integration of electric vehicles into residential energy systems is an innovative solution for increasing energy resilience and optimizing electricity consumption. This article presents a bidirectional AC/DC converter capable of charging the electric vehicle battery [...] Read more.
In the transition to a sustainable energy system, the integration of electric vehicles into residential energy systems is an innovative solution for increasing energy resilience and optimizing electricity consumption. This article presents a bidirectional AC/DC converter capable of charging the electric vehicle battery under normal conditions, while providing power to a critical consumer in the event of a power grid outage. The simulations performed show us the functionality of this converter, demonstrating its efficiency in ensuring the continuity of supply. Full article
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23 pages, 5167 KiB  
Article
Optimal and Sustainable Operation of Energy Communities Organized in Interconnected Microgrids
by Epameinondas K. Koumaniotis, Dimitra G. Kyriakou and Fotios D. Kanellos
Energies 2025, 18(8), 2087; https://doi.org/10.3390/en18082087 - 18 Apr 2025
Cited by 1 | Viewed by 526
Abstract
Full dependence on the main electrical grid carries risks, including high electricity costs and increased power losses due to the distance between power plants and consumers. An energy community consists of distributed generation resources and consumers within a localized area, aiming to produce [...] Read more.
Full dependence on the main electrical grid carries risks, including high electricity costs and increased power losses due to the distance between power plants and consumers. An energy community consists of distributed generation resources and consumers within a localized area, aiming to produce electricity economically and sustainably while minimizing long-distance power transfers and promoting renewable energy integration. In this paper, a method for the optimal and sustainable operation of energy communities organized in interconnected microgrids is developed. The microgrids examined in this work consist of residential buildings, plug-in electric vehicles (PEVs), renewable energy sources (RESs), and local generators. The primary objective of this study is to minimize the operational costs of the energy community resulting from the electricity exchange with the main grid and the power production of local generators. To achieve this, microgrids efficiently share electric power, regulate local generator production, and leverage energy storage in PEVs for power management, reducing the need for traditional energy storage installation. Additionally, this work aims to achieve net-zero energy exchange with the main grid, reduce greenhouse gas (GHG) emissions, and decrease power losses in the distribution lines connecting microgrids, while adhering to numerous technical and operational constraints. Detailed simulations were conducted to prove the effectiveness of the proposed approach. Full article
(This article belongs to the Special Issue Advances in Sustainable Power and Energy Systems)
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15 pages, 491 KiB  
Article
Fully Solar Residential Energy Community: A Study on the Feasibility in the Italian Context
by Grazia Barchi, Marco Pierro, Mattia Secchi and David Moser
Energies 2025, 18(8), 1988; https://doi.org/10.3390/en18081988 - 12 Apr 2025
Viewed by 796
Abstract
Expanding the installation and use of renewable energy sources will help Europe reach its energy and climate goals. Additionally, users of small-scale photovoltaic systems will be essential to the energy transition by forming renewable energy communities (RECs). This paper offers a techno-economic analysis [...] Read more.
Expanding the installation and use of renewable energy sources will help Europe reach its energy and climate goals. Additionally, users of small-scale photovoltaic systems will be essential to the energy transition by forming renewable energy communities (RECs). This paper offers a techno-economic analysis of the Italian REC incentive system and a suitable business model to encourage residential photovoltaic and battery installations and lower electricity costs. In this paper, we present a community model that includes a set number of prosumers, a growing number of consumers, and various configurations and management strategies for photovoltaic (PV) and battery systems. Key elements of novelty include (i) the implementation of a fully-solar REC with PV and storage under the Italian incentive scheme, (ii) the introduction a of novel centralized BESS control strategy based on firm generation that maximises energy sharing while minimising its grid impact, (iii) the economic profitability analysis of the PV and storage system for consumers and prosumers when different BESS control strategies are applied. The simulation results show that energy performance increases if a centralized battery management strategy is activated and more consumers join the community. In addition, the proposed business model shows that the best profitability is achieved when there are as many consumers as prosumers. Most importantly, the approach was extended to the extreme case of a “fully solar-powered” community, demonstrating that the REC model is viable even with the current PV and battery costs. Finally, we show that fully solar-powered communities can be easily implemented where homeowners have enough surface for PV installation and purchase a central battery through crowdfunding. Full article
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24 pages, 14915 KiB  
Article
Innovation in Energy Saving: Application for the Optimization of Consumption and the Integration of Photovoltaic Energy
by Celia Tena-Pintado, Vicente A. Román-Galeano, Dorotea Dimitrova-Angelova, Diego Carmona-Fernández and Juan Félix González-González
Appl. Sci. 2025, 15(7), 3493; https://doi.org/10.3390/app15073493 - 22 Mar 2025
Viewed by 528
Abstract
Nowadays, due to the considerable increase in energy demand, the reduction of CO2 emissions, the increase in energy efficiency and the lack of knowledge of the population in the current electricity system, both at residential and industrial levels, the need to implement [...] Read more.
Nowadays, due to the considerable increase in energy demand, the reduction of CO2 emissions, the increase in energy efficiency and the lack of knowledge of the population in the current electricity system, both at residential and industrial levels, the need to implement measures that promote the common benefit of society has arisen. Photovoltaic energy has been gaining importance as a sustainable alternative to traditional energy sources, especially in Spain, where it is one of the most advantageous options thanks to its geographical location. In order to help consumers at household, SME or industrial levels to understand the complex electricity market, a new tool designed to optimize savings is presented. This application analyzes individual consumption patterns in detail and proposes savings strategies based on both tariffs and the implementation of solar photovoltaic installations. By integrating actual consumption data and PV generation estimations, the tool generates different customized scenarios, allowing the user to minimize their costs. The results of this study underline the importance of adopting renewable energy solutions, offering practical ideas for both policy makers and consumers. Full article
(This article belongs to the Section Materials Science and Engineering)
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