Energy StoragePub Date : 2024-09-11DOI: 10.1002/est2.70023
Santosh Kumar Gupta, Devesh Kumar
{"title":"Performance Enhancement of Solar Still Couples With Solar Water Heater by Using Different PCM's and Nanoparticle Combinations","authors":"Santosh Kumar Gupta, Devesh Kumar","doi":"10.1002/est2.70023","DOIUrl":"https://doi.org/10.1002/est2.70023","url":null,"abstract":"<div>\u0000 \u0000 <p>The majority of the water on Earth roughly 97% is contaminated or salty, only 3% is fresh water, and only 1% of pure water is easily available for human use. In rural areas and remote locations suffering from pure drinking water scarcity.Water purification techniques are generally dependent on electricity, which relies on coal and gas plants, these poses a risk to the environment and society. Solar desalination is being recognized as the most practical way to deal with the scarcity of pure drinking water in all aspects of sustainable development. This paper describes the creation of a single slope solar still (SSSS) using opaque and crystal-clear toughened glass with a thickness of 6 mm as a cover and also another setup of a single slope phase change material (PCM)-based solar still (MSSSS). In this paper, a flat plate solar collector coupled with water heater is used to enhance the productivity of still. In this study, an experimental model has been developed to experimentally analyze exercise productivity performance of SSSS and MSSSS of MMIT Kushinagar, India on April 10, 2023 to April 15, 2023. Combination of stearic acid, lauric acid, and paraffin wax combined with CuO (nanoadditive) is used to enhance the solar still productivity. Also, basin temperature for different PCM's such as paraffin wax, lauric acid, and stearic acid are compared. Different combinations of PCM's and nanoadditives are compared to find the better productivity. It is observed that maximum output is obtained at 3:00 p.m. afternoon on experimental setup. Paraffin wax, stearic acid, and lauric acid still increases productivity by 38.8%, 20.3%, and 30.5%, respectively, when compared to simple solar still. On experimentation of various combinations, it is found that the use of PCM paraffin wax and nanoadditives CuO gives 55% better productivity compared to other combinations. This innovative system is suitable and ideal for desalinating water in isolated and rural locations with low traffic and limited demand.</p>\u0000 </div>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142174062","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Energy StoragePub Date : 2024-09-10DOI: 10.1002/est2.70027
Subrat Bhol, Nakul Charan Sahu
{"title":"Optimal Scheduling of Renewable Sources Based Micro Grid With PV and Battery Storage Using Crayfish Optimization Algorithm","authors":"Subrat Bhol, Nakul Charan Sahu","doi":"10.1002/est2.70027","DOIUrl":"https://doi.org/10.1002/est2.70027","url":null,"abstract":"<div>\u0000 \u0000 <p>Environmental concerns and energy security are pressing issues of the 21st century, with a heavy reliance on fossil fuels causing significant environmental pollution and resource depletion. To mitigate these problems, it is crucial to explore and implement alternative clean energy sources. This manuscript proposes a novel crayfish optimization algorithm (COA) for optimal scheduling in a hybrid power system that incorporates various renewable energy sources, like battery energy storage systems (BESS), fuel cells (FC), wind turbines (WT), micro turbines (MT) and photovoltaic (PV) panels. The importance of the work lies in its ability to optimize the entire operating costs of a grid-connected microgrid while improving the accuracy and efficiency of energy management. The COA method addresses economic dispatch problems and manages energy within the grid-connected microgrid, accounting for high levels of uncertainty. The proposed approach, tested using MATLAB Simulink, achieved a cost value of 252, outperforming existing methods such as GTO, PSO, SSA, and ALO. This illustrates the potential of the proposed technique to provide more cost-effective and efficient energy management solutions in hybrid power systems.</p>\u0000 </div>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142165684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Energy StoragePub Date : 2024-09-08DOI: 10.1002/est2.70038
Mohammed A. Basim, Omar Rafae Alomar
{"title":"Impacts of Adding Porous Media and Phase Change Material on Performance of Solar Water Distiller System Under Iraq Climatic Condition: An Experimental Study","authors":"Mohammed A. Basim, Omar Rafae Alomar","doi":"10.1002/est2.70038","DOIUrl":"https://doi.org/10.1002/est2.70038","url":null,"abstract":"<div>\u0000 \u0000 <p>This current investigation involves an experimental inspection of adding porous medium and phase change material (PCM) above the absorber surface to enhance the performance of a single slope and single basin solar water distiller system. To demonstrate the effectiveness of adding porous medium and PCM, the performance of the modified system and conventional system is compared under similar operating conditions. The system that uses porous medium and PCM is called MSS-FPP, whereas the conventional system is called MSS-F. Rectangular fins are fixed above the absorber plate for both models. For MSS-FPP model, three different types of porous medium (stones, nuts, and black glass balls) are used in addition to paraffin wax filled inside circular tubes as a PCM. The data are collected in November and December 2023 in Mosul City, Iraq. The experiments are carried out under different water depths. The findings confirm that the performance of MSS-FPP model is better than MSS-F model by 41.32% (for water depth 3 cm) and 30.61% (for water depth 5 cm). The results also indicated that the water productivity of MSS-FPP model is higher than MSS-F model by 41.67% (for water depth 3 cm) and 30.65% (for water depth 5 cm). For MSS-FPP model, the maximum water productivity and efficiency are obtained when using black glass balls as compared to nuts and stones types, where the highest water temperature and water productivity values are found equal 54°C and 1.01 kg/m<sup><b>2</b></sup> for water depth 3 cm. The enhancement in the performance of modified solar water distiller system (MSS-FPP) shows that using a porous medium and PCM has considerable impacts on the evaporation rate, heat exchange, and rate of heat transfer.</p>\u0000 </div>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142158544","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Low-Temperature Annealed Fe-Doped ZnO on Bamboo-Derived Porous Carbon: High-Performance Ternary Nanocomposite for Asymmetric Supercapacitors With Superior Capacitance and Stability","authors":"Sivagaami Sundari Gunasekaran, Sujin P. Jose, Kumar Vediappan, Changwoo Lee, Raghu Subashchandrabose","doi":"10.1002/est2.70037","DOIUrl":"https://doi.org/10.1002/est2.70037","url":null,"abstract":"<div>\u0000 \u0000 <p>In this study, we present a strategy of synergistic lowest-temperature annealing, and solvent-casting to synthesize Fe-doped ZnO anchored porous activated carbon-based ternary nanocomposite for asymmetric supercapacitor applications with an extended potential window of 1.2 V. The prepared nanocomposite shows a “stacked-table” like morphology with pores in the surface and walls of the carbon matrix. The incorporation of Fe-doped ZnO onto the carbon skeleton improves the conductivity by controlling morphology and specific capacitances through fast electron transfer property. The prepared nanocomposite delivers a specific capacitance of ~930 Fg<sup>−1</sup> at 1 Ag<sup>−1</sup>. The fabricated ASC device delivers the specific capacitance of ~480 Fg<sup>−1</sup>, energy and power density of ~266.6 Whkg<sup>−1</sup> and ~1998.5 Wkg<sup>−1</sup> at a current of 1 and 10 Ag<sup>−1</sup> respectively, respectively maintaining its remarkable capacitance of about 98.5% across 10 000 cycles. This superior performance can be attributed to the significant contact between the positive/negative electrode and the electrolyte which reduces the pathway of the diffused ions and enhances the conductivity of the porous carbon material aiding the electrons to travel towards the current collector. The low-temperature annealing and solvent casting strategy pave the way for the use of facile synthesis of Fe-doped ZnO as an efficient material for high-power supercapacitor applications.</p>\u0000 </div>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142152284","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Energy StoragePub Date : 2024-09-05DOI: 10.1002/est2.70024
Nikhil S. Mane, Pradyumna Kodancha, Vadiraj Hemadri, Siddhartha Tripathi
{"title":"Investigation on Cooling Performance of Composite PCM and Graphite Fin for Battery Thermal Management System of Electric Vehicles","authors":"Nikhil S. Mane, Pradyumna Kodancha, Vadiraj Hemadri, Siddhartha Tripathi","doi":"10.1002/est2.70024","DOIUrl":"https://doi.org/10.1002/est2.70024","url":null,"abstract":"<p>Modern electric vehicle (EV) batteries need phase change materials (PCM) that are capable of efficient battery cooling. In this work, a composite PCM is prepared by mixing Fe<sub>3</sub>O<sub>4</sub> nanoparticles (1 wt.%) in paraffin, and the effects of these nanoparticles on the enthalpy and melting point of PCM are studied. It is found that the Fe<sub>3</sub>O<sub>4</sub> nanoparticle additives reduce the onset of melting from 61.46°C to 57.03°C. The composite PCM is used for the cooling of a battery module of 6 substitute-18 650 batteries, and the cooling performance is experimentally and numerically investigated. The hybrid battery thermal management system (BTMS) utilizing composite paraffin demonstrates a significant reduction of 11.2°C in lithium-ion battery (LIB) temperature compared with natural convection cooling at a heat generation rate of 2W. The numerical results in this study are in good agreement with the experimental temperature values, with a modest mean absolute error of 1.35°C detected between experimentally obtained and simulated battery temperature values. In order to deal with the low thermal conductivity of liquid PCM after PCM melting, a numerical investigation is conducted to study the effect of a graphite fin on the battery temperature. The use of a fin in hybrid BTMS considerably reduces the temperature of LIBs and temperature difference in the module. The numerical simulations capture the behavior of the phase change phenomenon, showing the evolution of liquid PCM under constant heating. This work presents the dynamic melting patterns of PCM along the length of LIB with and without a fin, which is useful for the effective design of BTMS.</p>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/est2.70024","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142152229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Energy StoragePub Date : 2024-09-04DOI: 10.1002/est2.70026
Osama Khan, Mohd Parvez, Pratibha Kumari, Zeinebou Yahya, Aiyeshah Alhodaib, Ashok Kumar Yadav, Anoop Kumar Shukla
{"title":"Optimization of Thermal Performance in Lauric Acid-Based Phase Change Materials Using a Priority Clustering Approach","authors":"Osama Khan, Mohd Parvez, Pratibha Kumari, Zeinebou Yahya, Aiyeshah Alhodaib, Ashok Kumar Yadav, Anoop Kumar Shukla","doi":"10.1002/est2.70026","DOIUrl":"https://doi.org/10.1002/est2.70026","url":null,"abstract":"<div>\u0000 \u0000 <p>This study investigates the thermal properties of lauric acid (LA) as a phase change material (PCM) using the <i>K</i>-Means clustering method to analyze the melting characteristics. This study focuses on the optimization of PCMs using a hybrid methodology of analytic hierarchy process (AHP) and <i>K</i>-Means clustering. LA, enhanced with zinc oxide (ZnO) nanoparticles, was evaluated for its thermal performance. LA's suitability as a PCM is evaluated based on initial temperature, heating rate, final temperature, and time to melt. AHP was employed to determine the weightage for three critical outcomes: latent heat, melting point, and thermal conductivity. The weightages assigned were 59%, 31%, and 11%, respectively, reflecting the relative importance of each outcome in assessing the efficiency of LA as a PCM. Furthermore, <i>K</i>-Means clustering was then applied to categorize the data based on these weighted outcomes. AHP was utilized to determine the weightage of input parameters, assigning 27% to initial temperature, 15% to heating rate, and 22% to final temperature, underscoring their significance in the analysis. The optimal input conditions identified were an initial temperature of 24.8°C, a ieating rate of 5.6°C/min, a final temperature of 81.4°C, and a time to melt of 10.6 min. These conditions resulted in optimal outcomes of 208 J/g for latent heat, a melting point of 80.9°C, and a thermal conductivity of 0.21 W/m·K. This hybrid approach provides a robust framework for optimizing PCM performance, facilitating enhanced thermal energy storage and release in practical applications.</p>\u0000 </div>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142137685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Energy StoragePub Date : 2024-09-02DOI: 10.1002/est2.70022
Malik Shahzaib, Abdul Moeez, Abdul Ghafoor Memon, Laveet Kumar
{"title":"Parametric Based Techno-Economic Evaluation for a Solar Thermal-PV Integrated Multi-Commodity Storage Facility","authors":"Malik Shahzaib, Abdul Moeez, Abdul Ghafoor Memon, Laveet Kumar","doi":"10.1002/est2.70022","DOIUrl":"https://doi.org/10.1002/est2.70022","url":null,"abstract":"<p>Postharvest losses and spoilage of agricultural products are a major problem for tropical countries, and it is even more challenging for countries encountering fluctuating power shortages, such as Pakistan. Therefore, this study focused on the energy and economic analysis of cold storage to store three products (potatoes, pomegranates, and potatoes) according to the season and storage span throughout the year. The cooling load of the cold store was supported by a LiBr-H<sub>2</sub>O vapor absorption and vapor compression refrigeration system to maintain the desired temperature for each product during cold storage. A solar thermal PV system is installed to operate cold storage refrigeration systems. Cold storage performance was analyzed by developing thermal models of integrated systems using the ambient conditions of Lahore, Pakistan. A parametric study was also conducted to analyze the impact of various working parameters on integrated system performance, and it was found that the maximum peak cooling load of 91 kW inside cold storage is attributed to pomegranates owing to high ambient conditions during its loading month. The product loading rate significantly affects the cooling load of cold storage and varies directly with it, as observed for an increase in the product loading rate from 0 to 50 000 kg/day cooling load also increases from 34 to 87 kW. To meet the thermal demand of the generator of the vapor absorption system, parabolic troughs were installed to operate cold storage, and it was found that a minimum of four PTC were needed to support the peak cooling load at the maximum product loading rate and minimum DNI value. To meet the electrical demand of cold storage electrical equipment and the compressor of the vapor compression system, solar photovoltaic panels were installed, and it was found that a minimum of 618 panels was required at a minimum tilted radiation value. To validate the viability of proposed design system economic analysis was also conducted which revealed a payback period of 12 years for Kinnow and potatoes and 16 years for pomegranates.</p>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/est2.70022","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142137754","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Energy StoragePub Date : 2024-09-02DOI: 10.1002/est2.70018
Sunny P. Patel, Manish K. Rathod
{"title":"Improving Wastewater Heat Recovery Using Phase Change Material Heat Exchangers: A Numerical Study of Thermal Performance","authors":"Sunny P. Patel, Manish K. Rathod","doi":"10.1002/est2.70018","DOIUrl":"https://doi.org/10.1002/est2.70018","url":null,"abstract":"<div>\u0000 \u0000 <p>Industrial processes often generate substantial amounts of wastewater with significant thermal energy content, which is typically discarded as waste. A promising approach to increase energy efficiency and advance sustainable resource management is waste water heat recovery. Utilizing a phase change material (PCM) to extract waste heat from wastewater and transfer it to cold water is an innovative method that separates the demand and supply of heat, while also integrating storage and transmission within a single heat exchanger (HE). A 3D numerical model of PCM-based HE is developed and simulated. The thermal behavior of PCM and preheating of cold water are investigated in this study. In order to increase the thermal conductivity of the PCM, fins are strategically positioned. Around 71.13% of melting time is reduced by adding fins. Further, the 10° orientation of the fins is also numerically observed and it is found that it helps to improve natural circulation of molten PCM. Thus, melting time is reduced by 34% compared to the vertical fin. A 3.5°C–4.5°C temperature rise in cold water is obtained with the inclined fin, which is 14.28% higher than the vertical fin model.</p>\u0000 </div>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142137752","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Energy StoragePub Date : 2024-09-02DOI: 10.1002/est2.70015
Huanting Luo, Wenjing Du, Zhan Wang
{"title":"A Study of Asymmetric Hyperbolic Heat Storage Unit","authors":"Huanting Luo, Wenjing Du, Zhan Wang","doi":"10.1002/est2.70015","DOIUrl":"https://doi.org/10.1002/est2.70015","url":null,"abstract":"<div>\u0000 \u0000 <p>Due to the advantages of high energy density and constant temperature, phase change energy storage technology has attracted much attention in energy saving and efficient utilization of energy. In this paper, Fluent software is used to simulate and analyze the heat storage characteristics of six new thermal storage units: corrugated tube, hyperbolic-shape, non-hyperbolic-shape, symmetric frustum-shape, non-frustum-shape, and bow-shape. The results show that the melting rate of the non-hyperbolic-shape phase change unit is significantly higher than that of the circular tube, the heat storage time is shortened by 22.52%, and <i>Ra*</i> reaches 0.0086. Second, the effects of the radius difference (<i>δ</i>) between the inlet and outlet of the non-hyperbolic-shape phase change unit and the asymmetric position (<i>s</i>) on the heat storage process are studied. The results show that when <i>δ</i> increases from 2 to 10 mm, the melting time of phase change material (PCM) is shortened by 22.89%, that is, the average heat transfer rate between PCM and heat transfer fluid increases with the increase of <i>δ</i>. On the other hand, the average heat storage rate of the heat storage unit decreases first and then increases with the increase of <i>s</i>. When <i>δ</i> = 10 mm, <i>s</i> = 35 mm is the best working condition, the average heat storage rate of the non-hyperbolic-shape thermal storage unit reaches 34.3 J/s. This study can provide new ideas and references for the optimization design of latent heat storage units and the progress of experiments.</p>\u0000 </div>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142137779","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Energy StoragePub Date : 2024-09-02DOI: 10.1002/est2.70035
Muhammad Shehram, Muhammad Najwan Hamidi, Aeizaal Azman Abdul Wahab, Mohd Khairunaz Mat Desa
{"title":"Integrated Supervisory Control and Data Acquisition System for Optimized Energy Management: Leveraging Photovoltaic and Phase Change Material Thermal Storage","authors":"Muhammad Shehram, Muhammad Najwan Hamidi, Aeizaal Azman Abdul Wahab, Mohd Khairunaz Mat Desa","doi":"10.1002/est2.70035","DOIUrl":"https://doi.org/10.1002/est2.70035","url":null,"abstract":"<div>\u0000 \u0000 <p>Reliable energy sources are crucial for both economic growth and quality of life. In developing countries, where expensive fuels are often the primary energy source, governments are exploring innovative solutions like small-scale, IoT-based projects to achieve energy independence in buildings. This research investigates the integration of renewable energy technologies, statistical modeling, cloud computing, and IoT to develop a self-managing energy system for buildings. The system prioritizes renewable sources, specifically monocrystalline solar cells with 20% efficiency for photovoltaic (PV) energy and flat plate collectors with 90% efficiency and minimal energy loss for thermal energy. Thermal energy is stored in paraffin wax, chosen for its high storage efficiency and thermal properties. The system also utilizes an absorption chiller with a high coefficient of performance (COP) to provide cooling using solar thermal energy. The building's energy loads are categorized as A, B, C, and D, each utilizing both PV and thermal energy. A SCADA system oversees the operation, monitoring the on–off status of these loads. The system is designed for continuous operation, with simulations conducted using Anaconda Jupyter Notebook and Python. This model aims to offer a sustainable and efficient energy solution for buildings, meeting energy demands while optimizing energy use.</p>\u0000 </div>","PeriodicalId":11765,"journal":{"name":"Energy Storage","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142137784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}