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Power Engineering and Engineering Thermophysics
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Power Engineering and Engineering Thermophysics (PEET)
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ISSN (print): 2957-9627
ISSN (online): 2957-9635
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2024: Vol. 3
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Power Engineering and Engineering Thermophysics (PEET) is a distinct journal dedicated to the advanced areas of power engineering and engineering thermophysics. It uniquely bridges the gap between theoretical research and practical applications in these fields, with a focus on energy conversion, thermal system optimization, and sustainable energy technologies. PEET is an invaluable resource for professionals and researchers, providing in-depth insights into the latest developments and innovations in power engineering solutions and thermophysical principles. The journal's specialized coverage offers a blend of topics ranging from renewable energy technologies to the efficiency of thermal systems, setting it apart from other engineering publications. Published quarterly by Acadlore, the journal typically releases its four issues in March, June, September, and December each year.

  • Professional Service - Every article submitted undergoes an intensive yet swift peer review and editing process, adhering to the highest publication standards.

  • Prompt Publication - Thanks to our proficiency in orchestrating the peer-review, editing, and production processes, all accepted articles see rapid publication.

  • Open Access - Every published article is instantly accessible to a global readership, allowing for uninhibited sharing across various platforms at any time.

Editor(s)-in-chief(2)
oronzio manca
Università degli Studi della Campania Luigi Vanvitelli, Italy
oronzio.manca@unicampania.it | website
Research interests: Heat Transfer; Thermal Sciences and Applied Thermodynamics
luca piancastelli
University of Bologna, Italy
luca.piancastelli@unibo.it | website
Research interests: Both Land and Air Vehicles; Energy Generation Systems from Renewable Sources; Advanced Vehicle Interfaces; Autonomous Driving System; Restoration of Monuments Using Additive Technologies, etc

Aims & Scope

Aims

Power Engineering and Engineering Thermophysics (PEET) is a dynamic, international open-access journal dedicated to disseminating cutting-edge research in power engineering and engineering thermophysics, including related areas. PEET's mission is to promote a multidisciplinary approach to research in engineering thermophysics, thermal engineering, power machinery, fluid machinery, and chemical process machinery, emphasizing the latest advances in these rapidly evolving fields. The journal invites diverse submissions, from in-depth reviews and research papers to concise communications and Special Issues on specific topics. PEET encourages contributions that not only delve into fundamental studies but also explore the application of these principles in related disciplines.

PEET aims to foster a detailed and expansive dialogue in scientific research, with no restrictions on paper length, allowing for full and reproducible documentation of results. Distinctive features of PEET include:

  • Every publication benefits from prominent indexing, ensuring widespread recognition.

  • A distinguished editorial team upholds unparalleled quality and broad appeal.

  • Seamless online discoverability of each article maximizes its global reach.

  • An author-centric and transparent publication process enhances submission experience.

Scope

The scope of PEET is comprehensive and detailed, addressing a wide array of specialized topics within the field:

  • Co-generation Systems: In-depth exploration of systems that simultaneously generate electricity and useful heat, focusing on efficiency, design, and technological advancements.

  • Building Energy Efficiency: Detailed studies on methods and technologies to reduce energy consumption in buildings, including passive and active strategies, energy management systems, and sustainable building materials.

  • Chemical Process Machinery: Analysis of the machinery used in chemical processes, focusing on design improvements, efficiency enhancements, and safety considerations.

  • Biomass Gasification Power Generation: Examination of biomass as a sustainable source for power generation, including process optimization, gasification technologies, and environmental impact assessments.

  • Heat Transfer in Cryogenic Systems: Studies on the heat transfer mechanisms in systems operating at extremely low temperatures, with applications in space technology, superconductivity, and liquefied natural gas.

  • Combustion Thermophysics of Coal: Research on the combustion properties of coal, including flame dynamics, emission control, and efficiency optimization.

  • Energy Utilization in Refrigeration and Air Conditioning: Investigations into the efficiency and environmental impact of refrigeration and air conditioning systems, including alternative refrigerants and advanced cooling technologies.

  • Photocatalytic Hydrogen Production: Exploration of hydrogen production methods using photocatalysis, focusing on catalyst development, reaction mechanisms, and system design.

  • Nano/Microsystem Temperature Delivery: Study of temperature control and management in nano and microsystems, relevant in semiconductor manufacturing, microfluidics, and nanotechnology.

  • Thermal Engineering: Broad research into thermal processes in engineering, including heat exchangers, thermal insulation, and system design for industrial applications.

  • Thermodynamic Cycle Theory and System Simulation: Advanced theoretical analysis and computer simulations of thermodynamic cycles, with applications in power plants, refrigeration cycles, and heat pumps.

  • Thermofluid Mechanics and Turbomachinery: Investigations into the fluid mechanics and dynamics in turbomachinery, including turbines, compressors, and pumps, focusing on performance optimization and design innovations.

  • Power Machinery and Engineering: Research on machinery used in power generation, transmission, and distribution, with a focus on technological advancements, reliability, and sustainable practices.

  • Fluid Machinery and Engineering: Studies on the design, operation, and optimization of fluid machinery, including hydraulic systems, fluid dynamics, and flow control technologies.

  • Engineering Thermophysics: Exploration of the physical principles in engineering processes, focusing on energy transfer, thermodynamic properties, and material behaviors at various temperatures.

  • Solar Energy Utilization: Innovative research on capturing and utilizing solar energy, including photovoltaic systems, solar thermal technologies, and solar power plant efficiency.

  • Oil Alternatives: Investigation of alternative energy sources to oil, including biofuels, hydrogen energy, and synthetic fuels, focusing on sustainability and environmental impact.

  • Fuel Cells: Advanced research in the development and application of fuel cell technologies, including materials, design, and system integration for various applications.

  • New Energy Vehicles: Exploration of electric, hybrid, and alternative fuel vehicles, focusing on energy systems, battery technologies, and infrastructure development.

  • Electric Vehicle Multi-Energy Power Control Systems: Study of control systems in electric vehicles for managing multiple energy sources, focusing on efficiency, integration, and smart grid compatibility.

  • Internal Combustion Engine Combustion and Emission Control: Innovations in internal combustion engines, addressing combustion efficiency, emission reduction technologies, and alternative fuels.

  • Automotive Powertrain and Control: Research on automotive powertrain systems, including advancements in transmission systems, drivetrain technologies, and vehicle dynamics control.

Articles
Recent Articles
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Open Access
Research article
Diffusion Characteristics of Combustible Gas Leaks in the FPSO Upper Module
longting wang ,
yaonan wu ,
zhen long ,
zimo liu ,
zhihui liu ,
zhang shi ,
yanqun yu
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Available online: 09-19-2024

Abstract

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To investigate the variation in the diffusion patterns of natural gas leaks in the Floating Production Storage and Offloading (FPSO) system, with the aim of formulating appropriate emergency response strategies and minimizing accident losses, a study was conducted on the gas leak issues of oil and gas processing equipment in the FPSO upper module. A consequence prediction and assessment model was established based on Computational Fluid Dynamics (CFD) methods. Sixteen working conditions and one control working condition were developed to simulate the diffusion characteristics of combustible gas leaks. The simulations provided insights into the gas leakage patterns under different conditions and identified the most hazardous scenario for gas leaks in the FPSO upper module. The results indicate that the density and shape of the equipment within the upper module significantly influence the diffusion outcome. After a leak, high concentrations of combustible gas were observed near the crude oil heat exchanger skid in Industrial Zone II. The effects of individual factors on gas diffusion were significant, and the interactions among multiple factors were complex. Wind speed had a more pronounced effect on longitudinal gas diffusion compared to wind direction and leak aperture, while wind direction significantly influenced lateral gas diffusion. The leak aperture, on the other hand, had a more substantial impact on vertical gas diffusion.

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The thermal behavior and fluid dynamics of Nano-Enhanced Phase Change Materials (NEPCM) in enclosed systems have been investigated using numerical simulations, focusing on the effects of time-varying temperature profiles and nanoparticle concentration. The analysis reveals that the inclusion of nanoparticles significantly enhances the fluid flow velocity and streamlining within the enclosure, particularly for aluminium oxide (Al2O3), copper oxide (CuO), and zinc oxide (ZnO) nanoparticles. The results indicate that an increase in nanoparticle concentration leads to an acceleration in fluid flow and improved heat transfer efficiency, with distinct phase change dynamics observed across different concentrations. The study demonstrates that nanomaterials hold substantial potential for enhancing the thermal performance of NEPCM systems. These enhancements can contribute to greater efficiency in thermal energy storage (TES) and heat transfer processes, particularly in industrial applications requiring energy optimization. The findings align with previous research, emphasizing the positive correlation between nanoparticle concentration and velocity streamlining. This work provides valuable insights for the future exploration of different nanoparticle types and concentrations, paving the way for the development of more efficient NEPCM systems in advanced thermal systems.

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The performance of open-type refrigerated display cabinets has been rigorously examined through the development and application of two comprehensive block schemes, which integrate numerical simulations with experimental research. Central to these schemes is the use of a simplified two-dimensional, time-dependent computational fluid dynamics (CFD) model, designed to evaluate and optimize airflow patterns, thermal behavior, and energy efficiency within the cabinets. The numerical simulations, validated against experimental data, demonstrate that the strategic design and configuration of air curtains and internal components significantly mitigate the impact of ambient air, thereby reducing temperature fluctuations that are critical for maintaining food quality and safety. The application of these block schemes has been shown to enhance energy efficiency and reduce electrical consumption, contributing to operational cost savings. The strong correlation between CFD results and experimental findings underscores the reliability of these models for accurately representing real-world conditions. Future investigations could benefit from exploring additional geometric configurations and incorporating more advanced CFD techniques to further refine the performance of refrigerated display systems. This integrated approach offers a robust framework for improving the operational effectiveness and food preservation capabilities of open-type refrigerated display cabinets.

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The study aimed to compare the effects of thermal stratification ($S$), anisotropic parameters ($k^*$ and $\theta$), and buoyancy force distribution parameter ($m^*$) on natural convection in fluids characterized by high and low Prandtl numbers. The second-order coupled partial differential equations governing the problem were initially converted into ordinary differential equations through the Laplace transform technique. The D'Alembert method was then applied to systematically decouple these equations without altering their original order. Subsequently, the closed-form solutions in the Laplace domain were transformed into their respective time domains using a numerical scheme based on the Riemann sum algorithm. The research established that reverse flow is feasible under certain conditions, occurring more rapidly in fluids with lower Prandtl numbers. Additionally, it was observed that an increase in $k^*$ and $S$ reduces skin friction on the bounding plates, whereas an increase in $\theta$ enhances skin friction on both channel walls.

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The provision of fresh, drinkable water is essential for human survival. Solar stills, devices that utilize solar energy to produce pure water, face the disadvantage of low productivity. This study proposes a novel solar still design aimed at enhancing thermal performance through the incorporation of stepped types and additional modifications, such as the integration of magnets, to further augment thermal efficiency. Experimental evaluations were conducted outdoors under the climatic conditions of Thi-Qar throughout the year 2023. The findings indicate that solar stills with the innovative stepped design achieved a productivity increase of 39.329% and 31.745%, respectively, compared to conventional designs. Furthermore, the inclusion of magnets resulted in an additional enhancement of 136.2% in productivity compared to the same design without magnets. Solar evaporation is highly regarded for passive water desalination due to its abundant resources, high efficiency, and lack of carbon emissions. Recent advancements have seen the development of bio-inspired solar evaporators that efficiently harvest solar energy and convert it into heat. However, challenges persist regarding the relatively low freshwater production rate and harvesting efficiency. Key areas for improvement include the absorption properties of the evaporator material and the evaporation efficiency of saline water. Water evaporation primarily occurs at the top surface of saline water, with the rate significantly influenced by the temperature difference between the evaporating surface and the surrounding atmosphere. To achieve a substantial temperature difference, broad-band solar absorbers with advanced microstructures have been designed to enhance solar absorptance and minimize heat loss via radiation on evaporating surfaces. Despite the development of sophisticated photothermal materials and evaporators, practical solar evaporation under simple fabrication processes remains elusive.

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The increasing shift towards sustainable and net-zero targets has heightened interest in substituting hydrogen for natural gas in gas turbines and combined cycle power plants. This study investigates the compressibility of hydrogen within gas compressors, situated upstream of gas turbines, particularly when blended with various gases. Emphasis was placed on the inherent properties of hydrogen, including its behavior under compression, susceptibility to material embrittlement, and the influence of its gas characteristics on compressor performance. An extensive examination of prevalent compression methods, notably centrifugal compressors, was conducted to evaluate their efficacy in managing hydrogen at varying blend ratios. Issues related to material compatibility and safety were highlighted, alongside the formulation of reliable compression processes crucial for hydrogen-rich gas mixtures. Operational challenges posed by different hydrogen fuel proportions were identified, with proposed solutions including the implementation of precision control systems or the introduction of innovative materials. The study culminates in a discussion on prospective research directions and necessary technologies for effective hydrogen-rich gasification compression technology. The findings offer critical insights for ongoing initiatives aimed at enhancing and promoting hydrogen compression technology, facilitating the integration of hydrogen into existing infrastructures and supporting the sustainable development of the energy sector.

Open Access
Research article
Photovoltaic Solar Energy for Street Lighting: A Case Study at Kuwaiti Roundabout, Gaza Strip, Palestine
hala j. el-khozondar ,
ahmed a. asfour ,
yasser f. nassar ,
saleh w. shaheen ,
mahmoud f. el-zaety ,
rifa j. el-khozondar ,
mohamed m. khaleel ,
abdussalm a. ahmed ,
abdulgader h. alsharif
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Available online: 06-12-2024

Abstract

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As populations expand and cities grow, the horizontal development of sustainable initiatives, coupled with the preservation of natural resources and the shift towards agricultural ventures, has led to an increased necessity for road lighting to mitigate traffic accidents. The burgeoning field of photovoltaic (PV) energy is significantly altering the energy paradigm, gaining prominence within regional energy mixes and power systems. This study presents an examination of various off-grid solar PV system designs for the illumination of the Kuwaiti roundabout, highlighting the distinct differences among these approaches. Through mathematical modeling and subsequent validation via PVsyst software, the focus is placed on sophisticated light emitting diode (LED) street lighting systems featuring automatic controls powered by solar energy. LEDs, acclaimed for their energy efficiency and longevity, are progressively supplanting traditional lighting technologies worldwide. This investigation explores multiple system configurations, transitioning from centralized systems employing sodium flashlights to autonomous systems with LED lamps. Key challenges such as power consumption, spatial limitations, and network load considerations are addressed. Innovative solutions including dual-voltage lamps and charge controllers are introduced, pinpointing optimal design strategies for roadway applications, which have implications for sustainable urban lighting paradigms. Additionally, the proposal of a solar-powered searchlight underscores potential cost-effectiveness, reflecting the continuous evolution of solar lighting technologies. Collectively, the findings underscore the crucial role of comprehensive design considerations in achieving efficient and sustainable lighting solutions within urban settings.

Open Access
Research article
Enhancing Sustainability in Hopedale, Newfoundland and Labrador, Through Hybrid Microgrid System Design
afreen maliat ,
siddhanth kotian ,
samaneh shirinnezhad ,
davoud ghahremanlou
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Available online: 03-30-2024

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An evaluation of renewable energy system (RES) adoption in Hopedale, Newfoundland and Labrador, was conducted with the focus on developing a robust hybrid microgrid system. Situated in a remote area distinguished by its severe weather and rich cultural history, Hopedale primarily relies on diesel generators for energy, presenting unique challenges including high energy costs and significant environmental impacts. The current reliance on three diesel generators for electrical needs underscores the necessity for a shift towards sustainable energy. Hybrid Optimization of Multiple Energy Resources (HOMER) Pro simulations were employed in this study to analyze a proposed system integrating solar and wind power, battery storage, and an additional diesel generator. The system's design aims to reduce dependency on fossil fuels amidst increasing environmental concerns and fossil fuel limitations. The environmental performance and cost-effectiveness of combining solar and wind energy with battery storage and a diesel backup were assessed. The hybrid system's potential to decrease carbon emissions by over 50% compared to the existing diesel-only setup is demonstrated, suggesting a substantial reduction in greenhouse gas emissions. Although the economic Levelized Cost of Energy (LCOE) of \$0.182 per kWh is higher than the traditional diesel cost of $0.16 per kWh, it represents a strategic commitment to environmental sustainability. A Net Present Cost (NPC) of \$14.6 million was predicted for the system, encompassing Capital Expenditure (CAPEX), Operational Expenditure (OPEX), and replacement cost over 25 years. Significant reductions in environmental impact and notable operational savings were anticipated. These findings contribute valuable insights into the benefits of hybrid microgrids for remote communities, offering a model for energy resilience, cost savings, and reduced carbon footprints. Thus, the study adds significant information to the ongoing discourse on sustainable energy solutions for isolated locations.

Open Access
Research article
Enhanced Design of Piston Cooling Nozzles via Computational Fluid Dynamics
xianren zeng ,
jiahui zhang ,
linmei li ,
jiaxiang zuo
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Available online: 03-30-2024

Abstract

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To elucidate the relationship between the flow rate of an engine’s piston cooling nozzle and its internal structure, a structural model of the piston cooling nozzle and a three-dimensional model of the internal flow field were established through an analysis of the nozzle's structural characteristics and operational conditions. Flow field simulations were conducted using Fluent software, yielding velocity and pressure distribution maps as well as flow rate data within the fluid domain of the piston cooling nozzle. Additionally, the variation in flow rate with changes in the nozzle throat length and diameter was investigated. It was found that the flow rate decreases linearly with an increase in nozzle throat length, while it exhibits a nonlinear increase with an increase in throat diameter. Compared to changes in throat length, modifications in throat diameter have a more significant impact on the flow rate of the piston cooling nozzle. An analytical expression for the flow rate as a function of throat diameter was also derived, providing valuable insights and guidance for the engineering design of nozzles.

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In this study, an exact solution is developed to elucidate the effects of radially varying temperature-dependent heat sources/sinks (RVTDHS) and magnetic fields on natural convection flow between two vertically oriented concentric cylinders, where heating is administered through both isoflux (constant heat flux) and isothermal (constant wall temperature) conditions. The energy equation incorporates a temperature-dependent heat source/sink term, postulated to vary inversely with the radial coordinate. Through the application of suitable transformations, exact expressions for temperature distributions and fluid velocities as functions of the radial coordinate, the ratio of radii, the heat source/sink parameter, and the Hartmann number (representing magnetic field strength) are derived. Findings indicate that the presence of a radially varying heat source/sink notably influences temperature distribution, velocity profile, skin friction, and mass flux, with the heat source elevating fluid temperature. Consequently, this adjustment shortens the range over which isothermal heating supersedes isoflux heating. Conversely, in the presence of a heat sink, isothermal heating remains predominant over isoflux heating irrespective of the annular gap's size. These results not only provide deeper insights into the dynamics of magnetohydrodynamics (MHD) free-convection flows in engineering and geophysical applications but also enhance the understanding of how magnetic fields and heat sources/sinks can be strategically manipulated to control such flows.
Open Access
Research article
Progress in High-Entropy Alloy Performance Enhancement
xinsheng wang ,
jifeng luo ,
rongbin ma ,
kai wang
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Available online: 02-04-2024

Abstract

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High-entropy alloy (HEA) is currently regarded as materials with the most superior comprehensive properties, possessing capabilities not found in traditional alloys. This is particularly attributed to the characteristic presence of multiple principal elements, endowing the alloys with exceptional performance across various aspects, thus becoming a focal point of both current and future research endeavors. The performance of HEA is derived from phase transition. This review summarizes the intrinsic phase transition of HEA itself and the enhancement of HEA performance through the addition of particulate phases. Starting from the definition of HEA, the common definitions are introduced, leading to the design principles of HEA and the prediction of solid solution phases. The influence of different elements on the structural changes of HEA solid solution phases is explained through lattice distortion phase transition and segregation phase transition methods. The patterns of phase transition induced by large atomic elements are summarized, and the development process of segregation phase transition by small atomic elements is presented, offering references for future research on HEA. Furthermore, the concept of solubility of elements in HEA is introduced, based on the phase transition caused by large and small atomic elements, providing a more accurate basis for the design and preparation of HEA. The common hard particles used to enhance the performance of HEA are discussed, revealing how direct addition of particles can lead to decomposition and the uncertainty of the effects of elements on HEA performance. The significance of encapsulation techniques in enhancing the performance of high-quality HEA is proposed.

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This study conducts a numerical investigation into the heat transfer enhancement of $\mathrm{Fe}_3 \mathrm{O}_4$-distilled water nanofluid within a magnetically influenced environment. The research is centered on the analysis of the impact of varying magnetic field strengths on the heat transfer characteristics in a controlled tube setting. The tube, possessing an inner diameter of 25.4 mm and a length of 210 mm, serves as the medium for the flow of nanofluid, initially at 300 K. The influence of magnetism on the nanofluid's thermal boundary layer and the formation of fluid vortices is meticulously examined, leveraging the application of magnetic fields ranging from one to three Teslas. In this context, the study observes the behavior of magnetic particles under these fields, revealing their attraction or repulsion, subsequently inducing turbulence and modifying flow patterns. It is noted that increased flow velocities tend to shield the magnetic field's thermal effects. A key focus is placed on the Nusselt number and $\mathrm{Y}^{+}$ as indicators of heat transfer efficiency, both of which demonstrate significant variations with changes in the magnetic field strength and fluid velocity. The Nusselt number, in particular, escalates to a peak value of 128.7 when exposed to a 0.1 m/s flow velocity and a magnetic field of 3 Teslas. The findings suggest an interrelation between increased magnetic field strengths and the entrance of the fluid into a turbulent state, thereby facilitating an efficient temperature transfer to the fluid. Notably, this research sheds light on the prospect of using ferrofluid-based cooling systems in electrical equipment, highlighting the potential of magnetically manipulated nanofluids to enhance heat transfer capabilities. The investigation delineates how the interplay between magnetic fields, fluid velocity, and nanofluid properties can be optimized for improved thermal management in various applications.

Abstract

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In the realm of renewable energy, the optimization of solar water heating (SWH) systems stands paramount for addressing the escalating energy demands. This investigation delves into the pivotal role of design configurations in augmenting the efficiency of SWH systems, with a focus on diverse climatic and locational contexts. Employing the k-omega turbulence model within the ANSYS software framework, a meticulous evaluation of three distinct design configurations, namely, tube-over-plate, tube-under-plate, and tube-in-line-with-plate, is presented. The essence of this study lies not merely in delineating the intrinsic characteristics of these configurations but in a comparative assessment of their efficiencies to ascertain the most efficacious design for superior SWH performance. The adoption of the k-omega turbulence model is instrumental in capturing the intricate fluid dynamics that significantly influence SWH efficiency. The findings reveal that the tube-under-plate configuration exhibits remarkable efficiency, while the tube-in-line-with-plate arrangement demonstrates comparably effective performance. These insights represent a substantial contribution to the advancement of water heating technology, paving the way for more effective and sustainable energy solutions.
Open Access
Research article
Influence of Nanoparticle Concentrations on Heat Transfer in Nano-Enhanced Phase Change Materials
mohammed abdulritha khazaal ,
alireza daneh-dezfuli ,
laith jaafer habeeb
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Available online: 12-23-2023

Abstract

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This investigation examines the effects of varied nanoparticle concentrations, such as zinc oxide (ZnO), copper oxide (CuO), and aluminum oxide (Al2O3), on the mass fraction and melting characteristics within nano-enhanced phase change materials (NEPCMs). Employing numerical simulations via ANSYS-FLUENT, the study explores these dynamics within a square enclosure subjected to distinct thermal gradients. The enclosure, measuring 10cm×10cm, incorporates a heat-supplying wall, partitioned into quarters, each exhibiting a unique temperature gradient. This setup provides a comprehensive understanding of boundary conditions relevant to NEPCM behavior. The focus lies on a comparative analysis of NEPCM’s thermal properties under varying nanoparticle concentrations: 0.1, 0.3, and 0.5 weight percent. A low-temperature wall, lined with paraffin wax and integrated with these nanomaterials, facilitates the assessment of their impact on the phase change materials (PCMs). Remarkably, an inverse relationship is observed between nanoparticle concentration and mass fraction, ranging from 0.86 to 0.08. This finding underscores the significant role of nanoparticle integration in modulating NEPCM properties. Among the nanoparticles studied, CuO emerges as the most efficacious in enhancing melting due to its low density and high thermal conductivity. The temperature distribution profile within the paraffin wax shifts from a dispersed state to a more uniform and curved pattern upon nanoparticle incorporation. Such a transformation indicates an improved thermal response of the NEPCM system. The implications of this study are manifold, extending to the design and optimization of thermal energy storage systems. These insights are particularly valuable for applications in energy conservation within buildings, solar energy equipment, transportation, and storage solutions. The research elucidates the criticality of selecting appropriate nanoparticle concentrations for achieving desired phase change properties in NEPCM-based systems. Furthermore, it contributes to a deeper understanding of how nanoparticle characteristics influence the thermal behavior of PCMs, thus offering a guide for future innovations in this field.

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