Concept
materials science
Variants
Material Science
Parents
Children
BatteriesCeramic PowdersCeramics MaterialsComputational ModelingHigh Temperature Materials
2.7M
Publications
140.1M
Citations
2.3M
Authors
37.8K
Institutions
Table of Contents
In this section:
In this section:
Energy Storage SystemsLithium-ion BatteriesEnergy Storage DevicesCharge TransportSupercapacitors
In this section:
Sustainable BuildingConstruction MaterialsGreenhouse Gas EmissionsAdditive Manufacturing3D Printing
[1] History of materials science - chemeurope.com — The History of materials science is the study of how different materials were used as influenced by the history of Earth and the culture of the peoples of the Earth. The materials used by different cultures in most cases were the only records left for anthropologists to define the civilization. The progressive use of more sophisticated
[2] History of materials science - Wikipedia — History of materials science Material science as a field of study[edit] Modern materials science[edit] The field of crystallography, where X-rays are shone through crystals of a solid material, was founded by William Henry Bragg and his son William Lawrence Bragg at the Institute of Physics during and after World War II.[citation needed] Materials science became a major established discipline following the onset of the Silicon Age and Information Age. This led to the development of modern computers and then mobile phones, with the need to make them smaller, faster and more powerful leading to materials science developing smaller and lighter materials capable of dealing with more complex calculations. Understanding Materials Science History, Properties, Applications. History of Recent Materials Science.
[3] Materials science - Wikipedia — (August 2023) (Learn how and when to remove this message) A diamond cuboctahedron showing seven crystallographic planes, imaged with scanning electron microscopy Six classes of conventional engineering materials Materials science is an interdisciplinary field of researching and discovering materials. The intellectual origins of materials science stem from the Age of Enlightenment, when researchers began to use analytical thinking from chemistry, physics, and engineering to understand ancient, phenomenological observations in metallurgy and mineralogy. Materials scientists emphasize understanding how the history of a material (processing) influences its structure, and thus the material's properties and performance. The understanding of processing -structure-properties relationships is called the materials paradigm. The complex combination of these produce the performance of a material in a specific application.
[4] Historical Development of Material Science — Material Science Material Science Material Science Material Science is a pivotal field in engineering that focuses on the discovery and design of new materials. The importance of Material Science in engineering cannot be overstated, as it underpins the development of new technologies and the improvement of existing ones. From the creation of stronger, lighter materials for aerospace applications to the development of biocompatible materials for medical implants, Material Science plays a crucial role in advancing modern engineering. The practical applications of Material Science are vast, impacting industries ranging from aerospace to biomedical engineering. Material Science Material Innovations in Mechanical Engineering Material Science Material Science Material Science Material Science Material Science Materials in Nuclear Engineering
[6] Historical Introduction to the Development of Material Science and ... — The study of material cultures has a long history. Called 'archaeology' in academic contexts, the relationship between objects created by humans and their cultural lives is used by archaeologists to make inferences about how people live and lived, how their technology functions/ed in mechanical as well as in social, political and economic senses, and how innovation supported changes in
[13] PDF — Role of Materials in Addressing Climate Change & Sustainability. October 20, 2021. Materials play a central role in all aspects of new technologies needed to achieve sustainability goals and address cli-mate change. New materials are needed for exploitation of renewable carbon-free energy sources and for energy
[14] Innovations in Chemical Engineering: What You Need to Know — From creating sustainable energy solutions to developing new materials and processes, innovations in chemical engineering are at the forefront of technological advancement. Chemical engineers are at the heart of this quest, developing new technologies to harness renewable energy more efficiently. However, new techniques in chemical engineering are making it possible to produce biofuels from non-food biomass, algae and even waste materials, offering a more sustainable and efficient alternative. Chemical engineers are also developing catalysts that reduce the energy required for this process. Innovations in chemical engineering are driving progress in numerous fields, from sustainable energy and advanced materials to process intensification and digitalisation. If you want to learn more, London Training for Excellence offers a related training course titled Chemical Engineering for Non-Chemical Engineers.
[18] Introduction To Materials Science: From Structure To Properties — In macroscopic terms, structure refers to the overall shape, volume, and arrangement of materials in a form that is observable to the naked eye. ... There exists a profound relationship between structure and properties. Atomic arrangement dictates how materials respond to external forces, temperatures, and chemical exposures. ... the intricate
[19] Atomic Structure and Bonding in Materials — The semiconductor industry relies heavily on the principles of atomic structure and bonding. The behavior of electrons in materials like silicon is crucial for designing transistors, diodes, and integrated circuits. Nanotechnology. Nanomaterials exhibit unique properties due to their atomic structure and bonding.
[23] Metals, Ceramics & Polymers: Point Defect Differences — Knowing the differences between metals, ceramics, and polymers is crucial when selecting the right material for specific applications, such as designing materials for projectile use. Each material type has its own unique properties that make them suitable for different industries, including those that require projectile materials.
[40] Top Trends in Material Science for 2024 - SolidSmack — 2. Sustainable Materials Focus on Environmental Impact. Sustainable materials aim to reduce environmental impact through eco-friendly production processes, recyclability, and biodegradability. Key Developments: Biodegradable Polymers: Development of polymers that break down naturally, reducing plastic waste and pollution.
[41] Ancient Stone Carving Tools and Materials: A Comprehensive Study — The study of ancient stone carving tools and materials provides invaluable insight into the technological advancements of early civilizations. These sophisticated implements allowed artisans to create intricate works of art, revealing both cultural values and practical needs of their societies.
[42] Exploring the Materials Used in Ancient Weapons Throughout History — The study of ancient weaponry reveals a fascinating intersection of culture, ingenuity, and material science. Understanding the materials used in ancient weapons illuminates not only the technology of the time but also the values and resources available to early civilizations.
[43] Foundations of Civilization: Technology in the Stone, Bronze ... - Arcadia — From the primitive humans of the Stone Age to the developed civilizations of the Iron Age, human vision for a better world stimulated many technological advances that improved standards of living by utilizing resources within their environment. The Stone Age witnessed a gradual progression in the efficiency of cutting edge in the production of tools, as evidenced by the transition from rudimentary technologies like the Oldowan chopper to more sophisticated techniques such as the Aurignacian Blades, that reflect the increasing sophistication and adaptive capabilities of ancient societies over time. With the advent of the Bronze Age, there were significant advancements in technology, culture, and trade, as societies began to harness the properties of metals such as copper, tin, bronze, silver, and gold.
[44] The Importance of Ancient Pottery in Archaeology — The Importance of Ancient Pottery in Archaeology The Importance of Ancient Pottery in Archaeology Pottery is one of the most valuable tools in archaeological research, providing crucial insights into ancient civilizations. Fragments of ceramic vessels, known as pottery shards, help archaeologists date sites, trace trade networks, and reconstruct aspects of daily life. The distribution of pottery provides significant evidence of ancient trade networks. For example, Greek amphorae found in Egypt and Mesopotamian pottery unearthed in the Indus Valley suggest extensive trade connections between distant civilizations. Ancient pottery serves as a crucial window into the past, offering archaeologists valuable information about chronology, trade, and daily life. As research methods continue to evolve, the study of ceramics will remain an essential component in uncovering the mysteries of ancient civilizations.
[45] (PDF) Sustainable Materials and Manufacturing Processes: A Circular ... — Sustainable Materials and Manufacturing Processes: A Circular Economy Approach This approach aims to minimize waste, extend product life cycles, and promote the reuse, recycling, and regeneration of resources, thereby reducing environmental impact and conserving natural resources. This paper examines the development and implementation of sustainable materials and manufacturing processes, focusing on their role in achieving a circular economy. Key areas of exploration include the design and use of eco-friendly materials such as bioplastics, recycled composites, and biodegradable materials, as well as advancements in additive manufacturing, which enable material efficiency and reduce waste. The study concludes that adopting sustainable materials and manufacturing processes is essential for transitioning to a circular economy. Recycled materials involve reusing waste products to create new materials, reducing the need for
[63] Phylogenetics and Material Cultural Evolution | Current Anthropology ... — Cultural artefacts, like genes and languages, reflect their history. The methodology of inference of that history, however, has been a contentious question. Recent applications of biological phylogenetic methodology to infer historical patterns of material culture are often explicitly justified on the grounds that essentially similar processes underlie evolution in both biological and material
[64] PDF — symbolism, and culture history. Artifacts, in these contexts, marked change in thelives of artists, practices and beliefs of the literary and artistic class, and cultural traditions of entire populations (Schlereth 1999). It has only been in recent decades that scholars have initiated rigorous studies of material cultural evolution using
[65] Current and potential roles of archaeology in the development of ... — Cultural evolutionary models developed in other fields have been used to interpret patterns identified in archaeological records, which in turn provides independent tests of these models' predictions, as demonstrated here through a study of late Prehistoric stone projectile points from the US Southwest. The points' archaeological context, which indicates an increase in both the socioeconomic importance of bison and, perhaps, incentive to advertise group membership during the late prehistoric period, suggests a variety of plausible, testable hypotheses regarding cultural evolutionary mechanisms that might account for observed patterns of artefact variability. This case study shows how simulation, informed by cultural evolutionary models, available archaeological data and relevant contextual information, can generate ‘comparative collections' for use in the interpretation of artefact standardization and the assessment of cultural transmission in archaeological contexts.
[73] Advancements in carbon capture technologies: A review — Amongst the various methods to address the challenges of carbon capture, alkanolamine solvents have been reported as the most matured technique and are used widely due to their high absorption efficiency and appropriateness (Liu et al., 2011). Moreover, implementing the CCS technologies has many challenges and requires alliance among the stakeholder and shareholders in various sectors of energy application to reduce the higher capturing cost (Viebahn and Chappin, 2018; De Ras et al., 2019; Zhang, 2021). The potential exists in the use of ionic liquids because of their development and synthesis at a large scale, and is expected that integrating power and industrial plants with emerging technologies can significantly enhance the CO2 capturing ability, low energy requirement, reduce capturing cost, and would be promising to meet the future challenges.
[74] CO2 Membrane Separation: Advances for Efficient Capture — Reducing carbon dioxide (CO₂) emissions is essential for mitigating climate change, and membrane separation technology has emerged as a promising method for efficient CO₂ capture. Compared to conventional techniques like absorption or cryogenic distillation, membranes offer advantages such as lower energy consumption, compact design, and scalability. However, improving selectivity
[75] Advancements in Carbon-Based Materials for Enhanced Carbon Dioxide ... — The rising levels of atmospheric CO2 owing to human activities have intensified the need for efficient CO2 capture and conversion technologies. Carbon-based materials with tunable properties and versatility have emerged as promising candidates for addressing this global challenge. This comprehensive review focuses on the recent advancements in carbon-based materials, including graphene, carbon
[76] Smart materials types, properties and applications: A review — Such smart materials have the potential to build smart structures and materials. Smart materials are stimuli-responsive which constituted a broad range of materials to exploit vibration control such as piezoelectric, shape memory alloys, electro-rheological fluid and magneto-rheological fluid. They are divided mainly into four categories which are polymers, ceramics, metals, and smart materials. Among them, smart materials are becoming more popular because they have various applications as compared to standard materials. The special materials that can change their properties such as materials which can change its shape just by adding some heat or can change its phase instantly when placed near magnet are called smart materials.
[77] Advances in lightweight composite structures and manufacturing ... — Lightweight materials are driven by the motivation to save weight, enhance portability and potentially reduce costs. Composite materials, in particular, have rapidly gained prominence in material science and engineering due to their appealing combination of toughness, stiffness, lightweight properties and corrosion resistance [, , ].
[79] Developments in the Application of Nanomaterials for Water Treatment ... — Impact of nanomaterials on the water environment. There also exists nanofiltration (NF) membrane technology, which utilizes the pressure-driven membranes for separating the substances present in sewage [].Furthermore, certain nanomaterials possess an evident adsorption effect on organics or metal ions because of the hydroxyl groups, which are present on the nanoparticle surface, binding to
[80] Emerging Nanomaterials for Drinking Water Purification: A New Era of ... — Efficient purification processes are vital for safe drinking water, requiring multiple stages to remove pollutants. The choice of technologies depends on the water source and treatment goals, aiming to meet government quality standards. Nanotechnology offers an effective foundation for these processes due to the unique properties of nanomaterials.
[84] Soft Robotics: The Future of Flexible and Adaptive Machines — Limited durability - Soft materials wear out faster than rigid components. Complex control systems - Managing the movement of soft robots requires advanced algorithms. ... By mimicking biological flexibility and adaptability, soft robots have the potential to revolutionize industries like healthcare, manufacturing, and exploration.
[93] Carbon-Capturing Construction Materials Could Help in the Fight Against ... — According to the team's analysis, simply updating construction materials to climate-friendly alternatives could remove 16.6 ± 2.8 gigatons of CO₂ from the atmosphere. That's about half of the carbon dioxide humans released into the atmosphere in 2021. Materials ripe for such use include concrete, brick, asphalt, plastic, and wood.
[99] Advancements and challenges in sodium-ion batteries: A comprehensive ... — Anode materials in SIBs play a major role in determining the battery's energy density, cycling stability, and charge/discharge efficiency. Unlike cathodes, which primarily store Na ions, anodes must accommodate the larger ionic radius of Na while maintaining structural integrity during cycling . Common anode materials include carbon-based
[100] The Future is Solid: Advances in All-Solid-State Battery Technology — All-solid-state batteries (ASSBs) are redefining the energy landscape, offering a blend of safety, efficiency, and adaptability across diverse applications. Among the most promising advancements in this field is all-solid-state battery (ASSB) technology, which offers significant advantages over traditional liquid electrolyte-based batteries. Developing and testing all-solid-state battery (ASSB) technology is a significant leap forward in energy storage solutions. All-solid-state battery technology represents a transformative advancement in energy storage, with the potential to redefine the capabilities of devices, vehicles, and systems across multiple industries. The Scientific World is a scientific and technical information network that provides readers with scientific news and articles, research materials, latest technology trends, business ideas, digital marketing strategies, lifestyle blogs, DIY ideas, health and fitness guide, environment and modern society related posts, and more.
[106] Materials science - Wikipedia — (August 2023) (Learn how and when to remove this message) A diamond cuboctahedron showing seven crystallographic planes, imaged with scanning electron microscopy Six classes of conventional engineering materials Materials science is an interdisciplinary field of researching and discovering materials. The intellectual origins of materials science stem from the Age of Enlightenment, when researchers began to use analytical thinking from chemistry, physics, and engineering to understand ancient, phenomenological observations in metallurgy and mineralogy. Materials scientists emphasize understanding how the history of a material (processing) influences its structure, and thus the material's properties and performance. The understanding of processing -structure-properties relationships is called the materials paradigm. The complex combination of these produce the performance of a material in a specific application.
[107] PDF — Materials science is a highly interdisciplinary field that draws on knowledge from physics, chemistry, and engineering. Researchers in materials science use a variety of tools and techniques to study materials at the atomic and molecular level (Chenna R, 2003).
[108] Materials science - Latest research and news | Nature — Advertisement View all journals Search Log in nature subjects materials science Materials science articles from across Nature Portfolio Atom RSS Feed DefinitionMaterials science is an interdisciplinary field concerned with the understanding and application of the properties of matter. Materials scientists study the connections between the underlying structure of a material, its properties, its processing methods and its performance in applications. Continuous innovation and fundamental understanding of corrosion mechanisms are essential in order to mitigate degradation. The collection on “Marine Corrosion” compiles 19 articles that explore a broad spectrum of materials and techniques aimed at addressing corrosion in marine environments.
[109] Material Science An Integral Part of Mechanical Engineering — In the field of mechanical engineering, new materials are making machines work better and last longer. For example, in the world of aircraft design, there's a new type of material called innovative composites. These materials are strong but light, helping planes use less fuel and emit less carbon dioxide into the air. ... So, material science
[111] State-of-the-art review on various applications of machine learning ... — Machine learning (ML) is regarded as an important subdivision of AI, which has shown its great potential to cover the requirement of computers to improve the accuracy and validation of experimental data prediction (Liu et al., 2019b; Mahesh, 2020, Nabipour et al., 2020, Zhou, 2021). To put it simply, machine learning algorithms use data to repeatedly identify patterns and correlations, which helps them get better over time (Unni et al., 2024). As the field continues to evolve, the integration of machine learning with experimental and theoretical approaches holds great promise for driving innovation and addressing key challenges in materials research (Unni et al., 2024). Algorithms such as random forests, support vector machines (SVMs), and artificial neural networks have been used to develop predictive models for mechanical properties (Liu et al., 2017b; Ramprasad et al., 2017,
[112] Scientific research cooperation: Why collaborate in science ... - UNESCO — Benefits and examples How does scientific research and cooperation bring peace and progress to humankind? Since its foundation in 1954 under the auspices of UNESCO, the complex – one of the largest scientific facilities on earth – has been home to scientists, engineers and students from CERN’s 21 Member States and visiting scholars from other countries. More than six decades later, CERN has become one the most striking examples of successful scientific cooperation in the world. Today, CERN has become a model for cooperation in terms of research, embodying the ‘one-earth’ approach that the world needs to tackle the global challenges we are facing. Using CERN as a blueprint, global cooperation among scientists became one of UNESCO’s key missions and paved the way to support other institutions that combine scientific excellence with science diplomacy.
[115] 10 Interdisciplinary Teaching Activities and Examples - Prodigy Education — For lower grades, you can divide the activity into distinct exercises and allow students to work in groups. When facing a new activity, students should be able to reference its underlying essential question and — after giving some thought — understand how it applies to the organizing centre. Like any lesson or unit plan, vary activity types to raise engagement levels and give students chances to reflect on content and their work. As you use the interdisciplinary approach and the unit concludes, assess students and activities. Your students may appreciate subjects they disliked after participating in interdisciplinary units, lessons or activities. Project-based learning uses an open-ended approach in which students work alone or collectively to produce an engaging, intricate curriculum-related questions or challenges.
[116] Integration of interdisciplinary connections between chemistry, physics ... — The purpose of the study is to analyze the features of the introduction and influence of interdisciplinary education on the study of physics, chemistry, and biology in the secondary school. To achieve research goals, various works of authors were used, who studied the issues of interdisciplinary connections of natural sciences, as well as such
[118] Generative AI In Materials Science: Innovating Structures — Generative AI In Materials Science: Innovating Structures Generative AI in Materials Science: Innovating Structures The intersection of generative AI and materials science is revolutionizing how we design and discover novel structures and compositions. The Role of Generative AI in Materials Discovery How AI Is Changing Material Design AI in Sustainable Materials Generative AI has revolutionized the search for better cathode and anode materials. 2. Generative AI in Biomedical Materials Challenges in Applying Generative AI to Materials Science Future Trends in Generative AI for Materials Science Summary: Generative AI in Materials Science Generative AI is revolutionizing materials science by accelerating the discovery and design of novel structures and compositions. Generative AI is integral to discovering materials for quantum technologies.
[119] AI methods in materials design, discovery and ... - ScienceDirect — The use of Artificial Intelligence (AI) in materials science and engineering has been rapidly increasing in recent years, with advancements in ML techniques and the growing availability of high-quality data. In this survey paper, we review recent developments in the application of AI to materials design and discovery, including ML, Deep Learning (DL), The availability and accessibility of various types of data, combined with advancements in AI and ML, are expected to contribute to accelerated materials discovery and the development of novel materials for a wide range of applications. Systematic review on machine learning (ML) methods for manufacturing processes – identifying artificial intelligence (AI) methods for field application Machine learning and artificial neural network accelerated computational discoveries in materials science
[123] Materials Science - Engineering LibreTexts — Materials science is the design and discovery of new materials. Materials scientists emphasize understanding how the processing of a material influences its properties and performance. The understanding of processing-structure-properties relationships is used to advance understanding in a variety of research areas, including nanotechnology
[124] 50 New Materials That Will Shape the Future of Industry! — These materials are widely used in electronic technology, particularly in high-frequency applications like magnetic cores, heads, and memory cores, and in electrical engineering for transformers and relay switches. In the future, the materials will have a wide range of potential applications in light weight, high strength, and corrosion resistance. Industry analysts suggest that to drive technological advancements in industry, there is a high level of interest in the research and application of new materials in the global market. Platinum alloys have a wide range of applications in high-temperature strain materials, precision potentiometer winding materials, medical materials, jewelry, and currency, with significant potential for future development. Additionally, new materials with high energy efficiency and biodegradability, like those developed using peptides and sustainable plastics, minimize environmental impact during both manufacturing and disposal.
[147] Nanomaterials for Energy Storage Systems—A Review - MDPI — All Journals This review paper investigates the crucial role of nanotechnology in advancing energy storage technologies, with a specific focus on capacitors and batteries, including lithium-ion, sodium–sulfur, and redox flow. While challenges such as cost-effectiveness and environmental concerns persist, the outlook for nanotechnology in energy storage remains promising, with emerging trends including solid-state batteries and the integration of nanomaterials with artificial intelligence for optimized energy storage. The unique properties of nanomaterials also improve charge transport within energy storage devices, boosting the efficiency and performance of batteries and supercapacitors . We delve into the various ways nanomaterials are being integrated into different energy storage systems, including a range of battery technologies such as lithium-ion batteries (LiBs), sodium–sulfur (Na-S) batteries, and redox flow batteries. International Journal of Molecular Sciences
[148] A Concise Review of Nanoparticles Utilized Energy Storage and ... — These techniques are essential for tailoring nanomaterials for improved energy storage performance and efficiency, advancing the development of batteries and supercapacitors. ... Nanoparticles offer significant benefits for energy storage applications. In lithium-ion batteries, nanoparticles like lithium iron phosphate (LiFePO4) enhance thermal
[149] Energy storage: The future enabled by nanomaterials | Science - AAAS — The limitations of nanomaterials in energy storage devices are related to their high surface area—which causes parasitic reactions with the electrolyte, especially during the first cycle, known as the first cycle irreversibility—as well as their agglomeration. ... , each of which has both advantages and limitations for energy storage
[150] MIT EEL : The Electrochemical Energy Laboratory: Nanomaterials — As future applications such as electric transportation and load-leveling will require both high energy and power (Fig 2), a major challenge will be to develop electrode materials that can bridge the performance gap within a single device.By combining high specific surface areas, high electronic conductivity and good mechanical and chemical stability, nanomaterials such as carbon nanotubes
[151] Challenges and Opportunities in Nanomaterials for Energy Storage - Springer — The chapter aims to illustrate how nanomaterials enhance the performance of energy storage systems. Nanomaterials such as nanostructured silicon anodes in lithium-ion batteries contribute to higher energy densities and improved cycle life. Understanding these impacts is crucial for appreciating the role of nanomaterials in modern energy storage
[159] Advanced selection materials in solar cell efficiency and their ... — In Saudi Arabia Majmaah City, most solar projects are in dry regions, where the dusty weather reduces solar cell efficiency. Therefore, combining these two properties and applying an anti-reflective and superhydrophobic coating will increase solar cell efficiency by 20%.
[161] Polymer-nanocarbon composites: a promising strategy for enhanced ... — Presently, the new generation of solar cells—the third-generation photovoltaics based on nanocrystals, polymers, dyes, perovskites, and organic materials—is a highly flourishing field in solar energy research [].Even though the achieved power conversion efficiency and stability are low in most cases, third-generation solar cells are renowned due to their numerous practical applications [].
[162] Solar Breakthroughs Are Promising More Power From Less Space — The researchers integrated perovskite into silicon solar cells to develop tandem cells that are made stronger and more efficient from the combination of the two materials. The new solar panel was
[173] Foundation models for materials discovery - current state and future ... — The usage of such machine learning-based approaches to molecule generation is not limited to the pharmaceutical domain but has soon shown remarkable results in the broader field of material discovery for property-driven design, e.g., sugar/dye molecules via graph generation86, small molecules, peptides, and polymers generation leveraging language models87,88, and, semiconductors combining deep learning and DFT89. While this concept is still nascent and lacking open datasets and benchmarks, the automatic transcription of laboratory procedures in real-time using multi-modal foundation models has already been demonstrated in principle147 and may help standardize the process of documenting manual research, link procedural details with outcomes, facilitate science education and information sharing, and supply more consistent and reproducible data for the next generation of foundation models for materials discovery.
[176] Enhancing Sustainability in Construction: A Systematic Review of Carbon ... — The construction industry's substantial contribution to global carbon emissions necessitates the development of sustainable building materials. Carbon-absorbing concrete offers a promising solution by sequestering carbon dioxide during its production and usage, potentially mitigating the environmental impact of traditional concrete. This study provides a comprehensive analysis of carbon
[178] State-of-the-art review on various applications of machine learning ... — Machine learning (ML) is regarded as an important subdivision of AI, which has shown its great potential to cover the requirement of computers to improve the accuracy and validation of experimental data prediction (Liu et al., 2019b; Mahesh, 2020, Nabipour et al., 2020, Zhou, 2021). To put it simply, machine learning algorithms use data to repeatedly identify patterns and correlations, which helps them get better over time (Unni et al., 2024). As the field continues to evolve, the integration of machine learning with experimental and theoretical approaches holds great promise for driving innovation and addressing key challenges in materials research (Unni et al., 2024). Algorithms such as random forests, support vector machines (SVMs), and artificial neural networks have been used to develop predictive models for mechanical properties (Liu et al., 2017b; Ramprasad et al., 2017,
[179] The Role of Machine Learning in the Understanding and Design of Materials — Machine learning can be used to quickly evaluate the fitness of generated samples, accelerating the search for materials discovery. Coupling GA with machine learning has been successfully used for materials synthesis, 109 discovery of transition metal complexes, 105 and organic molecules. 110 In addition, active learning approaches, which use
[180] Machine learning-driven new material discovery - ScienceDirect — Machine learning-driven new material discovery - ScienceDirect Machine learning-driven new material discovery Open access However, the commonly used trial-and-error method cannot meet the current need for new materials. Now, a newly proposed idea of using machine learning to explore new materials is becoming popular. In this paper, we review this research paradigm of applying machine learning in material discovery, including data preprocessing, feature engineering, machine learning algorithms and cross-validation procedures. Furthermore, we propose to assist traditional DFT calculations with machine learning for material discovery. This paper summarizes the ideas, operations and workflows of how machine learning has driven the discovery of new materials. Next article in issue No articles found. For all open access content, the relevant licensing terms apply.
[182] Machine learning accelerates the materials discovery — As the big data generated by the development of modern experiments and computing technology becomes more and more accessible, the material design method based on machine learning (ML) has opened a new paradigm for materials science research. Secondly, the applications of machine learning in material properties prediction, classification and identification, auxiliary micro-scale characterization, phase transformation research and phase diagram construction, process optimization, service behavior evaluation, accelerating the development of computational simulation technology, multi-objective optimization and inverse design of materials are reviewed. Section 3 introduces in detail the research status of machine learning in material properties prediction, classification and identification, auxiliary micro-scale characterization, phase transformation research and phase diagram construction, process optimization, service behavior evaluation, accelerating the development of computational simulation technology, multi-objective optimization and inverse design of materials.
[183] From Stents to Smart Implants Employing Biomimetic Materials: The ... — This article looks into the revolutionary potential of healthcare applications of 4D printing, referencing applications in self-repairable implants, smart stents, personalized drug delivery systems, and response-based prosthetic devices. Keywords: 4D printing, healthcare, bioprinting, self-healing implants, smart stents, personalized drug delivery, adaptive prosthetics, medical devices, material innovation, artificial intelligence As mentioned before, the integration of 4D printing into healthcare is revolutionizing the design and functionality of medical devices by enabling materials to not only retain a fixed shape but to transform and adapt in response to specific biological stimuli over time. Personalized drug delivery systems that release medication in response to internal body conditions, as well as adaptive prosthetics and implants that improve over time, exemplify the diverse range of applications that 4D printing brings to healthcare.
[184] PDF — Advancements in smart materials, such as those responsive to environmental changes or stimuli, are paving the way for more sophisticated biosensors. These materials can adapt to physiological conditions, enhancing the sensor's performance and biocompatibility . Nanotechnology offers new possibilities in material design. Nanomaterials
[193] Biodegradable Medical Devices: Advancements, Challenges, & the Future ... — Biodegradable medical devices are changing healthcare by offering sustainable alternatives that reduce environmental impact and improve patient outcomes. Despite challenges in material science, manufacturing, and regulatory compliance, continued innovation and collaboration are driving the future of biodegradable devices in orthopedic, cardiovascular, and drug delivery applications.
[199] Additive manufacturing of materials: Opportunities and challenges — Additive manufacturing (also known as 3D printing) is considered a disruptive technology for producing components with topologically optimized complex geometries as well as functionalities that are not achievable by traditional methods. The realization of the full potential of 3D printing is stifled by a lack of computational design tools, generic material feedstocks, techniques for monitoring
[202] Advancements and challenges in additive manufacturing: a ... - IOPscience — It enables the creation of complex structures and designs once considered impossible with traditional manufacturing techniques. The aim of this review paper is to provide an overview of the progress and challenges in additive manufacturing. It explores the latest tendencies in technology and highlights the factors driving its boom.