Types Of Materials Research Articles

Nonlinear Optical Properties of the Topological Material Bi2Se3 Family for the Application of an Ultrafast Pulse Laser Based on the Occupied and Unoccupied Band Structures.

The Bi2Se3 family can exhibit many intriguing topological insulator properties, including a narrow bandgap and strong surface states, which show excellent nonlinear optical properties. Thinning bulk Bi2Se3 family materials to create a low-cost photoelectric modulation device and explaining the mechanisms of nonlinear optical differences in different types of materials remain challenges. Based on liquid-phase exfoliation technology and tapered fiber, this work prepared optoelectronic modulation devices for various samples within the Bi2Se3 family, quantitatively compared their nonlinear optical properties, and analyzed the sources of differentiation using the occupied and unoccupied multiband structure theory. The results correspond well to the phenomena observed in the ultrafast laser, which will provide strong support for the design of higher performance photoelectric devices based on topological insulators.

MORPHOLOGICAL AND ANATOMICAL RESEARCH OF COMMON MYRTLE LEAVES (MYRTUS COMMUNIS L.)

This paper presents the results of morphological-anatomical study of common myrtle leaves diagnostically significant features (Myrtus communis L.) harvested in the Nikitsky Botanical Garden (Republic of Crimea, Russia). Microscopic analysis of common myrtle leaf petioles was carried out and diagnostic features of dominant biologically active сompounds and tissues luminescence of this plant species leaf petioles were revealed. Morphology and anatomy of common myrtle leaves petioles, luminescence of their tissues were analyzed and summarized and additional diagnostic features of this plant object were revealed. Morphological and anatomical study of common myrtle leaves (Myrtus communis L.) was carried out in accordance with the OFS "Leaves" and "Technique of microscopic and microchemical study of medicinal plant raw materials and medicinal plant preparations" GF RF XIV edition using light microscopy in transmitted and polarized light, as well as luminescence microscopy, which has not been previously studied for this plant. The results of the study concluded that when comparing the luminescence of whole essential oils of myrtle, impure eucalyptus and their components provides a luminescence diagnosis due to the difference in luminescence color; 1,8-cineole is not a diagnostic element in morphological and anatomical luminescence for common myrtle due to the lack of obvious luminescence; euvimal-1 can be used as a diagnostic and luminescence as it has specific luminescence in the form of pink color; the peculiarity of pigmentation of the epithelium of the schizogenic receptacle of the leaf of common myrtle was revealed and the characteristic of its luminescence is species specific for myrtle and can be used as a diagnostic feature in contrast to the impurity raw material of eucalyptus. The results obtained during the study can be further used in the development of the section of the draft pharmacopoeial article “Microscopic features” and other regulatory documentation for a new type of medicinal plant raw material - “Myrtle leaves”, as well as in fundamental botany in the study of species of the family Myrtaceae.

INVESTIGATION ON ELECTRODE WEAR IN MICRO-EDM DRILLING

Micro-EDM drilling is extensively utilized in various industrial sectors due to its capability to machine all types of conductive materials, irrespective of their mechanical properties. This technology is particularly advantageous for drilling applications requiring high aspect ratios and precision. However, electrode wear, both frontal and radial, poses significant challenges, especially in blind hole drilling. This study proposes a mechanical method to measure electrode geometry through touch operations on a sharp target, varying the spindle rotation angle and Z depth. The method's effectiveness was validated through extensive experiments on Ti6Al4V plates using cylindrical and tubular electrodes of different diameters. The study varied energy types and tested new and steady-state electrodes. Results demonstrated the method's ability to detect changes in electrode tip shape under different conditions, revealing phenomena such as the correlation between electrode runout and wear, and the impact of internal washing on tip shape.

BN SO28 - Dual Mesh Technique in Revisional Complex Laparoscopic Repair of Recurrent Paraesophageal Hernia (PEH)

Abstract Background Mesh Augmentation in laparoscopic repair of complex PEH has been an ongoing debate with regards to its risk profile and success rate in reducing hernia recurrence.1 There have been concerns regarding the deployment of non-absorbable mesh around the hiatus resulting in erosion and stricture, which may lead to oesophagectomy or gastrectomy.2 Absorbable mesh has been introduced with appealing advantages of lower mesh-related morbidities, however its high cost and unclear long-term durability remains questionable for its role as an ideal mesh.2 Method This is the case of a 65-year-old patient with chronic reflux symptoms undergoing revisional complex laparoscopic repair of recurrent type 4 PEH. The focus of this video is using a dual mesh technique involving fixation of a non-absorbable synthetic mesh at least 15mm from the oesophageal wall, reinforced with placement of an absorbable biosynthetic mesh which is in contact with the hiatus boundary. Results With regards to position of the permanent synthetic mesh, direct contact with the oesophagogastric wall should be avoided due to complications secondary to erosions and strictures. The deployment of a second mesh of absorbable material is preferred in this patient for hiatal reinforcement to reduce risk of recurrence due to friability of adjacent tissues. Conclusion The dual mesh technique aims to overcome the limitations of both types of mesh materials while preserving their individual benefits, expectantly reducing recurrence.

Tracing metallurgical links and silver provenance in Balkan coinage (5th -1st centuries BCE)

AbstractLocal types of coinage testify to the emerging use of silver in the Balkan interior, possibly related to abundant ore deposits in the region. Here, we present Pb isotope data for silver coins minted by local tribes and settlements (anepigraphic coins attributed to the Derrones/Laeaei, Damastion, Pelagia, Kings of Paeonia) between the 5th and 3rd centuries BCE. For comparison, we analysed coinage of the potential Greek emporia Dyrrhachium and Apollonia for their main element and Pb-Ag isotope compositions. Statistical data evaluation demonstrates close material connections between coins from the Balkan interior and identify a predominantly local raw material provenance. The majority of Damastion’s issues defines a tight cluster fitting Strabo’s (VII.7.8) account that the settlement possessed nearby silver mines in the Balkan interior. Novobërdë/Novo Brdo (Kosovo) can be plausibly hypothesised among the available reference data to have been one of the main ore districts supplying the mint. Mixing is evident for coins from the Kings of Paeonia and coinage attributed to the Derrones/Laeaei. Virtually identical end-members suggest that Paeonian regal coinage recycled tribal issues with contribution of metal obtained from Damastion’s hypothesised mines. Contemporaneous coinage struck by Dyrrhachium as well as end-members calculated for Thasos and the Macedon kingdom (Albarede et al. in Bullion mixtures in silver coinage from ancient Greece and Egypt, J Archaeol Sci 162:105918, 2024a) signal metal sourced from the Balkans, presumably the Macedonian/Paeonian border area. Comparison of data from Greek city-states and coinage issued by Apollonia and Dyrrhachium for the Romans demonstrates a change in the type and origin of raw materials and bullion composition, indicating a shift in monetary customs and possibly metal production technology.

EDI&S SO09 Tracking Waste in Surgical Theatres (TWIST) - a snapshot of waste production in a large teaching hospital

Abstract Background The NHS contributes up to 5% of the UK’s greenhouse gas emissions. Thirty percent is generated by operating theatres, of which a significant proportion comes from single-use consumables. The aim of this project was to evaluate the amount and cost of disposable material that was opened but unused in theatres. By identifying areas for improvement, this can help to reduce the environmental impact of our work. Method This was a trainee lead collaborative study taking place over a period of two weeks at a tertiary teaching hospital, between Monday 19th and Friday 30th June. We prospectively collected information on the number of consumables that were opened but unused across various surgical specialties. The number and type of materials wasted at the end of each list were recorded and a cost analysis performed. A questionnaire was sent to staff to assess factors influencing theatre waste. Results A total of 238 operating lists were covered during the study period. A total of 636 procedures took place, and 544 items were wasted, coming to a cost of £1993.56. The mean number of items wasted per list was 2.3 and the mean cost per list was £8.38. The most common item wasted was sutures. The most common factors staff felt contributed to waste production were the surgeon’s preferences and lack of experience among staff. Conclusion Unnecessary waste production in theatres has significant environmental and financial consequences. We can hope to reduce this by educating staff, including surgeons and the wider theatre team.

Evaluating and improving the predictive accuracy of mixing enthalpies and volumes in disordered alloys from universal pretrained machine learning potentials

The advent of machine learning in materials science opens the way for exciting and ambitious simulations of large systems and long time scales with the accuracy of calculations. Recently, several pretrained universal machine learned interatomic potentials (UPMLIPs) have been published, i.e., potentials distributed with a single set of weights trained to target systems across a very wide range of chemistries and atomic arrangements. These potentials raise the hope of reducing the computational cost and methodological complexity of performing simulations compared to models that require for-purpose training. However, the application of these models needs critical evaluation to assess their usability across material types and properties. In this work, we investigate the application of the following UPMLIPs: MACE, CHGNET, and M3GNET to the context of alloy theory. We calculate the mixing enthalpies and volumes of 21 binary alloy systems and compare the results with DFT calculations to assess the performance of these potentials over different properties and types of materials. We find that the small relative energies necessary to correctly predict mixing energies are generally not reproduced by these methods with sufficient accuracy to describe correct mixing behaviors. However, the performance can be significantly improved by supplementing the training data with relevant training data. The potentials can also be used to partially accelerate these calculations by replacing the structural relaxation step. Published by the American Physical Society 2024

Single-Defect-Induced Peculiarities in Inverse Faraday-Based Switching of Superconducting Current-Carrying States near a Critical Temperature

The Inverse Faraday Effect (IFE) is a phenomenon that enables non-thermal magnetization in various types of materials through the interaction with circularly polarized light. This study investigates the impact of single defects on the ability of circularly polarized radiation to switch between distinct superconducting current states, when the magnetic flux through a superconducting ring equals half the quantum flux, Φ0/2. Using both analytical methods within the standard Ginzburg–Landau theory and numerical simulations based on the stochastic time-dependent Ginzburg–Landau approach, we demonstrate that while circularly polarized light can effectively switch between current-carrying superconducting states, the presence of a single defect significantly affects this switching mechanism. We establish critical temperature conditions above which the switching effect completely disappears, offering insights into the limitations imposed by a single defect on the dynamics of light-induced IFE-based magnetization in superconductors.

Linked Data in Library Workflows

As the library community continues to explore linked data for cataloging and data management, there are a variety of new opportunities as well as challenges to ensure that data is interoperable and manageable across bibliographic datasets. Data model interoperability is critical to ensure we can continue to manage bibliographic materials at scale across the wide range of material types and metadata providers and consumers. Additionally, the interoperability of the linked data that connects our bibliographic materials together—traditionally seen as authorities—must be evaluated and managed to improve the way users find and interact with library materials. To meet the challenges, OCLC, in partnership with others, is building a robust and interoperable set of linked data that can be used in future-facing data management workflows and discovery interfaces.

Fracture strength of direct occlusal veneers with different short fiber-reinforced composite cores and veneering materials: an in-vitro study

ObjectiveThe objective of this study is to evaluate the effectiveness of two different viscosities of short fiber-reinforced composite resin (SFRC) cores and two different viscosities of veneering composite resins on the fracture strength of direct occlusal veneers.Materials and methodsOne maxillary premolar was virtually prepared for an occlusal veneer and printed into resin dies. In total, (n = 48) resin dies were printed and assigned into three groups according to the type of core material of the occlusal veneer; mono-structured without a SFRC core, a high viscosity SFRC core, and a low viscosity SFRC core. Each group was re-divided into two subgroups (n = 8) according to the veneering composite resin; packable composite resin and injectable composite resin. Mono-structured and bi-structured direct occlusal veneers were fabricated on the resin dies using the mentioned core and veneering materials with the occlusal replica technique. Fracture strength was evaluated using a universal testing machine and the mode of failure was inspected. Statistical analysis to compare the core and veneering materials was performed using independent t test (P ≤ 0.05) and one-way ANOVA followed by tukey’s post hoc test (Pa ≤ 0.0166) when appropriate. Interactions between subgroups were tested using two-way ANOVA, and one-way ANOVA was used to compare all subgroups followed by tukey’s post hoc test (Pa ≤ 0.0033). Intergroup comparison between failure modes were performed using chi square test (Pa ≤ 0.0033).ResultsThe presence of a SFRC core significantly improved the fracture strength of the specimens. There was no significant difference between the fracture strength of high viscosity SFRC and low viscosity SFRC cores. Specimens veneered with injectable composite resin had significantly superior fracture strength compared to packable composite resin. Additionally, there was a weak correlation between fracture strength and mode of failure.ConclusionShort fiber reinforced composite resin significantly increases the fracture strength of direct occlusal veneers. Injectable composite resin has significantly higher fracture strength than packable composite resin as veneering materials of direct occlusal veneers.Clinical relevanceBi-structured direct occlusal veneers fabricated of injectable composite resin with low viscosity SFRC cores can withstand high masticatory forces in stress-bearing areas.

Innovative COF@MXene composites for high performance energy applications

AbstractAs a new type of composite two-dimensional material formed by the combination of Covalent Organic Frameworks (COFs) and two- dimensional (2D) MXenes, COF/MXene heterostructures (COF@MXene) inherit the stable porous two-dimensional structure of COFs and the excellent electrochemical performance and catalytic activity of MXenes, thus attracting widespread attention. Additionally, COF@MXene possesses various elemental affinity sites, efficient ion channels, and the ability to append various functional groups, which endow them with tremendous potential in electrochemical energy storage, energy conversion, and catalysis. Currently, there is a lack of extensive literature discussing the utilization of COF@MXene. The quest for enhanced physicochemical attributes through tailored modifications and composite strategies for COF@MXene is still a noteworthy hurdle. Furthermore, discovering novel application contexts that can harness the exceptional capabilities of these materials presents a formidable task. This review initiates with an exploration of the primary methodologies for synthesizing COF and MXene composites. Subsequently, it outlines the diverse applications of COF and MXene in energy storage, energy conversion, and environmental conservation. Lastly, it discusses the primary obstacles and future trajectories within these domains.

Flame Retardation of Polyamide 6 by Electro-Sprayed Phosphorus–Copper Complex Supported by Layered Silicate

Abstract The primary objective of this study was to demonstrate the effect of a phosphorus–copper complex on the flammability of polyamide 6 (PA6) materials, including organoclay-reinforced nanocomposites. The secondary objective was to compare the effectiveness of the deposition methods of the three-layer copper complex. Our previous work successfully revealed the effectiveness of reducing the flammability of polyamide composites by depositing phosphorus and copper compounds using a Layer-by-Layer technique. In the current work, we turned our attention to modifying the PA6 surface by electro-spray (ES) using the same flame retardants as before, and we investigated the effectiveness of the resulting surface protection against high temperatures during combustion. Surface roughness analysis revealed that the use of the ES method favors the formation of surface unevenness. The UL-94 test results showed that composite materials having 5-15 triple layers were among the best flammability classes compared to the others. Both types of materials tested also showed a tendency to reduce the heat release rate (HRR) by increasing the degree of surface coverage when using the electro-spray technique. Remarkably, deposition of 15 triple layers on the surface of the nanocomposite reduced the maximum HRR point by 20%. Graphical abstract

MODIFICATION OF THE METHOD OF QUANTITATIVE DETERMINATION OF FLAVONOIDS IN THE GRASS OF THE MOUNTAIN BIRD POLÝGONUM AVICULÁRE L.

Аbstract Aim– Modification a methodology of the quantitative content of the sum of flavonoids in the raw material of bird's knotweed (Polýgonum Aviculáre L.) Material and methods. The raw materials of the bird's mountaineer (grass) were collected near the village of Ponomarevka, Dombarovka, Alekseevka, Orenburg region in June-July 2022. The collected material was dried in accordance with the requirements of the GF. The quantitative content was studied using a Vilitek VBS ultrasonic bath at a temperature of 40 ° C and a power of 60 W, a LAB-TB-6/W water bath at a temperature of 90 ° C, a rotary evaporator "IR-1 LT" at a temperature of 70 ° C. The electronic spectra were measured on a UNICO 2800 UV spectrophotometer, in 10 mm thick cuvettes in the wavelength range from 190 to 700 nm. The comparison solution was prepared using 96% ethyl alcohol concentration. Results. The presented method of quantitative determination can be used in "end-to-end" standardization, for raw materials of other types of mountaineer, as well as medicinal herbal preparations based on mountaineers. We selected the extraction conditions using 50% ethyl alcohol in a ratio (raw material-extractant) of 1:50 and boiling in a water bath for 60 minutes, which allowed us to achieve the yield of the amount of flavonoids more than 0.5% declared in GF XIV (FS.2.5.0069.18). Conclusion. New, different from pharmacopoeia conditions for the analysis of the quantitative determination of the amount of flavonoids in the grass of the mountaineer bird are proposed. The main differences, which is a single extraction, in comparison with a three-stage pharmacopoeia; reduction of extraction time in a water bath to 60 minutes, which is 30 minutes less than in the method of GF XIV; the concentration of the extractant and the ratio of "raw materials:extractant". Thus, the method of quantitative determination of the grass of the mountain bird has been modified according to the basic conditions of extraction of raw materials. As a result, based on the data obtained, we can recommend the content of flavonoids in the raw material of bird's knotweed at least 1.5 ± 0.08%.

Study on withdrawal force capacity of insert nut in wood-based materials used for case furniture

ABSTRACT This study aimed to further investigate optimal interference fits of the insert nut in wood-based materials using the digital image correlation method (DICM). A complete two-factor 3 × 5 factorial experiment was designed to study the withdrawal force capacity (WFC) of the insert nut in wood-based materials considering three material types, particle board (PB), plywood (PL), and block board (BB), and five interference fits, 0.2, 0.7, 0.9, 1.2, and 1.7 mm. Additionally, the mechanical properties of wood-based materials were measured and used to further analyse WFC. The results showed that material type, interference fit and their interaction had significant effects on WFC. The maximum WFC of PL (1117 N) was greater than that of BB (1015 N) followed by PB (690 N). The DICM can visually evaluate and determine the optimal interference fit of the insert nut in wood-based materials. Three-order polynomial equations can be used to predict the WFCs of the insert nut in wood-based materials evaluated relating to interference fit. The maximum WFCs of wood-based materials may relate to the yield strengths of materials perpendicular to plane. The optimal interference fits for the insert nut in PB, PL, and BB are 0.7, 0.9, and 1.2 mm, respectively.

Causes and treatment of secondary sphenoid sinus infection post‐endoscopic transsphenoidal approach

AbstractObjectiveThis study analyzed the causes of sphenoid sinus (SS) infection (SSI) following endoscopic transsphenoidal skull base surgery and determined appropriate treatment methods.MethodsThis study included 31 cases of secondary SSI following the endoscopic transsphenoidal approach (ETSA; SSI group) and 246 cases without SSI (non‐SSI group). Data collected included post‐ETSA pathological results, types of artificial skull base reconstruction materials, and SS patency. For the SSI group, data included time from ETSA to symptom onset, endoscopic and imaging findings, intraoperative conditions during the second surgery, and changes in visual analog scale (VAS) scores.ResultsThe incidence of secondary SSI was 11.19%. In the SSI group, 26 patients (83.87%) reported headaches, and 24 (77.42%) had stenosis or closure of the SS ostium (SSO). The non‐SSI group reported no symptoms, and 236 patients (95.93%) had well‐opened SSOs. Centripetal hyperosteogeny (CHO) in the SS walls was observed in 20 patients (64.5%) in the SSI group. Absorbable materials were used in five cases (16.13%) and 215 cases (87.40%) in the SSI and non‐SSI groups, respectively, while non‐absorbable materials were used in 24 cases (77.42%) and 20 cases (8.13%), respectively. SSI risk was 9.42 times higher with non‐absorbable synthetic materials. VAS scores for SSI symptoms and Lund–Kennedy scores significantly decreased at 3 and 12 months post‐second surgery.ConclusionSecondary SSI after ETSA can cause persistent symptoms. Non‐absorbable synthetic repair materials should be avoided to prevent secondary SSI. Extended sphenoidectomy and removal of artificial materials can lead to rapid resolution of SSI symptoms.Level of Evidence4.

Surface modified cellulose nanospheres with simultaneous nucleation and degradation-accelerating effects on poly(lactic acid)

As a novel type of nanocellulose material, cellulose nanospheres (CNSs) have gained significant attention and rapid development in recent years. In this work, the surface hydrophobic modification of CNSs was achieved by employing maleic anhydride as an esterifying agent. The effects of modified cellulose nanospheres (CNS-MA) on the crystallization and hydrolysis behaviors of polylactic acid (PLA)-based composites were systematically investigated. The results demonstrate that surface modification improves the dispersion of CNSs in the PLA matrix. Well-dispersed particles act as nucleation sites, which increases the crystallization rate and crystallinity of PLA and endows the composites with remarkable heat distortion resistance. The storage modulus of the PLA/CNS-MA composites exceeds 300 MPa, even at an elevated temperature of 90 °C. Furthermore, the hydrolytic degradation of PLA is dramatically accelerated with the addition of CNS-MA. Combining the morphology observations and theoretical calculations, it is speculated that the fast hydrolytic degradation is related to a transition in the main hydrolytic degradation mechanism from surface erosion to bulk erosion, because the presence of CNS-MA provides particular pathways for water molecules to diffuse into the interior of the composites. This research highlights the potential of CNSs as a multifunctional filler with both reinforcing and degradation-promoting effects, offering valuable insights for the study of other biomass nanomaterials.

Effects of Various Packaging Materials on Physico-Chemical Characteristics of Vacuum Fried Carrot Chips during Storage

Aims: The objective of this study was to determine the effects of type of packaging materials and time of storage on the physicochemical characteristics of vacuum fried carrot chips. Place and Duration of Study: The research work was carried out at the Dept. of Processing and Food Engineering (P&FE), Kelappaji College of Agricultural Engineering and Technology, Tavanur, Kerala during the year of 2019-20. Methodology: The vacuum fried carrot chips were packed into three different packaging materials namely low-density polyethylene stand pouch (LDPE), laminated aluminum flexible pouch and polypropylene. All three packaging materials were tested with and without N2 gas filling. The storage studies were conducted for the vacuum fried carrot chips which was fried under optimized processing conditions: Frying Temperature-100⁰C; Frying Pressure-13 kPa; and Frying Time- 20 min. The experimental study was conducted for 4 months period and data was recorded for every 30 days interval. The packed samples were stored at the ambient temperature (25±5ºC) and relative humidity (70±10%) for storage studies. The quality attributes such as moisture content, water activity, oil content, hardness and colour values of the chips were determined during the storage studies. Results: Based on the research study, the results shown that the oil content remained constant throughout 120 days of storage period in all packaging materials. The water activity, moisture content, hardness and colour values got increased with increase in storage time. The moisture content, water activity and hardness values were less in laminated aluminium pouches with N2 gas filling compared to polypropylene and LDPE.

The Introduction of Automation in Control of Virtualized Laboratory Complex Components at Higher Educational Institution

The intensity of the use of remote work and learning tools has increased significantly during the pandemic and has led to the emergence of new tools and a significant increase in the capabilities of previously developed technology platforms. The introduc­tion of modern technologies based on software control and complex visualization for the creation of virtual laboratory complexes in educational institutions provides virtually unlimited opportunities for organizing individual and distance forms of practical classes. Modern learning management platforms that able to integrate with the database of university students makes it possible to evaluate the quality of students' work with various types of course learning materials in real time. The article shows that the use of virtual communication infrastructures in connection to the Moodle learning management platform will provide end-to-end control of the theoretical and practical components of the educational process and will automate the processes of preparing and conducting practical classes, which will improve the quality of the educational process and the teacher efficiency.

Characteristics and Risk Assessment of Heavy Metal Contamination in Arable Soils Developed from Different Parent Materials

This study analyzes the heavy metal pollution in cultivated soils developed from different parent materials in Yunnan Province and assesses their risk levels. The results show significant regional differences in soil heavy metal pollution, greatly influenced by the type of parent material. Cadmium (Cd) pollution is most severe in multiple parent material soil regions, particularly in areas with carbonate and purple rocks, exhibiting a high pollution risk. Other heavy metals such as zinc (Zn), copper (Cu), and lead (Pb) also show varying degrees of enrichment in different parent material zones, posing potential pollution risks. The soil pollution levels of heavy metals were classified using the geo-accumulation index method. It was found that soils developed from carbonate rocks and purple rocks have the most severe heavy metal pollution, while soils from quartzitic rocks, acidic crystalline rocks, and basalt exhibit relatively lower pollution levels. By analyzing the characteristics of heavy metal pollution in different parent materials, this study provides a scientific basis for regional soil pollution management and sustainable agricultural development.

Machine learning-based design of double corrugated steel plate shear walls

PurposeIn this study, machine learning (ML) algorithms were employed to predict the shear capacity and behavior of DCSWs.Design/methodology/approachIn this study, ML algorithms were employed to predict the shear capacity and behavior of DCSWs. Various ML techniques, including linear regression (LR), support vector machine (SVM), decision tree (DT), random forest (RF), extreme gradient boosting (XGBoost) and artificial neural network (ANN), were utilized. The ML models were trained using a dataset of 462 numerical and experimental samples. Numerical models were generated and analyzed using the finite element (FE) software Abaqus. These models underwent push-over analysis, subjecting them to pure shear conditions by applying a target displacement solely to the top of the shear walls without interaction from a frame. The input data encompassed eight survey variables: geometric values and material types. The characterization of input FE data was randomly generated within a logical range for each variable. The training and testing phases employed 90 and 10% of the data, respectively. The trained models predicted two output targets: the shear capacity of DCSWs and the likelihood of buckling. Accurate predictions in these areas contribute to the efficient lateral enhancement of structures. An ensemble method was employed to enhance capacity prediction accuracy, incorporating select algorithms.FindingsThe proposed model achieved a remarkable 98% R-score for estimating shear strength and a corresponding 98% accuracy in predicting buckling occurrences. Among all the algorithms tested, XGBoost demonstrated the best performance.Originality/valueIn this study, for the first time, ML algorithms were employed to predict the shear capacity and behavior of DCSWs.