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Keywords = thermal envelope improvement

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21 pages, 1425 KiB  
Article
Integrated Stochastic Approach for Instantaneous Energy Performance Analysis of Thermal Energy Systems
by Anthony Kpegele Le-ol, Sidum Adumene, Duabari Silas Aziaka, Mohammad Yazdi and Javad Mohammadpour
Energies 2025, 18(1), 160; https://doi.org/10.3390/en18010160 - 3 Jan 2025
Viewed by 286
Abstract
To ascertain energy availability and system performance, a comprehensive understanding of the systems’ degradation profile and impact on overall plant reliability is imperative. The current study presents an integrated Failure Mode and Effects Analysis (FMEA)–Markovian algorithm for reliability-based instantaneous energy performance prediction for [...] Read more.
To ascertain energy availability and system performance, a comprehensive understanding of the systems’ degradation profile and impact on overall plant reliability is imperative. The current study presents an integrated Failure Mode and Effects Analysis (FMEA)–Markovian algorithm for reliability-based instantaneous energy performance prediction for thermal energy systems. The FMEA methodology is utilized to identify and categorize the various failure modes of the gas turbines, establishing a reliability pattern that informs overall system performance. Meanwhile, the Markovian algorithm discretizes the system into states based on its operational energy performance envelope. The algorithm predicts instantaneous energy performance according to upper and lower bounds criteria. This integrated methodology has been subjected to testing in three case studies, yielding results that demonstrate improved reliability and instantaneous energy performance prediction during system degradation. It was observed that after 14 years of operation, the likelihood of major failures increases to 79.6%, 88.7%, and 82.8%, with corresponding decreases in system performance reliability of 10.1%, 4.5%, and 7.8% for the Afam, Ibom, and Sapele gas turbine plants, respectively. Furthermore, the percentage of instantaneous mean power performance relative to the rated capacity is 37.9%, 35.1%, and 46.3% for the three gas turbine plants. These results indicate that the Sapele thermal power plant performs better relative to its rated capacity. Overall, this integrated methodology serves as a valuable tool for monitoring gas turbine engine health and predicting energy performance under varying operating conditions. Full article
(This article belongs to the Section J: Thermal Management)
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<p>An algorithm for the reliability-based energy performance analysis of a gas turbine plant.</p>
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<p>State transition diagram for the gas turbine systems (Adopted from Nitonye et al. [<a href="#B27-energies-18-00160" class="html-bibr">27</a>]).</p>
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<p>Turbine health state profile for a period of operation (Afam gas turbine plant).</p>
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<p>Turbine health state profile for a period of operation (Ibom gas turbine plant).</p>
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<p>Turbine health state profile for a period of operation (Sapele gas turbine plant).</p>
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<p>Mean instantaneous energy performance under system degradation state and failed maintenance strategy (Afam gas turbine plant).</p>
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<p>Mean instantaneous energy performance under system degradation state and failed maintenance strategy (Ibom gas turbine plant).</p>
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<p>Mean instantaneous energy performance under system state and failed maintenance strategy (Sapele gas turbine plant).</p>
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<p>Comparative mean instantaneous energy performance under system degradation state and failed maintenance strategy for the three gas turbines.</p>
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31 pages, 9374 KiB  
Article
Evaluation and Optimization Strategies of the Living Environment in One Resettlement Area of the South-to-North Water Diversion Project
by Dong Yan, Jingxin Zhao, Ran Chen and Biao Wang
Sustainability 2025, 17(1), 202; https://doi.org/10.3390/su17010202 - 30 Dec 2024
Viewed by 395
Abstract
Taking Yunyu New Village in Nanyang City, a typical newly built resettlement area of the South-to-North Water Diversion Project of China, as an example, this paper tries to construct a health environment evaluation index system for the resettlement area and determines the priority [...] Read more.
Taking Yunyu New Village in Nanyang City, a typical newly built resettlement area of the South-to-North Water Diversion Project of China, as an example, this paper tries to construct a health environment evaluation index system for the resettlement area and determines the priority and content of residential environment renovation in the resettlement area through residents’ health satisfaction evaluation and IPA analysis. The results revealed that six factors, namely, winter insulation, summer heat insulation, quality of domestic drinking water, indoor natural light environment, humanized design, and architectural plane function design, need to be renovated first. For the indoor environment, which is the focus of renovation, the light and heat environments were evaluated via field measurements and simulation experiments. The results show that the indoor comfort, daylighting, and energy savings of the surveyed buildings all fail to meet Chinese building design standards. Corresponding optimization strategies for indoor ventilation, thermal insulation performance of the envelope structure, and window wall ratio are proposed and verified via relevant software simulations and immigrants’ wishes. For the outdoor environment, we investigate the living habits and renovation needs of immigrants from the aspects of public space and courtyard space in the resettlement area and propose corresponding optimization strategies. The results of this research can help enhance the sense of gain and happiness of immigrants in the resettlement and provide a reference for improving the living environment of the same type of immigrant resettlement area. Full article
(This article belongs to the Section Sustainable Urban and Rural Development)
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<p>Technical flowchart of the paper.</p>
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<p>Survey of the resettlement area: (<b>a</b>) site location map; (<b>b</b>) village floor plan.</p>
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<p>Elevation of the investigated building and its two-floor plans.</p>
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<p>Measured point position diagram of hot and wet environments.</p>
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<p>Measured spot map of the indoor light environment.</p>
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<p>The material layers of the building envelope.</p>
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<p>Schematic diagram of the wind field model in the settlement area.</p>
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<p>Basic information of the surveyed immigrants.</p>
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<p>The rotating component matrix (the red square means the grouped sign).</p>
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<p>Modified IPA analysis diagram.</p>
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<p>Main research framework.</p>
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<p>Changes in the air temperature and humidity at each measurement point. (<b>a</b>) Air temperature; (<b>b</b>) air relative humidity.</p>
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<p>Changes in the internal and external surface temperatures of each exterior wall.</p>
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<p>Field photos. (<b>a</b>) Bedroom 1; (<b>b</b>) Bedroom 2.</p>
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<p>Comparison of the measured and simulated air temperatures in the main rooms in winter and in summer.</p>
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<p>Comparison of the indoor natural ventilation effects in each case. (<b>a</b>) Current indoor ventilation; (<b>b</b>) Case 1; (<b>c</b>) Case 2; (<b>d</b>) Case 3; (<b>e</b>) Case 4; (<b>f</b>) Case 5.</p>
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<p>Light coefficients of the main used rooms. (<b>a</b>) Current situation; (<b>b</b>) Case 5.</p>
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<p>Comparison of the internal thermal insulation effect with EPS.</p>
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<p>Comparison of the effects of laying wood floor.</p>
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<p>Comparison of the effects of adding a sliding door in the stairwell.</p>
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<p>Comparison of the thermal insulation effects of replacing doors and windows. (<b>a</b>) Living room; (<b>b</b>) Bedroom.</p>
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<p>Survey on the acceptability of each optimization strategy.</p>
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<p>Public service facilities in Yunyu New Village. (<b>a</b>) Stage + basketball court; (<b>b</b>) Party–mass service center.</p>
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<p>Appearance of east–west buildings. (<b>a</b>) External road; (<b>b</b>) Typical west facade.</p>
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<p>Floor plans of courtyard spaces of the north-south house type before (<b>a</b>) and after (<b>b</b>) renovation.</p>
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21 pages, 8962 KiB  
Article
Sustainability in Construction: Geopolymerized Coating Bricks Made with Ceramic Waste
by Ramiro Correa-Jaramillo and Francisco Hernández-Olivares
Materials 2025, 18(1), 103; https://doi.org/10.3390/ma18010103 - 30 Dec 2024
Viewed by 378
Abstract
Brick is a common construction material but often ends up as waste due to suboptimal quality. In Ecuador, artisanal brick production results in inconsistent properties for construction. This research aims to repurpose discarded bricks through geopolymerization to create a sustainable building material. The [...] Read more.
Brick is a common construction material but often ends up as waste due to suboptimal quality. In Ecuador, artisanal brick production results in inconsistent properties for construction. This research aims to repurpose discarded bricks through geopolymerization to create a sustainable building material. The geopolymerization process was carried out using sodium hydroxide as the alkaline activator, followed by structural and chemical characterization, including X-Ray Diffraction (XRD) and X-Ray Fluorescence (XRF) to determine composition and crystalline phases. The recycled material underwent extensive testing of its physical and mechanical properties, such as density, porosity, and compressive strength. Its application as facade cladding for housing was also analyzed. The results showed that the geopolymerized material significantly reduced heating and cooling demand when used in building envelopes. A case study in Loja demonstrated a notable decrease in heating and cooling degree days, contributing to improved thermal comfort. This research highlights the potential for recycled bricks in sustainable construction, presenting viable alternatives to conventional construction materials and advancing knowledge in eco-friendly building practices. Full article
(This article belongs to the Special Issue Advances in Natural Building and Construction Materials)
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<p>Location map of producers PM001 and PM002 in the city of Malacatos, Loja Province, Ecuador.</p>
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<p>Location map of producers PC001 and PC002 in the city of Catamayo, Loja Province, Ecuador.</p>
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<p>X-ray fluorescence percentage by factory code.</p>
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<p>X-ray diffraction: PC001, PC002, PM001, PM002.</p>
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<p>Determining optimal mixture variables for geopolymerization.</p>
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<p>Discs with pressures lower than 39.2266 N.</p>
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<p>Scheme 26 % SC.</p>
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<p>Cracks generated due to excessive curing temperature.</p>
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<p>Effect of molar concentration: 90 °C and 200 °C.</p>
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<p>Effect of molar concentration at: 120 °C, 150 °C and 180 °C.</p>
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<p>Compressive strength results.</p>
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<p>Data collection with thermocouple at intervals of 1, 30, and 60 min.</p>
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<p>Heat transfer graph.</p>
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<p>(<b>a</b>) LTT prototype with efflorescence. (<b>b</b>) LTT with silicate paint protection.</p>
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<p>Single story—elevation.</p>
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<p>Single story—elevation.</p>
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<p>Scheme 19. Space: living room—kitchen (98–24.98 °C) applying LTT, compared to the base case.</p>
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<p>Scheme 19. Space: Bedroom (98–24.98 °C) applying LTT, compared to the base case.</p>
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19 pages, 7394 KiB  
Article
Application of a Gyroid Structure for Thermal Insulation in Building Construction
by Beata Anwajler, Jerzy Szołomicki and Paweł Noszczyk
Materials 2024, 17(24), 6301; https://doi.org/10.3390/ma17246301 - 23 Dec 2024
Viewed by 339
Abstract
This paper concerns research into the use of 3D-printed gyroid structures as a modern thermal insulation material in construction. The study focuses on the analysis of open-cell gyroid structures and their effectiveness in insulating external building envelopes. Gyroid composite samples produced using DLP [...] Read more.
This paper concerns research into the use of 3D-printed gyroid structures as a modern thermal insulation material in construction. The study focuses on the analysis of open-cell gyroid structures and their effectiveness in insulating external building envelopes. Gyroid composite samples produced using DLP 3D-printing technology were tested to determine key parameters such as thermal conductivity (λ), thermal resistance (R) and heat transfer coefficient (U) according to ISO 9869-1:2014. In addition, the authors carried out a comprehensive analysis of the annual energy balance of four different residential buildings, including older and modern structures, using Arcadia software v9.0. The results showed that 100 mm-thick multi-layer gyroid structures achieve exceptionally low thermal conductivity (approximately 0.023 W/(m·K)), significantly outperforming traditional materials such as mineral wool or polystyrene foam in terms of insulation efficiency. These structures also have high mechanical strength and low density, making them both lightweight and highly durable. As a result of these properties, the structures studied represent a promising solution for designing energy-efficient buildings, effectively reducing heating energy demand and improv the overall energy balance of buildings. Full article
(This article belongs to the Section Advanced Composites)
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<p>Grasshopper algorithm for the creation of gyroid structures.</p>
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<p>Design of an example of the inner core of a sample with a single layer of material.</p>
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<p>Layering of samples with a thickness of 60 mm: (<b>a</b>) one layer and (<b>b</b>) three layers.</p>
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<p>Graphical interpretation of the experimental data determining the influence of input factors (insulation thickness and composite layering) on the value of thermal conductivity of a composite with gyroidal structure.</p>
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<p>Graphical interpretation of the experimental data determining the influence of input factors (insulation thickness and composite layering) on the value of thermal resistance of a composite with gyroidal structure.</p>
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<p>Graphical interpretation of the experimental data determining the influence of input factors (insulation thickness and composite layering) on the value of heat transfer coefficient of a composite with gyroscopic structure.</p>
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<p>Photographs of the buildings selected for energy analyses: (<b>a</b>) old house, (<b>b</b>) new house, (<b>c</b>) old flat, (<b>d</b>) new flat.</p>
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<p>Assumed climatic conditions for the locations considered. The graph shows a typical meteorological year for the cities of Kłodzko (<b>A</b>) and Wrocław (<b>B</b>).</p>
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<p>Visualisation of a cross-section of an external wall insulated with 3D-printed gyroidal insulation: (<b>a</b>) two-layer wall, (<b>b</b>) three-layer wall. Markings: 1—Masonry load-bearing elements—ceramic, 2—Thermal insulation layer made of 3D-printed gyroid, 3—Covering layer made of perforated brick.</p>
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<p>Percentage reduction in usable energy demand in relation to reference buildings (existing building) for each variant of thickness and layering of the proposed thermal insulation material.</p>
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28 pages, 23489 KiB  
Article
Elevated-Temperature Tensile Behavior and Properties of Inconel 718 Fabricated by In-Envelope Additive–Subtractive Hybrid Manufacturing and Post-Process Precipitation Hardening
by Sheida Sarafan, Priti Wanjara, Roger Pelletier, Sila Ece Atabay, Javad Gholipour, Josh Soost, Robert Amos and Prakash Patnaik
J. Manuf. Mater. Process. 2024, 8(6), 297; https://doi.org/10.3390/jmmp8060297 - 21 Dec 2024
Viewed by 426
Abstract
The present study focuses on advancing one of the most popular AM techniques, namely, laser powder bed fusion (LPBF) technology, which has the ability to produce complex geometry parts with minimum material waste but continues to face challenges in minimizing the surface roughness. [...] Read more.
The present study focuses on advancing one of the most popular AM techniques, namely, laser powder bed fusion (LPBF) technology, which has the ability to produce complex geometry parts with minimum material waste but continues to face challenges in minimizing the surface roughness. For this purpose, a novel hybrid manufacturing technology, which applies in a single setup (in-envelope) both LPBF technology and high-speed machining, was examined in this research for the fabrication of tensile specimens with three different surface finish conditions: as-built, hybrid (in-envelope machining) and post-machining (out-of-envelope) on Inconel® alloy 718, hereafter referred to as IN718. As the application of the IN718 alloy in service is typically specified in the precipitation-hardened condition, three different heat treatments were applied to the tensile specimens based on the most promising thermal cycles identified previously for room-temperature tensile properties by the authors. The as-built (AB) specimens had the highest average surface roughness (Ra) of 5.1 μm ± 1.6 μm, which was a significant improvement (five-fold) on the hybrid (1.0 μm ± 0.2 μm) and post-machined (0.8 μm ± 0.5 μm) surfaces. The influence of this surface roughness on the mechanical properties was studied both at ambient temperature and at 650 °C, which is close to the maximum service temperature of this alloy. Regardless of the surface conditions, the room-temperature mechanical properties of the as-fabricated IN718 specimens were within the range of properties reported for standard wrought IN718 in the annealed condition. Nonetheless, detailed examination of the strain localization behavior during tensile testing using digital image correlation showed that the IN718 specimens with AB surfaces exhibited lower ductility (global and local) relative to the hybrid and post-machined ones, most likely due to the higher surface roughness and near-surface porosity in the former. At 650 °C, even though the mechanical properties of all the heat-treated IN718 specimens surpassed the minimum specifications for the wrought precipitation-hardened IN718, the AB surface condition showed up to 4% lower strength and 33–50% lower ductility compared with the hybrid and PM surface conditions. Microfocus X-ray computed tomography (µXCT) of the fractured specimens revealed the presence of numerous open cracks on the AB surface and a predisposition for the near-surface pores to accelerate rupture, leading to premature failure at lower strains. Full article
(This article belongs to the Special Issue Industry 4.0: Manufacturing and Materials Processing)
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<p>(<b>a</b>,<b>b</b>) Morphology and (<b>c</b>) cohesive index of the starting IN718 powder.</p>
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<p>Process flow detailing the different stages in the experimental methodology.</p>
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<p>(<b>a</b>) CAD layout of the build plate with 24 vertically built tensile specimens. (<b>b</b>) The 24 vertically built tensile specimens after the build. (<b>c</b>) A sleeve-shaped support structure designed with a small gap to ease removal of the tensile specimens. (<b>d</b>) Easy support removal after EDM from the build plate. (<b>e</b>) Tensile specimen geometry based on ASTM E8M-22 [<a href="#B49-jmmp-08-00297" class="html-bibr">49</a>].</p>
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<p>Vertically built tensile specimens fabricated to have three surface finish conditions in the gauge section: AB (<b>left</b>), hybrid (<b>middle</b>) and PM (<b>right</b>).</p>
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<p>Different precipitation-hardening heat treatment (PHT) cycles used in this study.</p>
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<p>Map of the surface topography of vertically built IN718 specimens with (<b>a</b>) AB, (<b>b</b>) hybrid and (<b>c</b>) PM surfaces.</p>
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<p>Porosity inspections of vertically built IN718 specimens with (<b>a</b>,<b>b</b>) AB, (<b>c</b>,<b>d</b>) hybrid and (<b>e</b>,<b>f</b>) PM conditions.</p>
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<p>Porosity inspections of vertically built IN718 specimens with (<b>a</b>,<b>b</b>) AB, (<b>c</b>,<b>d</b>) hybrid and (<b>e</b>,<b>f</b>) PM conditions.</p>
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<p>Differential distribution of the pore volume fraction and number fraction as a function of the distance R from the specimen outer surface.</p>
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<p>Representative (<b>a</b>) engineering stress–strain and (<b>b</b>) true stress–strain curves of vertically built IN718 with the different surface conditions.</p>
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<p>DIC analysis of the local strain distribution maps of the gauge section of the vertically built IN718 tensile specimens just before fracture: (<b>a</b>) AB, (<b>b</b>) hybrid and (<b>c</b>) PM surface conditions.</p>
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<p>Tensile properties at 650 °C for the vertically built IN718 with the different precipitation-hardening conditions: (<b>a</b>) PHT1, (<b>b</b>) PHT2 and (<b>c</b>) PHT3; and different surface conditions: (<b>d</b>) AB, (<b>e</b>) hybrid and (<b>f</b>) PM.</p>
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<p>Representative (<b>a</b>–<b>c</b>) engineering stress–strain and (<b>d</b>–<b>f</b>) true stress–strain curves at 650 °C for the vertically built IN718 with the different surface conditions and PHTs.</p>
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<p>µXCT cross-section of vertically built IN718 specimens tested at 650 °C with (<b>a</b>) AB, (<b>b</b>) hybrid and (<b>c</b>) PM surface conditions.</p>
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<p>Fractographs after room-temperature tensile testing of the vertically built IN718 specimens with (<b>a</b>) AB (<b>b</b>) hybrid and (<b>c</b>) PM surface finish conditions.</p>
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<p>High-magnification fractographs after room-temperature tensile testing of the vertically built IN718 specimens with (<b>a</b>) AB (<b>b</b>) hybrid and (<b>c</b>) PM surface finish conditions.</p>
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<p>Fractographs after high-temperature (650 °C) tensile testing of vertically built IN718 specimens with an AB surface finish and under (<b>a</b>) PHT1, (<b>b</b>) PHT2 and (<b>c</b>) PHT3 conditions; with a hybrid surface finish and under (<b>d</b>) PHT1, (<b>e</b>) PHT2 and (<b>f</b>) PHT3 conditions; as well as a with a PM surface finish and under (<b>g</b>) PHT1, (<b>h</b>) PHT2 and (<b>i</b>) PHT3 conditions.</p>
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<p>High magnification of fractographs after high-temperature (650 °C) tensile testing of vertically built IN718 specimens with an AB surface finish and under (<b>a</b>) PHT1, (<b>b</b>) PHT2 and (<b>c</b>) PHT3 conditions; with a hybrid surface finish and under (<b>d</b>) PHT1, (<b>e</b>) PHT2 and (<b>f</b>) PHT3 conditions; as well as a with a PM surface finish and under = (<b>g</b>) PHT1, (<b>h</b>) PHT2, (<b>i</b>) PHT3 conditions.</p>
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23 pages, 7723 KiB  
Article
Environmental and Energy Performances of the Nearly Net-Zero Energy Solar Decathlon House with Dynamic Facades: A Comparison of Four Climate Regions
by Fangfang Gong, Yongchao Ma, Feng Shi, Chen Chen, Linlin Tian and Jingjing Huang
Buildings 2024, 14(12), 4053; https://doi.org/10.3390/buildings14124053 - 20 Dec 2024
Viewed by 378
Abstract
Dynamic facades allow for effective climate adaptability, representing a new trend in future building envelope design. Present research on dynamic facades often focuses solely on certain aspects of the built environment or relies entirely on simulation outcomes. Meanwhile, the real-time changing nature of [...] Read more.
Dynamic facades allow for effective climate adaptability, representing a new trend in future building envelope design. Present research on dynamic facades often focuses solely on certain aspects of the built environment or relies entirely on simulation outcomes. Meanwhile, the real-time changing nature of dynamic facades poses challenges in accurately simulating these schemes. Therefore, it remains essential to quantify the energy consumption performances of different types of dynamic facades and their influence on the indoor environment comfort in response to ventilation, light, and thermal environment to improve energy savings. This study uses an energy management system to simulate the ability of five dynamic facades—an intelligent ventilated facade, a dynamic exterior shading, a dynamic interior shading, a buffer layer, and phase-change material (PCM) facades—to provide adequate comfort and reduce energy consumption in four climate zones in China. The simulation model of a nearly net-zero energy Solar Decathlon house “Nature Between” was validated with experimental data. Among the five dynamic facades, the energy-saving efficiency of intelligent ventilation was highest, followed by exterior shading. Compared with houses without dynamic facades, the use of the dynamic facades reduced energy consumption (and annual glare time) by 19.87% (90.65%), 22.37% (74.84%), 15.19% (72.09%), and 9.23% (75.53%) in Xiamen, Shanghai, Beijing, and Harbin, respectively. Findings regarding the dynamic facade-driven energy savings and favorable indoor environment comfort provide new and actionable insights into the design and application of dynamic facades in four climate regions in China. Full article
(This article belongs to the Special Issue Smart Technologies for Climate-Responsive Building Envelopes)
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<p>Weather diagrams of Xiamen obtained from Climate Consultant, weather data from Energyplus: (<b>a</b>) enthalpy diagram; (<b>b</b>) global horizontal radiation diagram; (<b>c</b>) 3D charts of dry bulb temperature.</p>
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<p>The flowchart of the simulation run.</p>
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<p>Occupancy schedules.</p>
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<p>Measure points of the NZE house adapted from our previous work [<a href="#B47-buildings-14-04053" class="html-bibr">47</a>].</p>
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<p>Comparison of Simulated and Measured Energy Consumption by Time Segment.</p>
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<p>A comparison chart of simulated and measured energy consumption. (<b>a</b>) A comparison chart of energy consumption in Shanghai. (<b>b</b>) A comparison chart of energy consumption in Beijing. (<b>c</b>) A comparison chart of energy consumption in Harbin. (<b>d</b>) A comparison chart of energy consumption in Xiamen.</p>
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<p>A comparison chart of simulated and measured energy consumption. (<b>a</b>) A comparison chart of energy consumption in Shanghai. (<b>b</b>) A comparison chart of energy consumption in Beijing. (<b>c</b>) A comparison chart of energy consumption in Harbin. (<b>d</b>) A comparison chart of energy consumption in Xiamen.</p>
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<p>Illumination degree of living room at noon of summer solstice and winter solstice under the three facade modes in the four climate regions.</p>
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<p>Annual daylighting analysis in terms of illumination, DA, and glare.</p>
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<p>Temperatures of the courtyard and living room and the daily heat load of the living room throughout the year in Xiamen.</p>
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24 pages, 10075 KiB  
Article
Cooling Energy Challenges in Residential Buildings During Heat Waves: Urban Heat Island Impacts in a Hot-Humid City
by Yukai Zou, Zhuotong Wu, Binbin Li and Yudong Jia
Buildings 2024, 14(12), 4030; https://doi.org/10.3390/buildings14124030 - 18 Dec 2024
Viewed by 509
Abstract
Ignoring Urban Heat Island (UHI) effects may lead to an underestimation of the building cooling demand. This study investigates the impact of the UHI on the cooling demand in hot-humid cities, employing the Local Climate Zones (LCZs) classification framework combined with the Urban [...] Read more.
Ignoring Urban Heat Island (UHI) effects may lead to an underestimation of the building cooling demand. This study investigates the impact of the UHI on the cooling demand in hot-humid cities, employing the Local Climate Zones (LCZs) classification framework combined with the Urban Weather Generator (UWG) model to simulate UHI effects and improve building performance simulations. The primary aim of this research is to quantify the influence of different LCZs within urban environments on variations in the cooling energy demand, particularly during heat waves, and to explore how these effects can be incorporated into building energy models. The findings reveal significant discrepancies in both the average and peak cooling demand when UHI effects are ignored, especially during nighttime. The most intense UHI effect was observed in LCZ 2.1, characterized by compact mid-rise and high-rise buildings, leading to a cooling demand increase of more than 20% compared to suburban data during the heat waves. Additionally, building envelope thermal performance was found to influence cooling demand variability, with improved thermal properties reducing energy consumption and stabilizing demand. This research contributes to the theoretical understanding of how urban microclimates affect building energy consumption by integrating LCZ classification with UHI simulation, offering a more accurate approach for building energy predictions. Practically, it highlights the importance of incorporating LCZs into building energy simulations and provides a framework that can be adapted to cities with different climatic conditions, urban forms, and development patterns. This methodology can be generalized to regions other than hot-humid areas, offering insights for improving energy efficiency, mitigating UHI effects, and guiding urban planning strategies to reduce the building energy demand in diverse environments. Full article
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<p>The hourly temperature and relative humidity of Guangzhou recorded by the suburban weather station during 2014 to 2019.</p>
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<p>Plans of the residential units. (L: living room; M: master bedroom; B: bedroom; T: toilet; K: kitchen).</p>
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<p>Maximum daily temperature during 2014 to 2019 in Guangzhou.</p>
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<p>Hourly outdoor temperature during heat waves in suburban and LCZs.</p>
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<p>The average and peak of the hourly cooling demand of residential units during heat waves.</p>
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<p>The relationship between the average hourly cooling demand and peak hourly cooling demand, categorized by the thermal performance of the building envelope.</p>
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<p>Relative errors on the average and peak hourly cooling demand, ignoring UHI effects.</p>
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<p>Relative errors on the average and peak hourly cooling demand at night, ignoring UHI effects.</p>
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<p>The impact of building envelope thermal performance on the relative error of the average hourly cooling demand during nighttime when the Urban Heat Island effect is neglected.</p>
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<p>The impact of building envelope thermal performance on the relative error of the peak hourly cooling demand during nighttime when the Urban Heat Island effect is neglected.</p>
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<p>Occupancy rates of residential units with one room.</p>
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<p>Occupancy rates of residential units with two rooms.</p>
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<p>Occupancy rates of residential units with three rooms.</p>
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<p>Occupancy rates of residential units with four rooms.</p>
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34 pages, 8241 KiB  
Article
Thermal Performance, Indoor Air Quality, and Carbon Footprint Assessment in Airport Terminal Buildings
by Mehmet Kadri Akyüz, Emin Açıkkalp and Önder Altuntaş
Buildings 2024, 14(12), 3957; https://doi.org/10.3390/buildings14123957 - 12 Dec 2024
Viewed by 618
Abstract
This study explores energy consumption, thermal performance, and indoor environmental quality (IEQ) in terminal buildings. Through detailed thermal analysis, this research identifies key sources of heat loss, such as thermal bridges in walls and windows, which significantly increase energy demands for heating. IEQ [...] Read more.
This study explores energy consumption, thermal performance, and indoor environmental quality (IEQ) in terminal buildings. Through detailed thermal analysis, this research identifies key sources of heat loss, such as thermal bridges in walls and windows, which significantly increase energy demands for heating. IEQ measurements show that the lack of mechanical ventilation, combined with high passenger densities, frequently leads to CO2 levels exceeding recommended thresholds, highlighting the urgent need for improved ventilation systems. Energy requirements were calculated based on the TS 825 standard and compared to actual consumption data, showing that optimizing boiler settings could save 22% of heating energy without any additional investment. Simulations and economic analyses further showed that adding thermal insulation to the building envelope and installing double-glazed windows with improved U-values could achieve significant energy savings and reduce CO2 emissions, all with favorable payback periods. A life cycle assessment (LCA) was conducted to evaluate the environmental impact of these interventions, demonstrating significant reductions in the airport’s carbon footprint. The findings underscore the importance of aligning operational standards with international guidelines, such as ASHRAE and CIBSE, to ensure thermal comfort and optimize energy use. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
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<p>Flue gas measurement.</p>
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<p>Terminal building envelope U-value measurement.</p>
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<p>Indoor air quality measurement device and measurement location.</p>
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<p>Climate zones of Türkiye.</p>
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<p>System boundary for LCA study.</p>
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<p>Energy consumption in airport.</p>
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<p>Energy consumption in airport terminal building.</p>
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<p>Wall thermal images (<b>a</b>) side façade (<b>b</b>) front façade (<b>c</b>) close view.</p>
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<p>Wall thermal images (<b>a</b>) side façade (<b>b</b>) front façade (<b>c</b>) close view.</p>
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<p>Wall thermal images (<b>a</b>) side façade (<b>b</b>) front façade (<b>c</b>) close view.</p>
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<p>Roof thermal images. (<b>a</b>) side (<b>b</b>) close view (<b>c</b>) front.</p>
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<p>Roof thermal images. (<b>a</b>) side (<b>b</b>) close view (<b>c</b>) front.</p>
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<p>Roof thermal images. (<b>a</b>) side (<b>b</b>) close view (<b>c</b>) front.</p>
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<p>Payback period for thermal insulation of terminal building walls.</p>
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<p>Payback period for thermal insulation on the terminal building roof.</p>
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<p>Terminal building windows replacement payback period.</p>
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<p>Greenhouse gas payback period resulting from the application of thermal insulation to the terminal building walls.</p>
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<p>Greenhouse gas payback period from applying thermal insulation to the terminal building roof.</p>
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<p>Greenhouse gas payback period from window replacement.</p>
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<p>Greenhouse gas payback period for LED installation.</p>
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<p>First indoor air quality measurement.</p>
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<p>Second indoor air quality measurement.</p>
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<p>Third indoor air quality measurement.</p>
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16 pages, 6993 KiB  
Article
Multi-Objective Optimization of Insulation Thickness with Respect to On-Site RES Generation in Residential Buildings
by Agis M. Papadopoulos, Konstantinos Polychronakis, Elli Kyriaki and Effrosyni Giama
Energies 2024, 17(22), 5609; https://doi.org/10.3390/en17225609 - 9 Nov 2024
Viewed by 586
Abstract
This paper investigates the optimization of insulation thickness with respect to the integration of renewable energy systems in residential buildings in order to improve energy efficiency, maximize the contribution of renewables and reduce life cycle costs. Using the DesignBuilder and EnergyPlus software, this [...] Read more.
This paper investigates the optimization of insulation thickness with respect to the integration of renewable energy systems in residential buildings in order to improve energy efficiency, maximize the contribution of renewables and reduce life cycle costs. Using the DesignBuilder and EnergyPlus software, this study models a representative two-story residential building located in Athens, Greece. The building envelope features extruded polystyrene thermal insulation and windows with unplasticized polyvinyl chloride frames and low-e glazing. Six scenarios with hybrid renewable energy systems are analyzed, including air- and ground-source heat pumps, solar thermal systems and a biomass fired boiler, so as to assess energy consumption, economic feasibility and internal air temperature conditions. A Pareto-fronts-based optimization algorithm is applied to determine the optimal combination of insulation thicknesses for the walls, the roof and the floor, focusing on minimizing the life cycle cost and maximizing the percentage of renewable energy utilized. The results demonstrate that scenarios involving biomass boilers and solar thermal systems, both for heating and cooling, when combined with reasonable thermal protection, can effectively meet the recent European Union’s directive’s goal, with renewable energy systems contributing more than 50% of the total energy requirements, whilst maintaining acceptable internal air temperature conditions and having a life cycle cost lower than contemporary conventional buildings. Full article
(This article belongs to the Special Issue New Insights into Hybrid Renewable Energy Systems in Buildings)
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<p>(<b>a</b>) Ground floor, (<b>b</b>) first/second floor.</p>
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<p>Workflow diagram of the Python script.</p>
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<p>(<b>a</b>) Internal air temperature throughout the year, (<b>b</b>) optimization results for Scenario 1.</p>
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<p>(<b>a</b>) Internal air temperature throughout the year, (<b>b</b>) optimization results for Scenario 2.</p>
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<p>(<b>a</b>) Internal air temperature throughout the year, (<b>b</b>) optimization results for Scenario 3.</p>
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<p>(<b>a</b>) Internal air temperature throughout the year, (<b>b</b>) optimization results for Scenario 4.</p>
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<p>(<b>a</b>) Internal air temperature throughout the year, (<b>b</b>) optimization results for Scenario 5.</p>
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<p>(<b>a</b>) Internal air temperature throughout the year, (<b>b</b>) optimization results for Scenario 6.</p>
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<p>Comparison of each case with the EU directive.</p>
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<p>Comparison of life cycle costs for each scenario.</p>
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22 pages, 4245 KiB  
Article
Integration of Photovoltaic Shading Device and Vertical Farming on School Buildings to Improving Indoor Daylight, Thermal Comfort and Energy Performance in Three Different Cities in China
by Weihao Hao, Jiahua Xu, Feiyu Zhao, Dong-Wook Sohn and Xuepeng Shi
Buildings 2024, 14(11), 3502; https://doi.org/10.3390/buildings14113502 - 31 Oct 2024
Viewed by 916
Abstract
This study explores the integration of photovoltaic (PV) shading devices and vertical farming (VF) in school buildings to optimize indoor daylight, thermal comfort, and energy performance across three different climate regions in China: Beijing, Shanghai, and Shenzhen. With rapid urbanization and increasing energy [...] Read more.
This study explores the integration of photovoltaic (PV) shading devices and vertical farming (VF) in school buildings to optimize indoor daylight, thermal comfort, and energy performance across three different climate regions in China: Beijing, Shanghai, and Shenzhen. With rapid urbanization and increasing energy consumption in educational buildings, this research investigates the impact of innovative facade design on both energy efficiency and occupant comfort. Through parametric simulations and multi-objective optimization, various PV and VF facade prototypes were evaluated to determine the best configurations for reducing energy consumption while enhancing thermal and visual comfort. This study optimized facade systems integrating photovoltaic and vertical farming for school buildings in Shenzhen, Beijing, and Shanghai. Key findings include: In Shenzhen, Model B’s UDI increased by 5.1% and Model C by 19.02%, with glare areas reduced by 5.4% and 21.40% and stable thermal comfort (PMV 0.52–0.59) throughout the year. In Beijing, Model B’s UDI decreased by 0.2%, while Model C increased by 6.55%. Glare areas reduced by 2.92% and 14.35%, with improved winter comfort (PMV −0.35 to −0.1). In Shanghai, Model C’s UDI increased by 6.7%, but summer thermal discomfort was notable (PMV up to 1.2). The study finds that PV shading systems combined with vertical farming can provide significant energy savings, reduce greenhouse gas emissions, and offer organic vegetable production within school environments. The findings suggest that integrating these systems into the building envelope can optimize the energy performance of school buildings while improving the comfort and well-being of students and staff. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
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<p>Framework of research method.</p>
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<p>Research setting.</p>
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<p>Prototype’s vertical arrangement.</p>
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<p>Prototype’s resources and four typical arrangements.</p>
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<p>Diagram of PMV and UDI in three different cities.</p>
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<p>Diagram of electricity production in three different cities.</p>
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<p>Diagram of UDI in three different cities.</p>
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<p>Diagram of vertical agriculture crop yields and average illuminance.</p>
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8 pages, 535 KiB  
Data Descriptor
Thermal Transmittance Limits Dataset for New and Existing Buildings Across EU Regulations
by Paolo Maria Congedo, Cristina Baglivo, Delia D’Agostino and Paola Maria Albanese
Data 2024, 9(11), 127; https://doi.org/10.3390/data9110127 - 31 Oct 2024
Viewed by 816
Abstract
Building energy regulations are essential for reducing energy consumption in the European Union (EU) and achieving climate neutrality goals. This data article supplements the “Overview of EU Building Envelope Energy Requirement for Climate Neutrality” by presenting a detailed dataset on building regulations across [...] Read more.
Building energy regulations are essential for reducing energy consumption in the European Union (EU) and achieving climate neutrality goals. This data article supplements the “Overview of EU Building Envelope Energy Requirement for Climate Neutrality” by presenting a detailed dataset on building regulations across all 27 EU member states, with a focus on building envelope efficiency. The data include thermal transmittance limits for windows, walls, floors, and roofs, offering insights into regulatory differences and potential opportunities for harmonization. Information was sourced from the Energy Performance of Buildings Directive (EPBD) database, national reports, and scientific literature to ensure comprehensive coverage. Key aspects of each country’s regulations are summarized in tables, covering both new constructions and renovations. The inclusion of Köppen–Geiger climate classifications allows for climate-specific analyses, providing valuable context for researchers, policymakers, and construction professionals. This dataset enables comparative studies, helping to identify best practices and inform policy interventions aimed at enhancing energy efficiency across Europe. It also supports the development of tailored strategies to improve building performance in different environmental conditions, ultimately contributing to the EU’s energy and climate targets. Full article
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<p>Methodological framework diagram.</p>
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32 pages, 2788 KiB  
Review
Advances in Cold-Climate-Responsive Building Envelope Design: A Comprehensive Review
by Zahra Al-Shatnawi, Caroline Hachem-Vermette, Michael Lacasse and Bahador Ziaeemehr
Buildings 2024, 14(11), 3486; https://doi.org/10.3390/buildings14113486 - 31 Oct 2024
Viewed by 1998
Abstract
Extreme low temperatures, heavy snowfall, ice accumulation, limited daylight, and increased energy consumption in cold climates present significant challenges but also offer opportunities for improving building efficiency. Advanced materials and technologies in climate-responsive envelopes can enhance sustainability, reduce carbon footprints and operational costs, [...] Read more.
Extreme low temperatures, heavy snowfall, ice accumulation, limited daylight, and increased energy consumption in cold climates present significant challenges but also offer opportunities for improving building efficiency. Advanced materials and technologies in climate-responsive envelopes can enhance sustainability, reduce carbon footprints and operational costs, and improve thermal comfort under these environmental conditions. This literature review combines theoretical aspects of building performance in cold climates with a summary of current and critical applications in building envelope design, identifying research gaps and proposing future research directions. It has been shown that various BIPV systems require further climate-based studies to optimize solar energy yield. For example, integrating PV layers and PCM within DSFs can reduce cooling loads, but more research is needed on PCM transition temperatures and ventilation strategies in cold climates. A notable research gap exists in building-integrated vegetative systems, particularly regarding soil thickness, irrigation, hygrothermal performance, and snow accumulation. Despite excellent winter performance in buildings incorporating CLT components, they face increased cooling energy consumption and potential overheating in summer. Additionally, the high initial moisture content in CLT raises the risk of mold growth, especially when covered with vapor-tight layers. The design examples in this paper emphasize the need for further investigation to achieve sustainable, low-carbon, energy-efficient envelope designs for cold climates. Full article
(This article belongs to the Special Issue Climate Resilient Buildings: 2nd Edition)
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<p>The keywords and phrases used in the literature search. Quotation marks were used for all search phrases, to ensure that the hits contained the exact wording of the phrase.</p>
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<p>Overview of the methodological approach applied in the study.</p>
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<p>Number of articles categorized by research topic.</p>
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<p>Number of articles categorized by the country where the study was conducted.</p>
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<p>Number of articles found in the literature search by publishing year, up to 2024.</p>
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<p>Advancements in building envelope design for cold-climate structure.</p>
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<p>Future research directions for building envelope technologies in cold climates.</p>
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19 pages, 2825 KiB  
Article
Redesigning Building Thermal Science Education Through Inquiry-Based Experiential Learning
by Jinxun Zhuang, Chenshun Chen and Julian Wang
Buildings 2024, 14(11), 3455; https://doi.org/10.3390/buildings14113455 - 30 Oct 2024
Viewed by 586
Abstract
Mastering building thermal science is essential for architectural professionals, as it supports the design of energy-efficient and thermally optimized buildings, which are critical for addressing the growing demands of sustainable architecture. However, traditional teaching methods often disconnect theoretical instruction from practical application, limiting [...] Read more.
Mastering building thermal science is essential for architectural professionals, as it supports the design of energy-efficient and thermally optimized buildings, which are critical for addressing the growing demands of sustainable architecture. However, traditional teaching methods often disconnect theoretical instruction from practical application, limiting students’ ability to apply core concepts in real-world scenarios. This study introduces a pedagogical reform that integrates design-oriented and inquiry-based experiments, hands-on physical activities, and field-based testing into the teaching of building thermal science. The revised curriculum focuses on applying theoretical principles in real architectural contexts, allowing students to directly design and experience thermal phenomena such as heat transfer and thermal resistance in building envelope structures. To evaluate the effectiveness of this reform, a control group using traditional confirmatory experiments (following predetermined instructions to complete experiments and validate the results) was compared to a reform group engaged in inquiry-based experimental learning. Over the course of three cohorts (2019, 2020, 2021), the reform group consistently outperformed the control group, with statistically significant improvements in average course grades. Specifically, the reform group had mean grade differences of 7.21 points higher in 2019, 4.55 points higher in 2020, and 5.83 points higher in 2021, as demonstrated by t-test results (p < 0.05). The reform group also exhibited more concentrated grade distributions, reflecting enhanced comprehension and retention of key thermal concepts. In addition to improved academic performance, students in the reform group demonstrated superior problem-solving abilities and a heightened awareness of energy conservation and sustainable design practices. This approach not only deepened their understanding of theoretical knowledge but also fostered a greater commitment to integrating sustainability into their architectural projects. Full article
(This article belongs to the Special Issue Buildings for the 21st Century)
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<p>Experimental teaching process design schema for the learning module (Envelopes and Indoor Thermal Environment).</p>
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<p>On-site detection instrument (JX-1 on-site heat transfer coefficient detector) for the heat transfer coefficient of building envelope structures.</p>
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<p>Using the on-site detection instrument to measure the heat transfer coefficient of the building envelope structure.</p>
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<p>(<b>Left</b>) AZ8703 Thermo-Hygrometer; (<b>Right</b>) using the AZ8703 Thermo-Hygrometer to measure indoor air temperature.</p>
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<p>(<b>Left</b>) Raytek Infrared Thermometer; (<b>Right</b>) using the Raytek Infrared Thermometer to measure wall surface temperature.</p>
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<p>Comparison of the K-values of envelope structures measured by two methods.</p>
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<p>Statistics of 2019, 2020, 2021 cohort’s building thermal science course grades (Top: 2019; Middle: 2020; Bottom: 2021).</p>
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23 pages, 7669 KiB  
Article
Thermal Performance of Novel Eco-Friendly Prefabricated Walls for Thermal Comfort in Temperate Climates
by Rafael Alavez-Ramirez, Fernando Chiñas-Castillo, Jacobo Martínez-Reyes, Jose Luis Caballero-Montes, Magdaleno Caballero-Caballero, Valentin Juventino Morales-Dominguez, Margarito Ortiz-Guzman, Luis Humberto Robledo-Taboada, Erick Adrian Juarez-Arellano and Laura Elvira Serrano-De la Rosa
Sustainability 2024, 16(21), 9349; https://doi.org/10.3390/su16219349 - 28 Oct 2024
Viewed by 1069
Abstract
The global threat of climate change has become increasingly severe, with the efficiency of buildings and the environment being significantly impacted. It is necessary to develop bioclimatic architectural systems that can effectively reduce energy consumption while bringing thermal comfort, reducing the impact of [...] Read more.
The global threat of climate change has become increasingly severe, with the efficiency of buildings and the environment being significantly impacted. It is necessary to develop bioclimatic architectural systems that can effectively reduce energy consumption while bringing thermal comfort, reducing the impact of external temperatures. This study presents the results of a real-scale experimental house prototype, MHTITCA, using a unique design composed of novel eco-friendly prefabricated channel walls filled with a blend of soil, sawdust, and cement for walls and roofs. The experimental analysis performed in this study was based on dynamic climatology. A solar orientation chart of the place was constructed to identify the solar radiation intensity acting on the house. Measurements of roof surface temperatures were conducted to determine temperature damping and temperature wave lag. Monthly average temperature and direct solar radiation data of the site were considered. Compared to other alternative house prototypes, the system maximizes thermal comfort in high-oscillation temperate climates. Temperature measurements were taken inside and outside to evaluate the thermal performance. A thermal insulating layer was added outside the wall and the envelope to improve the prototype’s thermal comfort and reduce the decrement factor even more. This MHTITCA house prototype had 85% thermal comfort, 0% overheating, and 15% low heating. This eco-friendly prototype design had the best thermal performance, achieving a thermal lag of twelve hours, a reduced decrement factor of 0.109, and preventing overheating in areas with high thermal fluctuations. Comparatively, the other prototypes examined provided inferior thermal comfort. The suggested MHTITCA system can be an energy-saving and passive cooling option for thermal comfort in low-cost houses in temperate climates with high thermal oscillations in urban or rural settings. Full article
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<p>Bioclimatic classification of the Mexican Republic [<a href="#B22-sustainability-16-09349" class="html-bibr">22</a>].</p>
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<p>Preparation of prefabricated channels: (<b>a</b>) for the walls and (<b>b</b>) for the roof.</p>
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<p>MHTIT experimental module: (<b>a</b>) MHTIT prototype and (<b>b</b>) isometric view of the MHTIT.</p>
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<p>Isometric view of the MMTLM house with reinforced mortar walls, empty milk cartons (Tetra Pak), and a reinforced mortar slab.</p>
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<p>Isometric view of the MBSCLM house with compacted soil block walls and a reinforced mortar slab.</p>
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<p>Isometric view of the MMLM house with reinforced mortar.</p>
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<p>Monthly temperatures in the city of Oaxaca.</p>
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<p>Rainy season in Oaxaca.</p>
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<p>Hourly temperatures in Oaxaca.</p>
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<p>Hourly humidity in Oaxaca.</p>
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<p>Psychrometric chart for Oaxaca.</p>
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<p>Olgyay’s solar graph for Oaxaca.</p>
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<p>Evans’ comfort triangle of Oaxaca.</p>
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<p>Interior temperatures in April 2023: (<b>a</b>) All four prototype systems: MHTIT, MMTLM, MMLM, and MBSCLM. (<b>b</b>) MMLM vs. T<sub>Ext</sub>; (<b>c</b>) MBSCLM vs. T<sub>Ext</sub>; (<b>d</b>) MMTLM vs. T<sub>Ext</sub>.</p>
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<p>Comparative of the hybrid system with thermal insulation (MHTITCA) and without thermal insulation (MHTIT).</p>
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<p>Hottest day of the systems under study.</p>
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<p>Thermal damping and time lag of the MHTITCA system.</p>
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<p>Decrement factor and wall thickness of the present study vs. past studies.</p>
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<p>Thermal lag and wall thickness vs. past studies.</p>
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30 pages, 7038 KiB  
Article
Integrating Machine Learning and Genetic Algorithms to Optimize Building Energy and Thermal Efficiency Under Historical and Future Climate Scenarios
by Alireza Karimi, Mostafa Mohajerani, Niloufar Alinasab and Fateme Akhlaghinezhad
Sustainability 2024, 16(21), 9324; https://doi.org/10.3390/su16219324 - 27 Oct 2024
Cited by 1 | Viewed by 1841
Abstract
As the global energy demand rises and climate change creates more challenges, optimizing the performance of non-residential buildings becomes essential. Traditional simulation-based optimization methods often fall short due to computational inefficiency and their time-consuming nature, limiting their practical application. This study introduces a [...] Read more.
As the global energy demand rises and climate change creates more challenges, optimizing the performance of non-residential buildings becomes essential. Traditional simulation-based optimization methods often fall short due to computational inefficiency and their time-consuming nature, limiting their practical application. This study introduces a new optimization framework that integrates Bayesian optimization, XGBoost algorithms, and multi-objective genetic algorithms (GA) to enhance building performance metrics—total energy (TE), indoor overheating degree (IOD), and predicted percentage dissatisfied (PPD)—for historical (2020), mid-future (2050), and future (2080) scenarios. The framework employs IOD as a key performance indicator (KPI) to optimize building design and operation. While traditional indices such as the predicted mean vote (PMV) and the thermal sensation vote (TSV) are widely used, they often fail to capture individual comfort variations and the dynamic nature of thermal conditions. IOD addresses these gaps by providing a comprehensive and objective measure of thermal discomfort, quantifying both the frequency and severity of overheating events. Alongside IOD, the energy use intensity (EUI) index is used to assess energy consumption per unit area, providing critical insights into energy efficiency. The integration of IOD with EUI and PPD enhances the overall assessment of building performance, creating a more precise and holistic framework. This combination ensures that energy efficiency, thermal comfort, and occupant well-being are optimized in tandem. By addressing a significant gap in existing methodologies, the current approach combines advanced optimization techniques with modern simulation tools such as EnergyPlus, resulting in a more efficient and accurate model to optimize building performance. This framework reduces computational time and enhances practical application. Utilizing SHAP (SHapley Additive Explanations) analysis, this research identified key design factors that influence performance metrics. Specifically, the window-to-wall ratio (WWR) impacts TE by increasing energy consumption through higher heat gain and cooling demand. Outdoor temperature (Tout) has a complex effect on TE depending on seasonal conditions, while indoor temperature (Tin) has a minor impact on TE. For PPD, Tout is a major negative factor, indicating that improved natural ventilation can reduce thermal discomfort, whereas higher Tin and larger open areas exacerbate it. Regarding IOD, both WWR and Tin significantly affect internal heat gains, with larger windows and higher indoor temperatures contributing to increased heat and reduced thermal comfort. Tout also has a positive impact on IOD, with its effect varying over time. This study demonstrates that as climate conditions evolve, the effects of WWR and open areas on TE become more pronounced, highlighting the need for effective management of building envelopes and HVAC systems. Full article
(This article belongs to the Special Issue Sustainable and Renewable Thermal Energy Systems)
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<p>Methodological diagram for this study.</p>
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<p>Graphical workflow for the NSGA-II optimizing procedure [<a href="#B38-sustainability-16-09324" class="html-bibr">38</a>].</p>
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<p>Flowchart of the optimization approach scheme.</p>
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<p>3D view of the case study (<b>left</b>) and functioning of the VRF system (<b>right</b>) [<a href="#B78-sustainability-16-09324" class="html-bibr">78</a>].</p>
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<p>BO model’s iterations to identify the ideal RMSE in different time frames.</p>
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<p>R<sup>2</sup> proficiency assessment for TE, PPD, and IOD in different time frames.</p>
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<p>Influence of design factors on the target function using SHAP analysis.</p>
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<p>Pareto frontiers for multi-objective optimization to find the optimum result in different time frames.</p>
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<p>Relationship between design variables and objective function in different time frames.</p>
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