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39 pages, 8007 KiB  
Article
The Integration of Advanced Mechatronic Systems into Industry 4.0 for Smart Manufacturing
by Mutaz Ryalat, Enrico Franco, Hisham Elmoaqet, Natheer Almtireen and Ghaith Alrefai
Sustainability 2024, 16(19), 8504; https://doi.org/10.3390/su16198504 (registering DOI) - 29 Sep 2024
Abstract
In recent years, the rapid advancement of digital technologies has driven a profound transformation in both individual lives and business operations. The integration of Industry 4.0 with advanced mechatronic systems is at the forefront of this digital transformation, reshaping the landscape of smart [...] Read more.
In recent years, the rapid advancement of digital technologies has driven a profound transformation in both individual lives and business operations. The integration of Industry 4.0 with advanced mechatronic systems is at the forefront of this digital transformation, reshaping the landscape of smart manufacturing. This article explores the convergence of digital technologies and physical systems, with a focus on the critical role of mechatronics in enabling this transformation. Using technologies such as advanced robotics, the Internet of Things (IoT), artificial intelligence (AI), and big data analytics, industries are developing intelligent and interconnected systems capable of real-time data exchange, distributed decision making, and automation. The paper further explores two case studies: one on a smart plastic injection moulding machine and another on soft robots. These examples illustrate the synergies, benefits, challenges, and future potential of integrating mechatronics with Industry 4.0 technologies. Ultimately, this convergence fosters the development of smart factories and products, enhancing manufacturing efficiency, adaptability, and productivity, while also contributing to sustainability by reducing waste, optimising resource usage, and lowering the environmental impact of industrial production. This marks a significant shift in industrial production towards more sustainable practices. Full article
(This article belongs to the Special Issue Sustainable, Resilient and Smart Manufacturing Systems)
21 pages, 2415 KiB  
Article
Factors Influencing Carbon Emission and Low-Carbon Development Levels in Shandong Province: Method Analysis Based on Improved Random Forest Partial Least Squares Structural Equation Model and Entropy Weight Method
by Yingjie Zhu, Yinghui Guo, Yongfa Chen, Jiageng Ma and Dan Zhang
Sustainability 2024, 16(19), 8488; https://doi.org/10.3390/su16198488 (registering DOI) - 29 Sep 2024
Abstract
Comprehensively clarifying the influencing factors of carbon emissions is crucial to realizing carbon emission reduction targets in China. To address this issue, this paper develops a four-level carbon emission influencing factor system from six perspectives: population, economy, energy, water resources, main pollutants, and [...] Read more.
Comprehensively clarifying the influencing factors of carbon emissions is crucial to realizing carbon emission reduction targets in China. To address this issue, this paper develops a four-level carbon emission influencing factor system from six perspectives: population, economy, energy, water resources, main pollutants, and afforestation. To analyze how these factors affect carbon emissions, we propose an improved partial least squares structural equation model (PLS-SEM) based on a random forest (RF), named RF-PLS-SEM. In addition, the entropy weight method (EWM) is employed to evaluate the low-carbon development level according to the results of the RF-PLS-SEM. This paper takes Shandong Province as an example for empirical analysis. The results demonstrate that the improved model significantly improves accuracy from 0.8141 to 0.9220. Moreover, water resources and afforestation have relatively small impacts on carbon emissions. Primary and tertiary industries are negative influencing factors that inhibit the growth of carbon emissions, whereas total energy consumption, the volume of wastewater discharged and of common industrial solid waste are positive and direct influencing factors, and population density is indirect. In particular, this paper explores the important role of fisheries in reducing carbon emissions and discusses the relationship between population aging and carbon emissions. In terms of the level of low-carbon development, the assessment system of carbon emission is constructed from four dimensions, namely, population, economy, energy, and main pollutants, showing weak, basic, and sustainable stages of low-carbon development during the 1997–2012, 2013–2020, and 2021–2022 periods, respectively. Full article
(This article belongs to the Special Issue Energy Sources, Carbon Emissions and Economic Growth)
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21 pages, 4910 KiB  
Article
Physicochemical Marker for Determination of Value-Adding Component in Over-Ripe Thai Mango Peels
by Pirawan Chaiwan, Pornchai Rachtanapun, Yuthana Phimolsiripol, Warintorn Ruksiriwanich, Chunmei Li, Lu Luo, Dan Shen, Hsiao-Hang Chung, David George, Tibet Tangpao, Sarana Rose Sommano and Piyachat Sunanta
Horticulturae 2024, 10(10), 1036; https://doi.org/10.3390/horticulturae10101036 (registering DOI) - 29 Sep 2024
Abstract
Thailand is a prominent global producer of mangoes, providing a wide range of mango cultivars and dealing with the challenge of managing biomass. Thus, biorefining mango peel to extract valuable components has the potential to reduce organic waste and create a new revenue [...] Read more.
Thailand is a prominent global producer of mangoes, providing a wide range of mango cultivars and dealing with the challenge of managing biomass. Thus, biorefining mango peel to extract valuable components has the potential to reduce organic waste and create a new revenue source for the mango processing sector. This study aims to examine the physiology, physiochemical, and chemical characteristics in peel of nine Thai mango cultivars, along with the relationship between their characteristics. The Thai mango cultivars Mahachanok, Chok anan, and Rad exhibited a yellow appearance, while the other six cultivars appeared yellow-green. However, the firmness of the fruit was directly correlated with the firmness of the pulp. A proximate composition study revealed that the predominant constituent of mango peel was carbohydrates, comprising up to 75% of its composition. This was followed by fibre, which accounted for up to 13%. The Nga mango had the highest levels of total phenolic content (220 mgGAE/g) and total flavonoid content (5.5 mgCE/g). The primary phenolic acids identified in Thai mango peel were epicatechin, caffeic acid, catechin, and gallic acid. The Mahachanok cultivar exhibited the highest antioxidant activity, as determined by the ABTS and DPPH assays, with values of 85.67% and 85.78%, respectively. This study demonstrated the connections between the physiochemical characteristics of mangoes and their chemical compositions in different cultivars, indicating the possibility of choosing particular cultivars for extracting targeted bioactive compounds. The multivariate analyses revealed that there was no correlation between the physiochemical and chemical profiles of mangoes. This study highlights the significance of mango peel as a valuable by-product that has significant environmental and economic ramifications for the mango processing industry. Full article
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24 pages, 10729 KiB  
Article
Performance of Geopolymer Insulation Bricks Synthesized from Industrial Waste
by Kamilia A. M. El Naggar, Mahmoud M. Abd El-Razik, Mohammed Kuku, Mohammad Arishi, Ibrahim M. Maafa, Ayman Yousef and Eman M. Abdel Hamid
Minerals 2024, 14(10), 977; https://doi.org/10.3390/min14100977 (registering DOI) - 28 Sep 2024
Abstract
In the current work, aluminum dross from the aluminum industry and fired-clay brick waste (Homra) were combined with alkaline activators (Na2SiO3/NaOH) with varying molarities of NaOH to create insulating geopolymer bricks. An alkaline activator with an (S/L) ratio of [...] Read more.
In the current work, aluminum dross from the aluminum industry and fired-clay brick waste (Homra) were combined with alkaline activators (Na2SiO3/NaOH) with varying molarities of NaOH to create insulating geopolymer bricks. An alkaline activator with an (S/L) ratio of 3/1 was combined with Homra to replace it partly. The mixture was then molded into 50 × 50 × 50 mm3 stainless steel molds. Water absorption, compressive strength, bulk density, and apparent porosity of the produced geopolymer were measured at various curing durations and NaOH molarities. The findings showed that adding more aluminum dross waste replacement leads to a decrease in bulk density and compressive strength and an increase in the creation of pores that improve the produced bricks’ ability to insulate against heat. Using 8 M of NaOH after 28 days, the findings revealed that 3% aluminum dross waste replacement has a compressive strength of about 8.6 MPa, water absorption of 14.6%, bulk density of 1.307 g/cm3, and thermal conductivity of 0.32 W/m·K. The Egyptian standard, ASTM C62, satisfies these outcomes. Using DesignBuilder energy simulation software version 6.1.06, the constructed insulating brick under ideal circumstances was utilized to calculate its contribution performance in energy consumption. The annual energy consumption was reduced by about 21% compared to traditional hollow cement bricks. Full article
(This article belongs to the Special Issue Geopolymers: Synthesis, Characterization and Application)
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24 pages, 1756 KiB  
Article
Integrated Benefits of Sustainable Utilization of Construction and Demolition Waste in a Pressure-State-Response Framework
by Han Zhang, Shiying Shi, Fangfang Zhao, Mingming Hu and Xiao Fu
Sustainability 2024, 16(19), 8459; https://doi.org/10.3390/su16198459 (registering DOI) - 28 Sep 2024
Abstract
This study presents the first application of the pressure-state-response (PSR) model in the comprehensive assessment of construction and demolition waste (CDW) recycling benefits. Unlike traditional methods, the PSR model provides a multi-dimensional analysis that integrates economic, environmental, and social factors, offering a more [...] Read more.
This study presents the first application of the pressure-state-response (PSR) model in the comprehensive assessment of construction and demolition waste (CDW) recycling benefits. Unlike traditional methods, the PSR model provides a multi-dimensional analysis that integrates economic, environmental, and social factors, offering a more holistic approach to evaluating the impact of CDW recycling strategies. This model enables stakeholders to better understand the pressures, states, and responses involved in CDW management, providing actionable insights to optimize recycling efforts and support sustainable urban development. Using the pressure-state-response (PSR) logical framework of sustainable economics, this paper systematically analyzed the comprehensive benefit mechanism of the recycling of construction and demolition waste (CDW), and designed a comprehensive benefit evaluation model for CDW recycling. At the same time, taking Chongqing as an example, the management status of construction and demolition waste, the supply and demand matching of sustainable recycling products, and the impact of the input and output of CDW management were analyzed. The results were as follows: (1) The recovery rate of urban manure fluctuated between 0.13 and 0.17, mainly in temporary landfill. (2) Based on the latest market demand data of CDW recycled products, the supply–demand ratio of recycled products fluctuated between 0.11 and 0.21. This change in the supply–demand ratio reflects improvements in recycling technologies, such as the introduction of C2CA technology, which has greatly increased the supply of high-quality recycled materials. In addition, government policies encouraging the use of recycled products in public projects have contributed to this shift, further aligning supply with market demand. (3) The benefit–cost ratio of CDW management reflects new recycling technologies and the improved efficiency of CDW management. The benefit–cost ratio, which currently fluctuates between 0.32 and 0.39, more accurately reflects the current state of CDW management, which is increasingly adopting advanced technologies, resulting in increased efficiency and reduced costs. Based on this, this paper discusses the supply–demand relationship and benefit–cost ratio in CDW management from supply-side and demand-side perspectives, and puts forward corresponding countermeasures and suggestions. The research results provide a clear reference for improving the efficiency of building demolition waste resource utilization, especially in optimizing the balance of market supply and demand, and improving the economic benefits of recycled products. By analyzing the balance between the supply and demand ratio and the benefit–cost ratio, this study helps inform policy makers, businesses, and investors, to promote the sustainable development of CDW recycling projects to maximize resource efficiency, while reducing environmental pressures. These results not only provide practical guidelines for the implementation of CDW recycling projects, but also lay a foundation for future policy formulation and the setting of industry standards. Full article
(This article belongs to the Section Waste and Recycling)
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18 pages, 730 KiB  
Article
Electric Vehicle Battery Remanufacturing: Circular Economy Leadership and Workforce Development
by Bianca Ifeoma Chigbu, Fhulu H. Nekhwevha and Ikechukwu Umejesi
World Electr. Veh. J. 2024, 15(10), 441; https://doi.org/10.3390/wevj15100441 (registering DOI) - 28 Sep 2024
Abstract
Given the increasing momentum globally towards sustainable transportation, the remanufacturing of used electric vehicle lithium-ion batteries (EV LIBs) emerges as a critical opportunity to promote the principles of the circular economy. Existing research highlights the significance of remanufacturing in resource conservation and waste [...] Read more.
Given the increasing momentum globally towards sustainable transportation, the remanufacturing of used electric vehicle lithium-ion batteries (EV LIBs) emerges as a critical opportunity to promote the principles of the circular economy. Existing research highlights the significance of remanufacturing in resource conservation and waste reduction. Nevertheless, detailed insights into South Africa’s (SA’s) specific capabilities and strategic approaches in the context of used EV LIBs remain sparse. By utilizing in-depth interviews with fifteen key industry stakeholders and drawing on institutional theory, this qualitative study evaluates SA’s infrastructure, technical expertise, and regulatory frameworks in the EV LIB remanufacturing sector to address this gap. The findings reveal proactive strategies, including technical expertise, sustainable infrastructure, and robust regulatory frameworks aligned with global standards. This study proposes strategic initiatives like the Interdisciplinary Innovation Hub and Mobile Remanufacturing Labs, which are analytically derived from stakeholder insights and aim to predict potential pathways for workforce development, especially in rural areas. Innovative training programs, including the Virtual Reality Consortium, Circular Economy Institutes, and the Real-world Challenges Program, will ensure a skilled workforce committed to sustainability and circular economy principles. The conclusions highlight SA’s potential to become a leader in EV LIB remanufacturing by integrating circular economy principles, enhancing technical expertise, and fostering international collaboration. Full article
(This article belongs to the Special Issue Propulsion Systems of EVs 2.0)
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28 pages, 10237 KiB  
Article
Applying the Delphi Method to Assess Critical Success Factors of Digitalization While Sustaining Lean at a Lean Automaker
by Hasan Oktay Goktas and Nejat Yumusak
Sustainability 2024, 16(19), 8424; https://doi.org/10.3390/su16198424 - 27 Sep 2024
Abstract
This paper describes the critical success factors for digitalization in manufacturing within the framework of Industry 4.0 and Industry 5.0 while sustaining Lean and Lean-reinforcement links during this transformation within the actual transformation journey of an enterprise (Toyota Motor Europe). In this regard, [...] Read more.
This paper describes the critical success factors for digitalization in manufacturing within the framework of Industry 4.0 and Industry 5.0 while sustaining Lean and Lean-reinforcement links during this transformation within the actual transformation journey of an enterprise (Toyota Motor Europe). In this regard, 11 critical success factors for “digital transformation”, 9 critical success factors for “Lean sustainability”, and 12 reinforcement links (between Lean and digitalization) were identified from the published literature and 56 one-on-one discussions with Toyota Production System experts. Both Lean and digitalization frameworks were developed using the ontology method. Then, a survey with these experts was conducted, in which the Delphi method was used as a survey tool for an analysis, which was performed in three steps: an analysis of psychometric properties was conducted, a stability analysis of the Delphi method was performed, and the significance of non-consensus hypotheses of the results were examined. The results show that “top management commitment” is the most critical factor for digital transformations, whereas for Lean sustainability, it is “keep Genchi Genbutsu (go and see)”. It was found that digitalization impacts Lean very positively (high/strong or high) for a majority of the links and lean on the positive side for the remaining links. These findings can help manufacturing firms make informed decisions regarding minimal waste, lead times, and the right strategy for digitalization. Full article
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12 pages, 1759 KiB  
Article
Recycling of Waste Oyster Shells for Fluoride Removal from Hydrofluoric Acid Wastewater
by Su Bin Kang, Gwang-Il Ko, Byeong-Chan Min, Zhuo Wang, Su Min Kim and Sung Wook Won
Recycling 2024, 9(5), 86; https://doi.org/10.3390/recycling9050086 - 27 Sep 2024
Abstract
The investigation into the implementation and widespread adoption of oyster shell recycling methods aimed at restoring coastal ecosystems and enhancing water quality is currently limited. In this study, we investigated the utilization of oyster shell powder (OSP) as a cost-effective and environmentally sustainable [...] Read more.
The investigation into the implementation and widespread adoption of oyster shell recycling methods aimed at restoring coastal ecosystems and enhancing water quality is currently limited. In this study, we investigated the utilization of oyster shell powder (OSP) as a cost-effective and environmentally sustainable method for treating high-fluoride-concentration wastewater, a byproduct of industrial processes. We conducted extensive laboratory testing to determine the optimal conditions for fluoride removal. This involved variations in OSP doses, particle sizes, and initial wastewater pH levels. The results of these tests showed that OSP achieved fluoride removal efficiencies exceeding 98% at an optimal dosage of 5 g/L. In addition, OSP effectively adjusted the wastewater pH from highly acidic (pH 2) to almost neutral (pH 6.87), demonstrating its effectiveness in real-world industrial wastewater treatment. OSP, derived from oyster shell waste, is rich in calcium carbonate and offers a novel approach to wastewater management by leveraging a natural waste product. This study demonstrates the potential of OSP as a waste management strategy and contributor to the circular economy by repurposing industrial byproducts. Full article
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19 pages, 5919 KiB  
Article
Bacterial Cellulose Production within a Circular Economy Framework: Utilizing Organic Waste
by Cristina Moreno-Díaz, Salvador González-Arranz and Carmen Martínez-Cerezo
Polymers 2024, 16(19), 2735; https://doi.org/10.3390/polym16192735 - 27 Sep 2024
Abstract
Bacterial cellulose (BC) has emerged as a sustainable biomaterial with diverse industrial applications. This paper examines BC production through a circular economy framework, focusing on organic waste as a primary feedstock. It compares static and agitated cultivation methods for BC production, highlighting their [...] Read more.
Bacterial cellulose (BC) has emerged as a sustainable biomaterial with diverse industrial applications. This paper examines BC production through a circular economy framework, focusing on organic waste as a primary feedstock. It compares static and agitated cultivation methods for BC production, highlighting their advantages and limitations. Static cultivation using Gluconacetobacter xylinum yields high-quality cellulose films but is constrained by lower yields and longer incubation times. Agitated cultivation accelerates production but may affect fiber uniformity. This paper emphasizes sustainability by exploring organic waste materials such as coffee grounds, tea leaves, and food scraps as cost-effective nitrogen and carbon sources. These materials not only lower production costs but also support circular economy principles by converting waste into valuable products. BC produced from these waste sources retains key properties, making it suitable for applications in the textile and other industries. In addition, BC production can align with vegan principles, provided that all additives and processing methods are free of animal-derived components. The paper discusses BC’s potential to replace synthetic fibers in textiles and reduce environmental impact. Case studies show successful BC integration into textile products. In conclusion, this paper calls for more research to optimize BC production processes and explore new industrial applications. Using organic waste in BC production can help industries adopt sustainable practices, reduce environmental footprints, and create high-value materials. Full article
(This article belongs to the Special Issue Advances in Cellulose-Based Polymers and Composites, 2nd Edition)
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17 pages, 322 KiB  
Review
The Elements Defining the Potential for the Development of Health-Promoting Substances from Secondary Herbal Materials
by Valdas Jakštas
Appl. Sci. 2024, 14(19), 8722; https://doi.org/10.3390/app14198722 - 27 Sep 2024
Abstract
Agricultural waste is rich in bioactive molecules. When evaluating the viability of circular models for the development of health-promoting substances and final products, it is important to highlight that the industrial processing of fruits and other valuable herbal materials generates a considerable number [...] Read more.
Agricultural waste is rich in bioactive molecules. When evaluating the viability of circular models for the development of health-promoting substances and final products, it is important to highlight that the industrial processing of fruits and other valuable herbal materials generates a considerable number of by-products and significant amounts of waste that contain health-promoting components. These by-products can be utilized purposefully in pharmaceuticals and related areas for the development of health-promoting products. The linear utilization of agricultural waste results in the loss of a range of valuable bioactive compounds, including polyphenols (anthocyanins, flavonoids, phenolic acids, and related compounds), antioxidants from other groups, phytosterols, tocopherols, and fatty acids. As an illustrative example, the waste materials of species belonging to the Vaccinium L. genus represent a notable secondary resource that can be purposefully applied to the development of health-promoting preparations. The fruits of these wasted herbal materials have been found to contain beneficial polyphenols, which play a pivotal role in the prevention of various chronic conditions, including precancerous conditions, inflammatory diseases, and other ailments. In addition, the fruits of blackberries, elderberries, and purple corn—which are similarly rich in anthocyanins—also provide a promising avenue for further development. Phenolic compounds suitable for recycling are also found in the by-products of sugarcane harvesting. Tomato waste contains a significant amount of lycopene, which is a valuable carotenoid. Other physiological functions may be attributed to the aforementioned by-products of fruit processing which, if used properly, can contribute to the prevention of certain diseases and improving quality of life. This review assesses the gaps in the existing literature on the development of health-promoting substances from herbal secondary materials. Full article
(This article belongs to the Special Issue Recycling of Biological Materials)
13 pages, 619 KiB  
Article
Chemical Analysis and Antioxidant Capacity of the Stages of Lignocellulosic Ethanol Production from Amazonian Fruit Industrial Waste
by Gabriela Vieira Pantoja and Johnatt Allan Rocha de Oliveira
Fermentation 2024, 10(10), 496; https://doi.org/10.3390/fermentation10100496 - 27 Sep 2024
Abstract
Abstract: The production of ethanol from wastes resulting from the process of growing Amazonian fruit is a little-explored approach, in which unknown chemical compounds are released with potential for industrial application. This work aimed to produce lignocellulosic ethanol from waste from Amazonian fruit [...] Read more.
Abstract: The production of ethanol from wastes resulting from the process of growing Amazonian fruit is a little-explored approach, in which unknown chemical compounds are released with potential for industrial application. This work aimed to produce lignocellulosic ethanol from waste from Amazonian fruit farming and to chemically characterize the stages of the process. The wastes (açaí seeds, mango peel, and peach palm peel) were pretreated with 1% to 5% H2SO4 and 15% solids; the resulting solid fraction was enzymatically hydrolyzed with cellulase at 20 FPU, and the liquid fraction (liqueurs) and enzymatic and fermented hydrolysates produced were chemically characterized. Via HPLC for sugars and fermentation inhibitors, we determined the antioxidant capacities and total phenolic compounds. The liquors from the pretreatment of açaí seeds released the most significant amount of glucose, while in the hydrolyzed solid fractions, the mango peel produced the highest glucose content. Among the fermented liquors, the highest ethanol content was the açaí seed at 15 and 5% (0.183–0.276 g/L). High glucose levels were produced (0.09–25.05 g/L) and provided ethanol levels that can be improved (0.061–10.62 g/L), in addition to liquors and hydrolysates with interesting amounts of phenolic compounds (14.04–131.87 mg EAG/g DM) and high antioxidant capacities (417.78–2774.07 mmol TEAC/g), demonstrating that these wastes can have other applications in addition to ethanol production. Full article
(This article belongs to the Special Issue Lignocellulosic Biomass Valorization)
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17 pages, 2756 KiB  
Article
Biopolymer from Annona muricata Residues as a Potential Sustainable Raw Material for Industrial Applications
by Igor F. S. Ramos, Samuel C. Dias, Talissa B. C. Lopes, Francisco T. dos S. Silva Júnior, Ricardo de Araújo, Stanley J. C. Gutierrez, Claudia Pessoa, Josy A. Osajima, Marcia S. Rizzo, Edson C. Silva-Filho, Manuela Amorim, Óscar Ramos, Alessandra B. Ribeiro and Marcilia P. Costa
Polysaccharides 2024, 5(4), 523-539; https://doi.org/10.3390/polysaccharides5040033 - 26 Sep 2024
Abstract
Annona muricata is a fruit species belonging to the Annonaceae family, which is native to the warmer tropical areas of North and South America. A large amount of discarded residue from A. muricata is of interest for obtaining new industrial inputs. To propose [...] Read more.
Annona muricata is a fruit species belonging to the Annonaceae family, which is native to the warmer tropical areas of North and South America. A large amount of discarded residue from A. muricata is of interest for obtaining new industrial inputs. To propose the applications of the biopolymer from A. muricata residues (Biop_AmRs), this study aimed to characterize this input chemically and functionally, as well as to evaluate its potential for hemocompatibility and cytotoxicity activity in vitro. Biop_AmRs is an anionic heteropolysaccharide composed of glucose, arabinose, xylose, galactose, mannose, uronic acid, and proteins. This biopolymer exhibited a semicrystalline structure and good thermal stability. Biop_AmRs exhibited excellent water holding capacity, emulsifying properties, and mucoadhesiviness and demonstrated hemocompatibility and cytocompatibility on the L929 cell line. These results indicate possible applications for this biopolymer as a potential environmentally friendly raw material in the food, pharmaceutical, biomedical, and cosmetic industries. Full article
(This article belongs to the Topic Polymers from Renewable Resources, 2nd Volume)
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21 pages, 9009 KiB  
Article
Characterization of Mineralogical and Mechanical Parameters of Alkali-Activated Materials Based on Water Sediments Activated by Potassium Silicate
by Ayodele Afolayan, Martin Mildner, Petr Hotěk, Martin Keppert, Robert Černý and Jan Fořt
Buildings 2024, 14(10), 3077; https://doi.org/10.3390/buildings14103077 - 26 Sep 2024
Abstract
The circular economy transition encompasses the identification of various available and sustainable materials to replace traditional binders in the construction industry. The utilization of water sediments represents this point as a beneficial action that may provide synergy in terms of waste reduction and [...] Read more.
The circular economy transition encompasses the identification of various available and sustainable materials to replace traditional binders in the construction industry. The utilization of water sediments represents this point as a beneficial action that may provide synergy in terms of waste reduction and replacement of energy-intensive materials. To explore the potential of water sediments, this study contemplated the characterization of water sediments as precursors for the design of alkali-activated materials (AAMs). The experimental approach was based on the detailed characterization of raw materials’ chemical, mineralogical, and basic material properties and the assessment of the designed AAM paste and mortar samples. The results achieved revealed the capability of low amorphous water sediments to form dense structures with favorable mechanical performance, reaching up to 36.8 MPa in compressive strength. The microstructural and water sorption characteristics point to the applicability of such materials in the building practice and, thus, the valorization of water sediments into valuable material. Full article
(This article belongs to the Section Building Materials, and Repair & Renovation)
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24 pages, 7534 KiB  
Article
DeepESN Neural Networks for Industrial Predictive Maintenance through Anomaly Detection from Production Energy Data
by Andrea Bonci, Luca Fredianelli, Renat Kermenov, Lorenzo Longarini, Sauro Longhi, Geremia Pompei, Mariorosario Prist and Carlo Verdini
Appl. Sci. 2024, 14(19), 8686; https://doi.org/10.3390/app14198686 - 26 Sep 2024
Abstract
Optimizing energy consumption is an important aspect of industrial competitiveness, as it directly impacts operational efficiency, cost reduction, and sustainability goals. In this context, anomaly detection (AD) becomes a valuable methodology, as it supports maintenance activities in the manufacturing sector, allowing for early [...] Read more.
Optimizing energy consumption is an important aspect of industrial competitiveness, as it directly impacts operational efficiency, cost reduction, and sustainability goals. In this context, anomaly detection (AD) becomes a valuable methodology, as it supports maintenance activities in the manufacturing sector, allowing for early intervention to prevent energy waste and maintain optimal performance. Here, an AD-based method is proposed and studied to support energy-saving predictive maintenance of production lines using time series acquired directly from the field. This paper proposes a deep echo state network (DeepESN)-based method for anomaly detection by analyzing energy consumption data sets from production lines. Compared with traditional prediction methods, such as recurrent neural networks with long short-term memory (LSTM), although both models show similar time series trends, the DeepESN-based method studied here appears to have some advantages, such as timelier error detection and higher prediction accuracy. In addition, the DeepESN-based method has been shown to be more accurate in predicting the occurrence of failure. The proposed solution has been extensively tested in a real-world pilot case consisting of an automated metal filter production line equipped with industrial smart meters to acquire energy data during production phases; the time series, composed of 88 variables associated with energy parameters, was then processed using the techniques introduced earlier. The results show that our method enables earlier error detection and achieves higher prediction accuracy when running on an edge device. Full article
(This article belongs to the Special Issue Digital and Sustainable Manufacturing in Industry 4.0)
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22 pages, 1277 KiB  
Article
Whether Behavioral Guidance Policies of Construction Waste Resource Utilization Are Effective for Construction Contractors: Evidence from China
by Na Zhao, Qin Liu, Zhigang Zhang and Ke Gao
Buildings 2024, 14(10), 3073; https://doi.org/10.3390/buildings14103073 - 26 Sep 2024
Abstract
This research endeavors to delve comprehensively into the ramifications of behavioral guidance policies pertaining to construction waste resource utilization (CWRU) on the behavioral awareness and attitudes of Chinese construction contractors. The implicit attitudes of 98 construction contractor workers toward construction waste collection, sorting, [...] Read more.
This research endeavors to delve comprehensively into the ramifications of behavioral guidance policies pertaining to construction waste resource utilization (CWRU) on the behavioral awareness and attitudes of Chinese construction contractors. The implicit attitudes of 98 construction contractor workers toward construction waste collection, sorting, and reuse were quantitatively assessed by simulating different types of behavior-guided policies using the External Affective Simon Task (EAST) method with unconscious reaction time as an indicator. At the same time, the questionnaire survey was combined to collect and analyze the scores of these workers’ exogenous attitudes toward CWRU, with a view to revealing the contractors’ intrinsic behavioral awareness and exogenous attitudinal tendencies. The study reveals that economic incentive behavioral guidance policies are pivotal in fostering the collection, sorting, and reuse of construction waste. Furthermore, it novelly uncovers the distinct advantages of laws and regulations frameworks in safeguarding the fundamental aspects of construction waste collection. Notably, publicity and education behavioral policies emerge as a cornerstone in elevating the significance of construction waste collection and sorting, highlighting the cruciality of enhancing public awareness and knowledge to propel CWRU. The results of the study not only provide empirical evidence to understand the inherent attitudes of construction contractor workers toward CWRU behavior but also provide practical support for future policymakers. By advocating for economic incentives, strengthening regulations, and leading education, the multi-pronged approach promotes China’s CWRU accelerates the green transformation of the construction industry. Full article
(This article belongs to the Section Construction Management, and Computers & Digitization)
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