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Search Results (499)

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18 pages, 4648 KiB  
Article
Wood- and Steel-Based Offsite Construction Solutions for Sustainable Building Renovation: Assessing the European and Italian Contexts
by Graziano Salvalai, Francesca Gadusso and Miriam Benedetti
Sustainability 2025, 17(15), 6799; https://doi.org/10.3390/su17156799 - 26 Jul 2025
Viewed by 459
Abstract
Offsite construction (OSC) offers a promising alternative for accelerating refurbishment projects across Italy and Europe. However, its adoption remains limited due to technical, regulatory, and cultural barriers. This study, conducted as part of the OFFICIO project, maps the current European OSC landscape, with [...] Read more.
Offsite construction (OSC) offers a promising alternative for accelerating refurbishment projects across Italy and Europe. However, its adoption remains limited due to technical, regulatory, and cultural barriers. This study, conducted as part of the OFFICIO project, maps the current European OSC landscape, with a focus on wood and light-steel technologies for sustainable building refurbishment. Combining a literature review, analysis of funded projects, and market data for 541 OSC products, the study develops tailored KPIs to assess these products’ technical maturity, prefabrication level, and environmental integration. The results reveal that wood-based OSC, although less widespread, is more mature and centered on the use of multi-layer panels, while steel-based systems, though more prevalent, remain largely tied to semi-offsite construction, indicating untapped development potential. Research efforts, especially concentrated in Mediterranean regions, focus on technological integration of renewable energy systems. A significant literature gap was identified in information concerning panel-to-wall connection, critical for renovation, limiting OSC’s adaptability to regeneration of existing buildings. The findings highlight the need for cross-sector collaboration, legislative clarity, and better alignment of public procurement standards with OSC characteristics. Addressing these issues is essential to bridge the gap between research prototypes and industrial adoption and accelerate the sustainable transformation of Europe’s construction sector to help meet climate neutrality targets. Full article
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20 pages, 494 KiB  
Article
Review and Novel Framework with Hui–Walter Method and Bayesian Approach for Estimation of Uncertain Remaining Value in Refurbished Products
by Ieva Dundulienė and Robertas Alzbutas
Sustainability 2025, 17(12), 5511; https://doi.org/10.3390/su17125511 - 15 Jun 2025
Viewed by 440
Abstract
Consumers’ growing interest in sustainability and the consideration of purchasing second-hand products present conditions for developing and improving a new method for Remaining Value (RV) estimation. The remaining value refers to the value of an end-of-life product that has been inspected, repaired, if [...] Read more.
Consumers’ growing interest in sustainability and the consideration of purchasing second-hand products present conditions for developing and improving a new method for Remaining Value (RV) estimation. The remaining value refers to the value of an end-of-life product that has been inspected, repaired, if necessary, and prepared for resale. Through the literature review, the main blockers, trustworthiness, price, and quality, were identified as preventing consumers from purchasing used products. Trustworthiness could be ensured by evaluating used products in an automated and model-based manner. To enhance consumers’ confidence, this study proposes a novel framework to assess the remaining value of non-new products by incorporating the diagnostic test results, even in the absence of a gold standard for model comparison and evaluation. This research expands the application of the Hui–Walter method beyond medical diagnostics by adapting it to sustainability-focused estimation. The proposed framework is designed to assist consumers in making data-informed purchase decisions and support retailers in assessing the market price while contributing to the environmental pillar of sustainability by reducing waste and resource consumption and extending the product lifetime. This work aligns with the United Nations Sustainable Development Goals 12 (Responsible Consumption and Production) and 13 (Climate Action) by providing quantifiable methods to extend the product lifecycle and minimize electronic waste. While this study focuses on developing the theoretical framework, future work will apply and validate this framework using empirical case studies and compare it with the remaining value estimation models. Full article
(This article belongs to the Special Issue Data-Driven Sustainable Development: Techniques and Applications)
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48 pages, 541 KiB  
Article
Circular Economy Development in the Shipping Sector in Finland
by Roope Husgafvel
Sustainability 2025, 17(12), 5394; https://doi.org/10.3390/su17125394 - 11 Jun 2025
Viewed by 355
Abstract
The world is facing unprecedented sustainability challenges, and the circular economy (CE) can provide some solutions to promote more sustainable practices among companies. This study aimed at exploring, discovering, analyzing and synthetizing approaches related to the 10R principles, the CE principles and CE [...] Read more.
The world is facing unprecedented sustainability challenges, and the circular economy (CE) can provide some solutions to promote more sustainable practices among companies. This study aimed at exploring, discovering, analyzing and synthetizing approaches related to the 10R principles, the CE principles and CE business models in the shipping sector in Finland. The research approach was based on qualitative research that aimed at identifying approaches related to the selected three main elements: (1) the 10R principles; (2) the CE principles; and (3) CE business models. The findings of this study suggest that most approaches that were identified were related to the following 10R principles: (1) replacement of products or making of products redundant (R0); (2) rethinking of products (R1); and (3) reduction in the use of resources in the manufacturing and use of products (R2). Only a few approaches could be identified that were related to the reuse of products (R3), the recycling of materials (R8) and recovery of materials (R9). There were typically no or only a few approaches identified that were related to the repair of products (R4), refurbishment of products (R5), remanufacturing of products (R6) and repurposing of products and their parts (R7). For many companies, there were no identified approaches related to the R3–R7 principles. Regarding the CE principles, the findings of this study suggest that quite a number of approaches were identified that were related to the circulation of products and materials and that many approaches were identified that were related to the elimination of waste and pollution. Typically only a few approaches were identified for the regeneration of nature. Regarding the CE business models, the findings suggest that quite a number of approaches were identified that were related to the circular supply models, supply chains and inputs, and there were many approaches for resource recovery. Only a few approaches were identified that were related to product use/life extension, sharing and sharing platforms, and product-as-a-service and product-service systems. Full article
(This article belongs to the Section Sustainable Management)
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20 pages, 2667 KiB  
Article
Sensor-Based Diagnostics for Conveyor Belt Condition Monitoring and Predictive Refurbishment
by Ryszard Błażej, Leszek Jurdziak and Aleksandra Rzeszowska
Sensors 2025, 25(11), 3459; https://doi.org/10.3390/s25113459 - 30 May 2025
Cited by 1 | Viewed by 797
Abstract
Rising raw material costs and complex global supply chains have reduced the durability and availability of conveyor belts. In response, condition-based maintenance (CBM) with in situ diagnostics has become essential. This case study from a Polish lignite mine shows how subjective visual inspections [...] Read more.
Rising raw material costs and complex global supply chains have reduced the durability and availability of conveyor belts. In response, condition-based maintenance (CBM) with in situ diagnostics has become essential. This case study from a Polish lignite mine shows how subjective visual inspections were replaced with objective, repeatable measurements of belt core condition and thickness. Shifting refurbishment decisions from the plant to the conveyor improved success rates from 70% to over 90% and optimized belt lifecycle management. Sensor-based monitoring enables predictive maintenance, reduces premature or delayed replacements, increases belt reuse, lowers costs, and supports the circular economy by extending belt core life and reducing raw material demand. The study demonstrates how real-time, sensor-based diagnostics using inductive and ultrasonic technologies supports predictive maintenance of conveyor belts, improving refurbishment efficiency and lifecycle management. Full article
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19 pages, 565 KiB  
Article
RE-HAK: A Novel Refurbish-to-Host Solution Using AI-Driven Blockchain to Advance Circular Economy and Revitalize Japan’s Akiyas
by Manuel Herrador, Wil de Jong, Kiyokazu Nasu and Lorenz Granrath
Buildings 2025, 15(11), 1883; https://doi.org/10.3390/buildings15111883 - 29 May 2025
Cited by 1 | Viewed by 1469
Abstract
In recent decades, Japan has faced rural depopulation due to urban migration, resulting in widespread property abandonment, the “Akiyas”. This paper presents RE-HAK (Refurbish to Host in Akiyas), a blockchain-based framework promoting a circular economy (CE). RE-HAK enables occupants to live rent-free in [...] Read more.
In recent decades, Japan has faced rural depopulation due to urban migration, resulting in widespread property abandonment, the “Akiyas”. This paper presents RE-HAK (Refurbish to Host in Akiyas), a blockchain-based framework promoting a circular economy (CE). RE-HAK enables occupants to live rent-free in Akiyas by completing AI-managed refurbishment milestones via smart contracts. Each milestone—waste removal, structural repairs, or energy upgrades—is verified and recorded on the blockchain. Benefits include: (1) rural economic revival through restoration incentives; (2) sustainable CE adoption; (3) preserving property values by halting deterioration; (4) safeguarding cultural heritage via traditional architecture restoration; and (5) transparent management through automated contracts, minimizing disputes. Findings from three case studies demonstrate RE-HAK’s adaptability across skill levels and project scales, though limitations such as rural digital literacy gaps and reliance on government support for scalability are noted. The framework advances Japan’s revitalization goals while offering a replicable model for nations facing depopulation and property abandonment, contingent on addressing technological and policy barriers. Full article
(This article belongs to the Special Issue Advances in the Implementation of Circular Economy in Buildings)
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17 pages, 439 KiB  
Article
Toward Zero-Emission Buildings in Italy: A Holistic Approach to Identify Actions Under Current and Future Climates
by Franz Bianco Mauthe Degerfeld, Mamak P. Tootkaboni, Matteo Piro, Ilaria Ballarini and Vincenzo Corrado
Energies 2025, 18(11), 2721; https://doi.org/10.3390/en18112721 - 23 May 2025
Viewed by 458
Abstract
The European building sector significantly contributes to the EU’s greenhouse gas reduction goals, with the 2024 Energy Performance of Buildings Directive (EPBD) aiming to achieve a decarbonised building stock by 2050. By focusing on an existing office building representative of the Italian building [...] Read more.
The European building sector significantly contributes to the EU’s greenhouse gas reduction goals, with the 2024 Energy Performance of Buildings Directive (EPBD) aiming to achieve a decarbonised building stock by 2050. By focusing on an existing office building representative of the Italian building stock, this research evaluates various energy efficiency measures and integrates renewable energy systems to transform the building into a Zero-emission Building (ZeB). Moreover, it also utilises future weather data to address the effects of climate change. Results highlight the actions needed for an empirical ZeB transition, offering insights into challenges and key performance indicators across different intervention scenarios. The findings contribute to establishing national ZeB standards, emphasising the importance of the national building renovation plan in compliance with the EPBD recast requirements. Full article
(This article belongs to the Special Issue Performance Analysis of Building Energy Efficiency)
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21 pages, 1936 KiB  
Article
Sustainable Healthcare Plastic Products: Application of the Transition Engineering Design Approach Yields a Novel Concept for Circularity and Sustainability
by Florian Ahrens, Lisa-Marie Nettlenbusch, Susan Krumdieck and Alexander Hasse
Sustainability 2025, 17(10), 4672; https://doi.org/10.3390/su17104672 - 20 May 2025
Viewed by 603
Abstract
Durable plastics are a sustainability challenge for healthcare products. Orthopedic products are regulated with strict specifications for human tissue interactions. Healthcare engineers and managers select plastic to meet the full range of material properties. Plastic is plentiful, low cost, and reliable, with established [...] Read more.
Durable plastics are a sustainability challenge for healthcare products. Orthopedic products are regulated with strict specifications for human tissue interactions. Healthcare engineers and managers select plastic to meet the full range of material properties. Plastic is plentiful, low cost, and reliable, with established supply chains. Used plastic products can be discarded using existing waste management systems with low externality costs for orthopedic businesses. However, plastic is produced from fossil petroleum, raising issues for sustainability commitments of healthcare product companies. Barriers to the transition away from single-use plastic toward circular systems and bio-based healthcare products have been studied, but the transition is a goal that has yet to be realized. This research article reports on a transition engineering design sprint with a medium-sized orthopedic company specializing in orthoses for children and teenagers. The design sprint process engages company experts with systems perspectives on the role of unsustainable plastic in orthopedic healthcare and illuminates opportunities for capturing value in business transition. Two system transition project concepts were co-developed. The first concept is a plastics value map that aims to converge the satisfaction of essential needs with the usefulness of plastics under the limitations of a biophysically constrained future economy. The second concept is an orthopedics library data system concept that would allow reusing of fit-for-purpose used products and to inform the refurbishment of used products. In addition to an explanation of the design of the two concepts, the article presents reflections of co-design stakeholders on the usefulness and usability of the concepts. The article provides a real-world application of the co-design processes in transition engineering and the reflection by the company on the value of the results. The results indicate that the co-designed concepts could enable the company to address its sustainability aspirations and potentially resolve the dissonance of sustainability and business viability. Full article
(This article belongs to the Section Sustainable Products and Services)
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20 pages, 846 KiB  
Article
The Impact of Climate Change on Economic Uncertainty in the Renovation of a Social Housing Building
by Marco Manzan, Atlas Ramezani and Julia Jean Corona
Energies 2025, 18(10), 2562; https://doi.org/10.3390/en18102562 - 15 May 2025
Viewed by 445
Abstract
The renovation of buildings impacts various factors; one of them is the economic aspect, which has a significant influence on the decision-making process in building refurbishment, especially in social housing. An often-neglected aspect of renovation is the influence of climate change. Typically, historical [...] Read more.
The renovation of buildings impacts various factors; one of them is the economic aspect, which has a significant influence on the decision-making process in building refurbishment, especially in social housing. An often-neglected aspect of renovation is the influence of climate change. Typically, historical climate data are used to estimate the building’s future energy needs. However, due to climate change, this approach may fail to accurately represent future environmental conditions, resulting in miscalculations in energy consumption and costs. This study analyzed a building archetype obtained from the TABULA webtool with the characteristics of a social house building located in Trieste. Dynamic simulations were performed using DesignBuilder and EnergyPlus software and future climate models (the GERICS_CNRM-CM5 and GERICS_IPSL-CM5A-MR models obtained from the EURO-CORDEX database). The projected energy needs of the renovated building and its economic effects were compared with current scenarios, and due to the uncertainties in economic parameters, the outcome is expressed in terms of percentiles of the Net Present Value (NPV). The results of this study show that since temperature increases in the future, the need for energy in the heating period reduces, while the need for cooling increases, directly affecting the statistical distribution of the NPV. Full article
(This article belongs to the Special Issue Performance Analysis of Building Energy Efficiency)
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22 pages, 1428 KiB  
Article
A State-of-the-Art Review of Retrofit Interventions in Low-Emission School Buildings Located in Cool Temperate Climates
by Andrzej Kaczmarek
Buildings 2025, 15(10), 1620; https://doi.org/10.3390/buildings15101620 - 11 May 2025
Viewed by 831
Abstract
The refurbishment of school buildings offers the opportunity to reduce energy consumption and carbon emissions, which positively influences reductions in environmental impact. It is also important to remember to maintain or enhance the comfort of the users of such buildings. This paper presents [...] Read more.
The refurbishment of school buildings offers the opportunity to reduce energy consumption and carbon emissions, which positively influences reductions in environmental impact. It is also important to remember to maintain or enhance the comfort of the users of such buildings. This paper presents a systematic review of the state of the art of current trends and low-carbon technical, operational, and behavioural methods used in the refurbishment of school buildings in cool temperate climates. This subject matter is positioned at the interface of architecture and environmental engineering. This study identifies the most commonly used active and passive refurbishment methods, as well as the research gaps and problems of applied solutions, and demonstrates the most likely and cost-effective optimisation directions in existing schools. The article also considers the issue of innovative technologies, the increasing impact of climate change, and the impact of less predictable phenomena, such as the outbreak of the COVID-19 pandemic and its huge impact on school buildings. Full article
(This article belongs to the Special Issue The State-of-the-Art Technologies for Zero-Energy Buildings)
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30 pages, 2026 KiB  
Article
Research on the Construction Path of Circular Supply Chain with Multiple Subjects: Identification and Analysis of Key Driving Factors Based on Technology Cycle
by Meijing Chen, Ting Wang, Qichen Zhao and Yujie Hu
Systems 2025, 13(5), 365; https://doi.org/10.3390/systems13050365 - 9 May 2025
Viewed by 582
Abstract
The cyclic process of the circular supply chain (CSC) involves many stakeholders, and how to synergistically promote the active participation of different entities in CSC practices in the complex context of interacting factors is an important condition for moving towards low-carbon sustainable development [...] Read more.
The cyclic process of the circular supply chain (CSC) involves many stakeholders, and how to synergistically promote the active participation of different entities in CSC practices in the complex context of interacting factors is an important condition for moving towards low-carbon sustainable development and realizing the economic benefits as well as the competitive advantages of enterprises. Therefore, based on the technology cycle perspective (recycling, remanufacturing, refurbishing, repairing, and reusing), this study combines text mining and bibliometrics to identify CSC drivers, establish a factor prioritization assessment model, and construct a comprehensive framework for a set of CSC implementation pathways covering multiple subjects and multidimensional factor interaction mechanisms. The results emphasize that the most critical drivers are policies and regulations, resource use efficiency, and consumer awareness and attitudes, with contribution rates of 5.1%, 4.5%, and 4.5%, respectively. On this basis, this paper explores the efficiency-enhancing path strategy for the synergistic implementation of CSC by multiple subjects from the perspectives of the four key subjects of CSC. It puts forward policy recommendations to promote the successful implementation of CSC at the level of mechanism construction and specific operation, to provide theoretical guidance for the cooperation of upstream and downstream subjects. Full article
(This article belongs to the Section Supply Chain Management)
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26 pages, 5364 KiB  
Review
A Comprehensive Review of Cable Monitoring Techniques for Nuclear Power Plants
by Allan Ghaforian, Patrick Duggan and Lixuan Lu
Energies 2025, 18(9), 2333; https://doi.org/10.3390/en18092333 - 2 May 2025
Viewed by 837
Abstract
Cables are critical to the safe and reliable operation of nuclear power plants (NPPs) since they are widely used as a connection medium for various safety-critical equipment. According to research data and operational experience (OPEX), cable materials can degrade with time, resulting in [...] Read more.
Cables are critical to the safe and reliable operation of nuclear power plants (NPPs) since they are widely used as a connection medium for various safety-critical equipment. According to research data and operational experience (OPEX), cable materials can degrade with time, resulting in reduced dielectric strength and higher leakage current. Cables may degrade gradually over time under normal service conditions and fail unexpectedly as a result of sudden exposure to harsher environments, such as Secondary Steam Line Breaks (SSLBs), or when required to operate under the severe conditions of a design basis event, such as a Loss-of-Coolant Accident (LOCA). To assess the condition of medium- and low-voltage cables in Canadian nuclear power plants, numerous inspection methods and electrical testing techniques are employed. These techniques include dielectric spectroscopy, polarization/depolarization current analysis, reflectometry, dielectric standby tests, AC partial discharge, and very-low-frequency (VLF) Tan Delta assessments for medium-voltage (MV) cables. While these methods provide precise diagnostic insights, they require cables to be disconnected at both ends and de-energized, posing operational constraints. Consequently, on-line plant cable monitoring has garnered significant interest, particularly for new reactor developments and large-scale NPP refurbishments. This paper provides a comprehensive benchmarking of existing technologies and a state-of-the-art review of modern cable assessment methodologies. It examines commercially available solutions and ongoing research in power testing for low-voltage (LV) and MV cables, with a particular focus on their applicability in nuclear power settings. Full article
(This article belongs to the Section B4: Nuclear Energy)
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18 pages, 5896 KiB  
Article
Efficiency of Alternative Reinforcement Methods for Wooden Ceilings and Their Ecological Aspects
by Karl Deix, Christian Huber and Josip Gogic
Materials 2025, 18(9), 2032; https://doi.org/10.3390/ma18092032 - 29 Apr 2025
Viewed by 409
Abstract
In the case of load increases and the refurbishment of existing buildings, it is often necessary to carry out strengthening measures on existing timber beams. When timber concrete composite (TCC) ceilings cannot be used, it is possible to reinforce the undersides of the [...] Read more.
In the case of load increases and the refurbishment of existing buildings, it is often necessary to carry out strengthening measures on existing timber beams. When timber concrete composite (TCC) ceilings cannot be used, it is possible to reinforce the undersides of the beams with structural steel or fiber composites (aramid or carbon-fiber-reinforced polymer). This work investigates how significant effects on the load-bearing and deformation behavior can be achieved with these materials in terms of construction practice. The article is intended to show structural engineers which reinforcement measures lead to which forces, deformations, etc., and how these are utilized. This should form the basis for the planning of reinforcement measures, as it is not clear from the beginning whether AFRP, CFRP, or steel is the most suitable material. For this purpose, a comparative parameter study was carried out under practical conditions and with a variable degree of reinforcement using the corresponding formulas. The internal forces in the timber and reinforcement cross-sections, the deflection behavior, and the failure loads at the strength and design levels were calculated. It was demonstrated that, particularly for steel and carbon-fiber-reinforced polymer (CFRP) reinforcements, significant increases in the ultimate load can be achieved and the often-important deformation behavior can be significantly improved. Especially the steel variant leads to high improvements in deflection and breaking load behavior, with the base material (wood) also being utilized more economically as a result. A comparative ecological study in the form of the global warming potential showed that reinforcement methods are also advantageous from the point of view of sustainability compared to renovations with timber concrete composite slabs or new concrete slabs. Full article
(This article belongs to the Section Advanced Composites)
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34 pages, 3333 KiB  
Article
Should Recovery Strategies Be Reuse or Recycling Based? A Case Study on Discarded Electronics in Melbourne, Australia
by Hans Ronald Krikke, Mark Sayers and Lizzie Smith
Logistics 2025, 9(2), 58; https://doi.org/10.3390/logistics9020058 - 25 Apr 2025
Viewed by 888
Abstract
Background: Optimizing reverse chains is more difficult than forward linear supply chains. Careful consideration should be given to recovery strategies to optimize product reuse as well as recycling. Methods: Using a 450-product dataset from the Melbourne area collection project and literature sources, we [...] Read more.
Background: Optimizing reverse chains is more difficult than forward linear supply chains. Careful consideration should be given to recovery strategies to optimize product reuse as well as recycling. Methods: Using a 450-product dataset from the Melbourne area collection project and literature sources, we applied a calculation model with four recovery options. It modeled different return quality levels, three market segments, cost structures, buy-back and resell prices, carbon emissions, and the percentage of reuse and recycling for the four Rs (volume-based). We compared fifteen recovery strategies with one, two, three, or four recovery options and carried out sensitivity analyses to explore the impact of return volumes and quality, recovery cost, and market prices. Results: The main findings are as follows: (i) Product reuse has a lot of potential, but currently only for premium brands and requires the returned products to be of good quality. (ii) Environmental footprints are reduced in almost all scenarios, so economic viability is the main bottleneck in applying (more) reuse. (iii) Eco-design and circular business models may pave the way to reduce costs and increase market acceptance. Conclusions: We conclude with three suggested strategies for promoting reuse of electronic equipment: 1. Collecting discarded products earlier; 2. Incentivizing modular product design; 3. Greater consistency in asset management and refurbishment operations. Full article
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23 pages, 7639 KiB  
Article
Evaluating Thermal Insulation Strategies for High-Rise Residential Buildings in Sarajevo
by Florian Teichmann, Azra Korjenic, Lamija Balić, Mirela Idrizović, Aldin Turković, Amir Ljubijankić, Venera Simonović and Sanela Klarić
Energies 2025, 18(7), 1758; https://doi.org/10.3390/en18071758 - 1 Apr 2025
Viewed by 584
Abstract
Aging residential buildings in urban areas require effective thermal insulation to enhance energy efficiency and indoor comfort. In Bosnia and Herzegovina (BiH), expanded polystyrene (EPS) is the most commonly used insulation material due to its affordability, despite concerns regarding its flammability and environmental [...] Read more.
Aging residential buildings in urban areas require effective thermal insulation to enhance energy efficiency and indoor comfort. In Bosnia and Herzegovina (BiH), expanded polystyrene (EPS) is the most commonly used insulation material due to its affordability, despite concerns regarding its flammability and environmental impact. While regulatory changes since 2019 have recommended rock wool for high-rise buildings, the absence of binding fire safety regulations has allowed the continued use of EPS, often driven by financial constraints. This study examines energy efficiency refurbishments in Sarajevo’s high-rise residential buildings and analyze the implications of the partial implementation of recommended measures. Using case studies, surveys, and expert interviews, this research identifies key challenges, such as limited funding, fragmented renovations, and inconsistent coordination between stakeholders. The findings indicate that facade insulation is often prioritized over comprehensive upgrades, including window replacement and heating system improvements, leading to suboptimal energy savings and minimal cost reductions for residents. Additionally, the complexity of multi-apartment ownership structures hinders uniform improvements in energy efficiency. Despite these challenges, property values tend to increase after renovation, highlighting the long-term financial benefits. To maximize energy savings and ensure sustainable urban housing, stronger interdisciplinary collaboration, improved funding mechanisms, and adherence to fire-safety standards are necessary. These measures would enhance the effectiveness of renovations and support long-term energy efficiency strategies. Full article
(This article belongs to the Section G: Energy and Buildings)
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11 pages, 1043 KiB  
Article
Mining Product Reviews for Important Product Features of Refurbished iPhones
by Atefeh Anisi, Gül E. Okudan Kremer and Sigurdur Olafsson
Information 2025, 16(4), 276; https://doi.org/10.3390/info16040276 - 29 Mar 2025
Viewed by 441
Abstract
Problem: Remanufacturers want to increase consumer interest in refurbished products, which motivates the need to understand which product features are important to buyers of refurbished products such as mobile phones. Research Questions: This study addresses two questions. First, which product features are most [...] Read more.
Problem: Remanufacturers want to increase consumer interest in refurbished products, which motivates the need to understand which product features are important to buyers of refurbished products such as mobile phones. Research Questions: This study addresses two questions. First, which product features are most important for buyers of refurbished iPhones? Second, how do those preferences differ from the preferences of buyers of new iPhones? Methods: Online reviews of iPhones are obtained and converted into a document–term matrix. Using this text model, three subsets of features are identified using statistical analysis of frequency of mention: most frequent, average, and least frequent. A logistic regression (LR) model is then used to identify which features are most predictive of whether a review is for a new or refurbished phone. Results: Buyers of refurbished phones mention battery health, screen/display, shell condition, and brand significantly more often than other features. Directly contrasting reviews of refurbished versus new phones shows that shell condition, brand, speaker, and charger are found to be the most predictive product features indicated in reviews for refurbished phones. Of those, the shell condition is significantly more predictive than the others. Implications: The results identify product features that remanufacturers of iPhones can emphasize to increase customer demand. Full article
(This article belongs to the Special Issue Big Data Analytics, Decision-Making Models, and Their Applications)
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