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21 pages, 2282 KB  
Review
Terpenoid Phytosomes as Advanced Delivery Systems: Molecular Interactions, Pharmacological Potential, and Scalable Manufacturing Approaches
by Shynggys Sergazy, Shyngys Aliakpar, Gulimzhan Adekenova, Khorlan Itzhanova, Orazio Taglialatela-Scafati and Sergazy Adekenov
Int. J. Mol. Sci. 2026, 27(6), 2868; https://doi.org/10.3390/ijms27062868 (registering DOI) - 22 Mar 2026
Abstract
Terpenoids represent a large class of bioactive natural compounds with promising pharmacological properties, including anti-inflammatory, antimicrobial, and anticancer activities. However, their clinical application is often limited by poor aqueous solubility, low membrane permeability, and suboptimal bioavailability. Phytosomal delivery systems have emerged as a [...] Read more.
Terpenoids represent a large class of bioactive natural compounds with promising pharmacological properties, including anti-inflammatory, antimicrobial, and anticancer activities. However, their clinical application is often limited by poor aqueous solubility, low membrane permeability, and suboptimal bioavailability. Phytosomal delivery systems have emerged as a promising strategy to enhance the pharmacokinetic performance of plant-derived compounds by forming molecular complexes between bioactive molecules and phospholipids. This review critically examines the structural principles, preparation methods, physicochemical characterization, and biological performance of terpenoid phytosomes. Particular attention is given to the molecular interactions between terpenoids and phospholipids that govern complex formation and vesicular assembly. The review also summarizes current analytical techniques used to confirm phytosome formation and discusses the influence of formulation parameters, including phospholipid composition and molar ratios, on stability and biological activity. In addition, emerging insights from molecular modeling and membrane interaction studies are considered to better understand the mechanisms underlying improved drug delivery. Finally, challenges related to safety assessment, manufacturing scalability, and clinical translation of phytosomal systems are discussed. Overall, terpenoid phytosomes represent a promising nanodelivery platform capable of improving the pharmacokinetic profile and therapeutic potential of terpenoid compounds. Full article
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16 pages, 2297 KB  
Review
Polymeric Nanogels for Antimicrobial Therapy
by M. Cristina Ibarra-Alonso, Sofía Estrada-Flores, Alejandra E. Herrera-Alonso, Elsa Nadia Aguilera-González and Antonia Martínez-Luévanos
Gels 2026, 12(3), 264; https://doi.org/10.3390/gels12030264 (registering DOI) - 22 Mar 2026
Abstract
At present, the development of antimicrobial systems requires ongoing and consistent improvement in their efficacy and versatility. Polymeric nanogels can serve as an efficient tool for this purpose, as they have become an excellent alternative for the design of tissue engineering and bone [...] Read more.
At present, the development of antimicrobial systems requires ongoing and consistent improvement in their efficacy and versatility. Polymeric nanogels can serve as an efficient tool for this purpose, as they have become an excellent alternative for the design of tissue engineering and bone regeneration scaffolds, in addition to vehicles for the delivery of drugs or active substances, and they have recently been investigated as wound dressings. Nanogels have also been shown to be an excellent alternative for nanomedicine due to their antimicrobial activity and specific properties, such as swelling, biocompatibility, and biodegradability. In this review, we present an analysis of the use of polymeric nanogels for antimicrobial therapy and provide a discussion focused on different types of nanogels and their advantages and disadvantages, which will serve as a reference point for the future development of nanogels with antimicrobial properties. We also focus on the analysis of the different methodologies employed to prepare nanogels. Full article
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12 pages, 2051 KB  
Article
Emulsion Prepared with Auricularia polytricha (Mont.) Sacc. As a Direct Emulsifier for β-Carotene Encapsulation: Stability and Digestibility
by Jianxin Fu, Jing Wei, Tingxia Yan, Xing Zhu, Yuhang Chen and Zhenghong Hao
Processes 2026, 14(6), 1017; https://doi.org/10.3390/pr14061017 (registering DOI) - 22 Mar 2026
Abstract
β-Carotene is widely utilized in food systems due to its biological activities, but exhibits poor chemical stability and low bioavailability. This study utilized whole Auricularia polytricha (Mont.) Sacc. powder as a direct emulsifier to establish a natural emulsion-based delivery system designed to [...] Read more.
β-Carotene is widely utilized in food systems due to its biological activities, but exhibits poor chemical stability and low bioavailability. This study utilized whole Auricularia polytricha (Mont.) Sacc. powder as a direct emulsifier to establish a natural emulsion-based delivery system designed to enhance the stability of β-carotene. Under optimal conditions, using 7% Auricularia polytricha (Mont.) Sacc. powder (120 μm) and 1% oil phase fraction, microscopic analysis revealed that emulsion droplets were small and uniformly distributed, resulting in excellent long-term stability. After UV irradiation, the degradation rate of β-carotene in the emulsion was significantly lower than that of β-carotene directly dispersed in the oil phase. In vitro simulated digestion indicated that β-carotene retention in the intestinal phase reached 9.2% in the emulsion system, 1.2 ± 0.23% higher than in the conventional oil-dissolved system. This strategy offers a practical approach for the high-value utilization of this fungal resource, streamlining industrial processes and reducing production costs. Full article
(This article belongs to the Topic Sustainable Food Processing: 2nd Edition)
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35 pages, 20337 KB  
Article
The Use of Recycled Poly(Ethylene Terephthalate)/Amorphous Polyester Blends/Composites in Materials Extrusion (MEX) Additive Manufacturing Techniques: The Influence of Talc and Carbon Fiber on the Mechanical Performance and Hear Resistance
by Jacek Andrzejewski, Natan Zelewski, Wiktoria Gosławska, Adam Piasecki, Patryk Mietliński, Frederik Desplentere and Aleksander Hejna
Polymers 2026, 18(6), 768; https://doi.org/10.3390/polym18060768 (registering DOI) - 22 Mar 2026
Abstract
The conducted study was focused on the development of a new type of polymer blends intended for additive manufacturing applications, in particular, the material extrusion method (MEX). The developed materials were prepared from recycled poly(ethylene terephthalate) and amorphous copolymers poly(ethylene terephthalate-glycol) (PETG), and [...] Read more.
The conducted study was focused on the development of a new type of polymer blends intended for additive manufacturing applications, in particular, the material extrusion method (MEX). The developed materials were prepared from recycled poly(ethylene terephthalate) and amorphous copolymers poly(ethylene terephthalate-glycol) (PETG), and poly(cyclohexylenedimethyl terephthalate-glycol) (PCTG). The basic blend systems were additionally modified with POE-g-GMA impact modifier (IM) during the reactive extrusion process. The main aim of the work was to assess the effectiveness of using composite additives and their influence on the mechanical and thermomechanical parameters of the tested systems. To prepare the composites, selected polymer blends were modified with 10% of talc (T) and carbon fibers (CF). The properties evaluation includes the mechanical/thermomechanical testing, thermal analysis and structural observations. The accuracy of printing was measured using optical scanning methods. The test results indicate that even the relatively small amount of the CF filler could lead to a significant increase in tensile modulus from reference 1.6 GPa to 2.9 GPa; the same improvement applies to strength values, where the CF-modified materials reached 45 MPa, compared to the reference 31 MPa. The heat deflection tests (0.455 MPa) after annealing revealed the maximum HDT of around 170 °C for both types of CF-modified materials. The Vicat test results were also favorable for annealed materials. Considering that the Vicat/HDT results after the 3D-printing process usually reach around 70 °C, the performed heat treatment strongly enhanced the heat resistance for most of the prepared blends. The performed studies revealed that for most of the prepared materials, the brittleness was a common drawback for both MEX-printed and injection-molded materials. Full article
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21 pages, 2679 KB  
Article
Cryoprotective Effects of Tuna Skin Antifreeze Peptides on the Quality of Salmon Flesh During Low-Temperature Fluctuations
by Zhe Xu, Ziyu Zhang, Zijin Qin, Tengfei Li, Zihao Zhang, Shuyu Zhou, Jianbo Sun and Tingting Li
Foods 2026, 15(6), 1105; https://doi.org/10.3390/foods15061105 (registering DOI) - 22 Mar 2026
Abstract
Repetitive temperature fluctuations during transportation and storage promote ice crystal formation in salmon flesh, leading to protein denaturation, lipid oxidation, and quality loss. Tuna skin, a major by-product of tuna processing, is a potential source of antifreeze peptides (AFPs) but remains underutilized. This [...] Read more.
Repetitive temperature fluctuations during transportation and storage promote ice crystal formation in salmon flesh, leading to protein denaturation, lipid oxidation, and quality loss. Tuna skin, a major by-product of tuna processing, is a potential source of antifreeze peptides (AFPs) but remains underutilized. This study examined the cryoprotective effects of tuna skin-derived AFPs on salmon cubes subjected to repeated freeze–thaw cycles. Cubes treated with AFPs from three groups of protein hydrolysates prepared using trypsin, pepsin, or neutral protease were evaluated for texture, color, water holding capacity (WHC), volatile odor profiles, protein conformation, biochemical indices, and microstructure. AFP treatment improved textural properties, maintained color stability, and reduced thawing, cooking, and centrifugal losses. The neutral protease-treated group exhibited the optimal cryoprotective ability and it also limited aldehyde and sulfide accumulation, preserved the retention rate of α-helix structure at 49% which was higher than 39% in controls, and enhanced Ca2+-ATPase activity to 1.75 μmol Pi·mg−1·h−1 with a 45.8% increase compared to controls, and significantly inhibited protein and lipid oxidation. Microstructural analysis showed compact fibers and intact sarcolemma in the neutral protease-treated group samples, contrasting with severe disruption in controls. This study showed that tuna skin AFPs mitigate freeze–thaw damage in salmon cubes by stabilizing proteins and reducing oxidative deterioration, highlighting their potential as natural, healthy cryoprotectants for seafood preservation, meeting the growing demand of the food industry for clean-label, low-calorie preservation solutions, while advancing the circular economy of aquatic processing via the valorization of tuna skin by-products for high-value seafood applications. Full article
(This article belongs to the Special Issue Nutrition, Safety and Storage of Seafoods)
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27 pages, 7165 KB  
Article
Protein-Modulated Stimuli-Responsive Hydrogels Based on Methacrylated Bovine Serum Albumin and pNIPAm: pH- and Temperature-Dependent Drug Release Behavior
by Muge Sennaroglu Bostan
Gels 2026, 12(3), 263; https://doi.org/10.3390/gels12030263 (registering DOI) - 22 Mar 2026
Abstract
Hydrogels are widely investigated as drug carriers for cancer therapy due to their ability to provide sustained release and reduce systemic side effects. In this study, MeBSA–PNIPAm hydrogels were developed as dual-temperature and pH-responsive systems for gastrointestinal delivery of 5-FU. MeBSA was successfully [...] Read more.
Hydrogels are widely investigated as drug carriers for cancer therapy due to their ability to provide sustained release and reduce systemic side effects. In this study, MeBSA–PNIPAm hydrogels were developed as dual-temperature and pH-responsive systems for gastrointestinal delivery of 5-FU. MeBSA was successfully synthesized using glycidyl methacrylate and confirmed by FTIR and 1H-NMR analyses. Hydrogels with varying MeBSA/NIPA ratios were prepared via redox polymerization. DSC results showed that increasing MeBSA content shifted the phase transition temperature of hydrogels, while TGA analysis revealed enhanced thermal stability with higher MeBSA incorporation. Temperature-dependent swelling experiments further demonstrated that the VPTT slightly shifted depending on the surrounding pH, indicating that the thermoresponsive behavior of the hybrid network is influenced by the pH-dependent charge state of the protein component. Swelling studies performed at 30, 37, and 40 °C and at pH 1.2 and 7.4 confirmed dual-responsive behavior. Drug loading efficiencies above 70% were achieved for all formulations. In vitro release studies at 37 °C demonstrated distinct composition-dependent release profiles. During the first 2 h, all hydrogels exhibited controlled and limited release without burst behavior under acidic conditions. Following the transition to pH 7.4, a composition-dependent increase in drug release was observed. GEL 4 achieved the fastest and highest cumulative release (91%), whereas GEL 1 provided the most sustained release over 72 h (32%). Kinetic analysis indicated diffusion-controlled release, best described by the Weibull and Korsmeyer–Peppas models. Cytocompatibility tests showed that fibroblast viability improved with increasing MeBSA content. Overall, protein-modulated dual-responsive hydrogels offer tunable and biocompatible platforms for stimuli-responsive gastrointestinal drug delivery applications. Full article
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10 pages, 2863 KB  
Article
Corrosion and Anti-Corrosion Mechanisms of Epoxy Resin/Graphene and Epoxy Resin/Graphene Oxide Composite Coatings on Magnesium Alloys
by Diqing Wan, Mingyang He, Yang Zhou and Yi Xue
Metals 2026, 16(3), 353; https://doi.org/10.3390/met16030353 (registering DOI) - 22 Mar 2026
Abstract
Graphene and graphene oxide are potential anti-corrosion materials. In this study, epoxy resin/graphene and epoxy resin/graphene oxide composite coatings were succeed prepared. Hydrogen evolution and electrochemical experiments were conducted to determine key parameters—including hydrogen evolution rate, hydrogen evolution volume, corrosion current density, and [...] Read more.
Graphene and graphene oxide are potential anti-corrosion materials. In this study, epoxy resin/graphene and epoxy resin/graphene oxide composite coatings were succeed prepared. Hydrogen evolution and electrochemical experiments were conducted to determine key parameters—including hydrogen evolution rate, hydrogen evolution volume, corrosion current density, and corrosion potential—of the designed composites in a 3.5 wt.% NaCl solution. The sample with the highest graphene oxide content was 0.8295 μA/cm2, representing a two-order-of-magnitude decrease compared to the matrix. Combined with scanning electron microscopy, the surface morphologies of various coatings after corrosion were observed, and the corrosion mechanisms of magnesium alloys with these coatings were carefully discussed. Based on electrochemical analysis, this study proposes and verifies that the working mechanism of the composite coatings relies on a physical barrier rather than a redox reaction. Full article
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12 pages, 532 KB  
Review
Additive Manufacturing in Orthopaedic Trauma: Current Evidence and Applications
by Nikolaos A. Stavropoulos, Fotios Kantas, Dimitrios V. Papadopoulos, Vasileios S. Nikolaou and George C. Babis
Medicina 2026, 62(3), 599; https://doi.org/10.3390/medicina62030599 (registering DOI) - 21 Mar 2026
Abstract
Additive manufacturing also known as three-dimensional printing (3D printing), provided the ability to produce precise three-dimensional structures, representing a rapidly growing field in Orthopaedics. Its clinical value has been attributed to the ability to create complex three dimensional objects with relative ease and [...] Read more.
Additive manufacturing also known as three-dimensional printing (3D printing), provided the ability to produce precise three-dimensional structures, representing a rapidly growing field in Orthopaedics. Its clinical value has been attributed to the ability to create complex three dimensional objects with relative ease and at low cost. However, the available evidence regarding its applications in trauma was heterogeneous. This narrative review aimed to analyze the clinical applications of 3D printing in traumatology. Additionally, the research gaps that emerged in our literature search were underscored. Four application domains were selected based on their prevalence in the screened literature and relative level of clinical implementation within orthopaedic traumatology, including (1) 3D-printed anatomical models, (2) patient-specific surgical guides (PSSGs), (3) 3D-printed implants, and (4) temporary 3D-printed external fixation devices. 3D-printed anatomical models were found to help in reducing operative time, estimated blood loss, and the intraoperative radiation exposure. The use of PSSGs was shown to improve intraoperative accuracy and to provide a basis for consistent, accurate, and reproducible outcomes. However, their implementation was hindered by preparation time, the need for stable anatomical landmarks, and reduced accuracy due to potential soft-tissue injury and swelling. In contrast, 3D-printed implants and external fixation devices constituted promising but less extensively studied applications of 3D printing in trauma. The production of customized implants and external fixators, as suggested by the studies available, was deemed feasible, with comparable mechanical properties and significantly lower cost. Larger multicenter studies are required to support and validate these findings. Overall, based on the available evidence, 3D-printed anatomical models and patient-specific surgical guides demonstrate the highest level of clinical applicability, primarily in preoperative planning and intraoperative guidance. Full article
(This article belongs to the Special Issue Recent Advances and Future Challenges in Orthopaedic Trauma Surgery)
17 pages, 3154 KB  
Article
Embedded MOX-Based Volatilomic Sensing for Real-Time Classification of Plant-Based Milk Beverages
by Elisabetta Poeta, Veronica Sberveglieri and Estefanía Núñez-Carmona
Sensors 2026, 26(6), 1976; https://doi.org/10.3390/s26061976 (registering DOI) - 21 Mar 2026
Abstract
The increasing diffusion of plant-based milk alternatives poses new challenges at the intersection of food safety and consumer experience, particularly regarding allergen cross-contamination and beverage performance during preparation. Traditional quality control strategies are typically confined to upstream production stages and are unable to [...] Read more.
The increasing diffusion of plant-based milk alternatives poses new challenges at the intersection of food safety and consumer experience, particularly regarding allergen cross-contamination and beverage performance during preparation. Traditional quality control strategies are typically confined to upstream production stages and are unable to address individualized risks and sensory variability at the point of consumption. In this study, we propose an embedded volatilomic sensing approach that combines metal oxide semiconductor (MOX) sensor arrays with lightweight artificial intelligence algorithms to enable real-time, on-device decision-making. The volatilome of four commercially available plant-based milk beverages (oat, almond, soy, and coconut) was characterized using GC–MS/SPME as a reference method, while a MOX-based electronic nose provided rapid, non-destructive sensing of volatile fingerprints. Linear Discriminant Analysis demonstrated clear discrimination among beverage types based on their volatile signatures, supporting the use of MOX sensor arrays as functional descriptors of compositional identity and process-related variability. Beyond beverage classification, the proposed framework is designed to support future implementation of (i) screening for anomalous volatilomic patterns potentially compatible with accidental cow’s milk carryover in shared preparation settings and (ii) adaptive tuning of preparation parameters (e.g., foaming-related settings) in smart beverage systems. The results highlight the role of embedded volatilomic intelligence as a unifying layer between personalized risk-aware screening and sensory-oriented process control, paving the way for intelligent food-processing appliances capable of autonomous, real-time adaptation at the point of consumption. Full article
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17 pages, 5623 KB  
Article
A Facile Nanocarrier for Paclitaxel Delivery Based on Carboxymethyl Chitosan Encapsulated 6-Deoxy-6-Mercapto-β-Cyclodextrin Grafted Concave Cubic Gold
by Hao Li, Lin Zhang, You Long, Chao Shen, Song Zhang, Fang Chen, Nan Chen and Chenghong Huang
Nanomaterials 2026, 16(6), 378; https://doi.org/10.3390/nano16060378 (registering DOI) - 21 Mar 2026
Abstract
Paclitaxel is a first-line anticancer drug, but its low water solubility impedes bioavailability The purpose of this study is to estalish a delivery strategy via carboxymethyl chitosan (CMCS)-encapsulated 6-deoxy-6-mercapto-β-cyclodextrins (dmβCDs)-modified concave cubic gold (CCGs) to achieve PTX release. CCGs were initially synthesized by [...] Read more.
Paclitaxel is a first-line anticancer drug, but its low water solubility impedes bioavailability The purpose of this study is to estalish a delivery strategy via carboxymethyl chitosan (CMCS)-encapsulated 6-deoxy-6-mercapto-β-cyclodextrins (dmβCDs)-modified concave cubic gold (CCGs) to achieve PTX release. CCGs were initially synthesized by the one-pot method and further modified by dmβCDs, the dmβCDs can effectively capture PTX molecules, followed by encapsulation with CMCS, and then prepare pH-responsive CMCS/dmβCDs/CCGs nanocarriers after lyophilization. Results indicated that desirable hexagonal CCGs with 50 ± 5 nm size can be obtained by adjusting H2O2 and HClO concentration. FT-IR, Raman and XRD spectra had confirmed dmβCDs successfully grafted to the surface of CCGs. Drug loading experiments demonstrated that the nanocarrier encapsulated PTX in amorphous powder or molecular form have a capacity of 55.05 µg/mL. Drug release experiments revealed PTX release from CMCS/dmβCDs/CCGs nanocarriers carrying a typical pH-responsive profile and indicating earlier release in an acidic environment than in a neutral or alkaline environment. The proposed method can be utilized to effectually achieve high-efficiency solubilization and targeted release inside tumor cells of PTX. Full article
17 pages, 6264 KB  
Article
Mechanism of the EICP Centrifugal Cementation Method for Short-Term Brick Crack Rehabilitation
by Zhongyuan Chen, Xiaolong Xu, Jianping Wei, Xueyan Guo and Xinyi Ke
Buildings 2026, 16(6), 1251; https://doi.org/10.3390/buildings16061251 (registering DOI) - 21 Mar 2026
Abstract
Traditional enzyme-induced carbonate precipitation (EICP) technology for brick crack rehabilitation is commonly plagued by solution clogging and low repair efficiency. To overcome these technical limitations, a novel centrifugal cementation method was proposed in this study, with its core innovation lying in decoupling the [...] Read more.
Traditional enzyme-induced carbonate precipitation (EICP) technology for brick crack rehabilitation is commonly plagued by solution clogging and low repair efficiency. To overcome these technical limitations, a novel centrifugal cementation method was proposed in this study, with its core innovation lying in decoupling the EICP reaction from the masonry reinforcement process. After the complete reaction of urease with the cementation solution, a high-concentration calcium carbonate colloid was extracted via centrifugation, which was then mixed with fine sand to prepare a repair mortar for direct injection into brick cracks. The experimental results, based on a single-factor design with a fixed soybean powder concentration (180 g/L, peak urease activity), showed that the maximum flexural strength of the repaired bricks reached 2.31 MPa, recovering as much as 122.9% of that of the cracked unrepaired bricks. Furthermore, the flexural strength of the repaired bricks exhibited a significant positive correlation with the calcium carbonate content (20–100%) and curing time (3–28 days). Phase analysis indicated that the repair mortar was primarily composed of calcite and quartz. The high shear force generated by centrifugation triggered explosive nucleation of calcium carbonate, and spherical calcite particles were formed through Ostwald ripening, exhibiting a distinct characteristic of decoupling between the spherical morphology and calcite crystal phase. The centrifugal cementation method proposed in this study achieves excellent short-term repair effects for masonry structures under laboratory conditions, thus providing a novel technical approach for the crack rehabilitation of masonry structures. Full article
(This article belongs to the Section Building Materials, and Repair & Renovation)
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14 pages, 4096 KB  
Article
Biochar-Enhanced Inorganic Gel for Water Plugging in High-Temperature and High-Salinity Fracture-Vuggy Reservoirs
by Shiwei He and Tengfei Wang
Processes 2026, 14(6), 1014; https://doi.org/10.3390/pr14061014 (registering DOI) - 21 Mar 2026
Abstract
With the expansion of global oil and gas resource exploration and development into deep and ultra deep layers, the efficient development of deep carbonate rock fracture cave reservoirs has become the key to ensuring energy security. However, this type of reservoir commonly faces [...] Read more.
With the expansion of global oil and gas resource exploration and development into deep and ultra deep layers, the efficient development of deep carbonate rock fracture cave reservoirs has become the key to ensuring energy security. However, this type of reservoir commonly faces high temperatures, high salinity, and extremely strong heterogeneity, leading to increasingly severe water content spikes caused by dominant water flow channels. Although the existing traditional inorganic plugging agent has good temperature resistance, it has the defects of great brittleness and easy cracking, while the organic polymer gel is prone to degradation failure under high temperature and high salt environments. In order to solve the above problems, a new biochar-enhanced inorganic composite gel system was constructed by using biochar prepared from agricultural and forestry waste pyrolysis as a functional enhancement component. Through rheological testing, high-temperature and high-pressure mechanical experiments, long-term thermal stability evaluation, and dynamic sealing experiments of fractured rock cores, the reinforcement and toughening laws and rheological control mechanisms of biochar on inorganic matrices were systematically studied. Research has found that a biochar content of 0.5 wt% can significantly improve the micro pore structure of the matrix. By utilizing its micro aggregate filling effect and interfacial chemical bonding, the compressive strength of the solidified body can be increased to over 2 MPa, and there is no significant decline in strength after aging at 130 °C for 30 days. More importantly, the unique “adsorption slow-release” mechanism of biochar effectively stabilizes the hydration reaction kinetics at high temperatures, extending the solidification time of the system to 15 h and solving the problem of flash condensation in deep well pumping. This system exhibits excellent shear thinning characteristics and crack sealing ability, and presents a unique “yield reconstruction” toughness sealing feature. This study elucidates the multidimensional strengthening mechanism of biochar in inorganic cementitious materials, providing technical reference for stable oil and water control in deep fractured reservoirs. Full article
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30 pages, 4282 KB  
Systematic Review
Data Preprocessing Techniques for Machine Learning Towards Improving Building Energy Performance: A Systematic Review
by Weixian Mu, Riccardo Cardelli and Simone Ferrari
Energies 2026, 19(6), 1561; https://doi.org/10.3390/en19061561 (registering DOI) - 21 Mar 2026
Abstract
Enhancing building energy performance has become an essential goal, particularly as building energy management systems (BEMSs) increasingly rely on high-quality data and reliable predictive models. Although machine learning (ML) models have been widely applied to building energy prediction, optimisation, and management, their reliability [...] Read more.
Enhancing building energy performance has become an essential goal, particularly as building energy management systems (BEMSs) increasingly rely on high-quality data and reliable predictive models. Although machine learning (ML) models have been widely applied to building energy prediction, optimisation, and management, their reliability in practice is often constrained by data preprocessing rather than algorithm selection. Existing studies often emphasise algorithmic development while providing limited systematic investigation of preprocessing practices, leading to methodological misconceptions and reduced robustness of ML-driven building energy management. As a novel contribution, this article presents a systematic review of 73 scientific articles published from 2020 to 2025 in the field of preprocessing practices. To this goal, a three-step data preprocessing workflow is organised, comprising data analysis, data preparation, and feature engineering. The strengths, limitations, and recurring misconceptions of preprocessing techniques adopted in the analysed studies are synthesised, with emphasis on their impact on prediction accuracy, interpretability, and model robustness. As a result, this review reframes the data preprocessing stage as a decision-making process in which data analysis and the energy improvement task constrain and inform subsequent data preparation and feature engineering steps to address building energy performance enhancement tasks. Full article
(This article belongs to the Collection Review Papers in Energy and Environment)
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27 pages, 3445 KB  
Article
Artificial Neural Network-Based Prediction of Compressive Strength for Mix Design Evaluation in Sustainable Expanded Polystyrene-Infused Concrete
by Kavin John O. Castillanes and Gilford B. Estores
Buildings 2026, 16(6), 1252; https://doi.org/10.3390/buildings16061252 (registering DOI) - 21 Mar 2026
Abstract
Lightweight concrete incorporating expanded polystyrene (EPS) remains an active area of research due to its potential to produce more sustainable resource-efficient construction materials. However, identifying the optimal mix design for EPS-infused concrete typically requires extensive experimental trials, resulting in significant time, cost, and [...] Read more.
Lightweight concrete incorporating expanded polystyrene (EPS) remains an active area of research due to its potential to produce more sustainable resource-efficient construction materials. However, identifying the optimal mix design for EPS-infused concrete typically requires extensive experimental trials, resulting in significant time, cost, and material consumption. To address this challenge, this study proposes an artificial neural network (ANN) predictive model with 5-fold cross-validation to estimate compressive strength performance and to develop mix design recommendations based on actual and predicted results. A total of 55 experimental samples were prepared and grouped into 11 batches, with the EPS volume replacement levels ranging from 0% to 50% at 5% increments. Model performance was evaluated using mean squared error (MSE), root mean squared error (RMSE), mean absolute error (MAE), mean absolute percentage error (MAPE), coefficient of determination (R2), and scatter index (SI), with graphical representations like predicted vs. actual plots, response plots, and residual plots, and the results were benchmarked against a multiple linear regression (MLR) model. Among the tested configurations, the 4-5-1 ANN model demonstrated the highest predictive accuracy. Furthermore, a Shapley (SHAP) analysis was conducted to interpret the model behavior and determine the relative importance of the input variables. The findings reveal that EPS content had the greatest influence on compressive strength prediction, followed by slump value, then gravel content, and finally concrete density. Full article
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18 pages, 2739 KB  
Article
Influence of Composition and Network Formation Sequence on the Responsive Behavior of Double-Network Hydrogels
by Lenka Hanyková, Julie Šťastná and Ivan Krakovský
Gels 2026, 12(3), 260; https://doi.org/10.3390/gels12030260 (registering DOI) - 21 Mar 2026
Abstract
This study investigates how the composition and synthesis sequence affect the structure and responsive behavior of single-network (SN) and double-network (DN) hydrogels composed of poly(N,N’-diethylacrylamide) (PDEAAm) and polyacrylamide (PAAm). DN hydrogels were prepared in two configurations, PDEAAm/PAAm and PAAm/PDEAAm, and compared [...] Read more.
This study investigates how the composition and synthesis sequence affect the structure and responsive behavior of single-network (SN) and double-network (DN) hydrogels composed of poly(N,N’-diethylacrylamide) (PDEAAm) and polyacrylamide (PAAm). DN hydrogels were prepared in two configurations, PDEAAm/PAAm and PAAm/PDEAAm, and compared with SN copolymer hydrogels of varying DEAAm/AAm ratios. 1H NMR spectroscopy revealed that DN hydrogels exhibit significant heterogeneity due to polymer-rich domains, impacting the accuracy of compositional determination and leading to broad NMR signals. Temperature-dependent NMR and gravimetric swelling analyses were used to quantify thermoresponsive behavior, showing that SN copolymer hydrogels exhibit composition-dependent phase transition parameters, while DN hydrogels show relatively constant transition parameters due to heterogeneous structures. NMR relaxation studies of water molecules identified “free” and “bound” molecules whose dynamics differ markedly above the transition temperature, especially in DN systems. Finally, the swelling behavior in water–acetone mixtures was examined, revealing distinct responses depending on hydrogel composition and thermal state. PAAm-rich hydrogels showed abrupt deswelling near 40 vol% acetone, while PDEAAm-based hydrogels responded more gradually. The findings demonstrate that both composition and network formation order critically influence the structural, thermal, and solvent-responsive properties of hydrogels, offering insights for the design of stimuli-responsive materials. Full article
(This article belongs to the Special Issue Polymeric Hydrogels for Biomedical Application (2nd Edition))
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