222K
Publications
11.6M
Citations
284.4K
Authors
14.8K
Institutions
Table of Contents
In this section:
In this section:
In this section:
Magnetic FieldsAttentionPiezoelectric MaterialsStructural Health MonitoringVibration Control
In this section:
In this section:
Topology OptimizationInterpretabilityExperimental MechanicsBehavior PredictionsTechnologies
[3] Solid mechanics - Wikipedia — Solid mechanics (also known as mechanics of solids) is the branch of continuum mechanics that studies the behavior of solid materials, especially their motion and deformation under the action of forces, temperature changes, phase changes, and other external or internal agents.. Solid mechanics is fundamental for civil, aerospace, nuclear, biomedical and mechanical engineering, for geology, and
[4] Introduction to Solid Mechanics - Discover Engineering — Solid Mechanics, a fundamental branch of engineering mechanics, deals with the behavior of solid materials under various forces and conditions. It is a critical field in engineering, as it provides the foundational principles necessary for designing and analyzing structures, machines, and materials. Understanding how materials deform, break
[5] Mechanics of solids | Physics, History, & Basic Principles - Britannica — Furthermore, because solid mechanics poses challenging mathematical and computational problems, it (as well as fluid mechanics) has long been an important topic for applied mathematicians concerned, for example, with partial differential equations and with numerical techniques for digital computer formulations of physical problems.
[6] PDF — Solid mechanics developed in the outpouring of mathematical and physical studies following the great achievement of Isaac Newton (1642-1727) in stating the laws of motion, although it has earlier roots. The need to understand and control the fracture of solids seems to have been a first
[7] Applications of Solid Mechanics in Product Design — Solid mechanics, a fundamental branch of engineering mechanics, plays a crucial role in the design and analysis of products across various industries. It involves the study of the behavior of solid materials under various forces and conditions, providing essential insights into stress, strain, and deformation.
[8] Solid Mechanics in Structural Engineering — Solid Mechanics is integral to various industries and fields: Civil Engineering. In Civil Engineering, Solid Mechanics is used to design and analyze structures such as buildings, bridges, dams, and tunnels. Engineers use principles of Solid Mechanics to ensure these structures can withstand loads from traffic, wind, earthquakes, and other forces.
[9] Introduction to Solid Mechanics - Discover Engineering — Biomedical Engineering. In biomedical engineering, Solid Mechanics is applied to study the mechanical behavior of biological tissues and the design of medical implants and prosthetics. For instance, understanding the stress-strain behavior of bone tissue helps in designing orthopedic implants that mimic natural bone properties. Advanced Topics
[13] Structure-Properties Relationships - SpringerLink — This chapter explores the correlations between the microstructures of hard, superhard and ultrahard materials and resulting properties. Key microstructure features and their effect on mechanical properties (hardness, fracture toughness, strength, wear and thermal properties) are discussed.
[16] Microstructure and Mechanical Properties of Structural Steels and ... — A great deal of attention is paid for improving material properties by means of microstructure control. The desired microstructures are developed by using various deformation and heat treatments. The key factors affecting the mechanical behavior and fracture of materials are another important matter of research at present.
[18] Elasticity: Stress-Strain Relationship — The stress-strain relationship is a cornerstone of Solid Mechanics in Engineering, providing essential insights into how materials deform and bear loads. Understanding this relationship is crucial for designing safe and efficient structures, machinery, and devices across various industries.
[21] What is Materials Selection? (Definition, Process & Examples) — Factors to Consider in Materials Selection. Correct materials selection means that products have the optimum performance, longevity in use and cost as well as meeting sustainability requirements. When deciding which material is best for an engineering project, there are various criteria to take into consideration, including:
[24] PDF — With integrated SOLIDWORKS Simulation solutions, you can run accurate FEA simulations right inside SOLIDWORKS CAD software, giving you fast access to structural analysis results early in the development process, such as stress level, deformed shape, product lifespan, etc. With this vital information, you can make critical design decisions that help you:
[26] Physics-informed Neural Networks (PINN) for computational solid ... — Recent advances in artificial intelligence (AI) technology and computer resources, especially GPUs, offer the opportunities of machine learning (ML) and deep learning (DL) to emerge as pivotal technologies in computational solid mechanics [, , , ].These advances facilitate a range of applications, including the construction of surrogate models for identifying constitutive
[42] Historical Development of Solid Mechanics — Understanding the principles of solid mechanics allows engineers to predict how materials will deform, fail, or withstand loads, ensuring the safety and reliability of engineering designs. The historical development of solid mechanics has been marked by significant advancements in understanding material behavior, developing mathematical models, and applying these principles to various engineering fields. From the early contributions of Galileo and Hooke to the modern advancements in computational mechanics and smart materials, solid mechanics has played a crucial role in shaping the field of engineering. In summary, solid mechanics is a foundational discipline in engineering that has evolved over centuries to address complex challenges in material behavior and structural analysis.
[43] PDF — Solid mechanics developed in the outpouring of mathematical and physical studies following the great achievement of Isaac Newton (1642-1727) in stating the laws of motion, although it has earlier roots. The need to understand and control the fracture of solids seems to have been a first
[44] Mechanics of solids - Stress, Strain, Elasticity | Britannica — Ask the Chatbot Games & Quizzes History & Society Science & Tech Biographies Animals & Nature Geography & Travel Arts & Culture ProCon Money Videos The French engineer and physicist Charles-Augustin Coulomb was apparently the first to relate the theory of a beam as a bent elastic line to stress and strain in an actual beam, in a way never quite achieved by Bernoulli and, although possibly recognized, never published by Euler. It was the great French mathematician Augustin-Louis Cauchy, originally educated as an engineer, who in 1822 formalized the concept of stress in the context of a generalized three-dimensional theory, showed its properties as consisting of a 3 × 3 symmetric array of numbers that transform as a tensor, derived the equations of motion for a continuum in terms of the components of stress, and developed the theory of linear elastic response for isotropic solids.
[45] Introduction to Solid Mechanics - Discover Engineering — The formalization of Solid Mechanics as a scientific discipline began in the 17th century with the work of Galileo Galilei, who studied the strength of materials and the behavior of beams. ... Recent innovations in Solid Mechanics include the development of smart materials that can adapt to changing conditions, such as shape-memory alloys and
[59] History Solid Mechanics | PDF | Isaac Newton | Mechanics - Scribd — The document provides a brief history of solid mechanics, beginning with contributions from Archimedes, Leonardo da Vinci, and Galileo Galilei who conducted early tensile tests and attempted to analyze beams but did not develop adequate theories. It then discusses advances made by Sir Isaac Newton, Robert Hooke, Joseph Louis Lagrange, Leonhard Euler, and Augustin Louis Cauchy who established
[62] 10 Isaac Newton Accomplishments and Achievements — One of Newton’s most famous accomplishments is the formulation of the three laws of motion, which he introduced in his Philosophiæ Naturalis Principia Mathematica (1687). Newton’s law unified the physics of the heavens and the Earth, demonstrating that the same force responsible for objects falling on Earth also governs the motion of planets around the sun. The Principia provided a comprehensive mathematical framework for understanding motion and gravity, combining Newton’s laws of motion with his law of universal gravitation. Newton’s laws of motion provide the mathematical basis for understanding how momentum is transferred between objects during collisions and other interactions. By establishing the relationship between force, motion, and momentum, Newton helped scientists understand how energy is conserved and transferred in physical systems.
[63] PDF — NEWTONIAN MECHANICS Newton formulated what is now called 'classical mechanics'. Since his time the theory has been reformulated and generalized in various ways. These reformulations have made its basic assumptions a lot clearer, but without changing the essential basis of the theory.
[64] Sir Isaac Newton - History of Math and Technology — Newton’s groundbreaking work in fields such as calculus, optics, and gravitation has shaped the development of modern science and continues to have an enormous impact on both theoretical and applied disciplines. Building on the work of Johannes Kepler and Galileo Galilei, Newton applied his laws of motion and universal gravitation to explain the motion of planets and other celestial bodies. Newton’s work on celestial mechanics provided the theoretical foundation for modern astronomy, allowing scientists to predict the motion of planets, moons, and comets with great precision. The concepts of calculus, motion, and gravitation that Newton introduced have become fundamental tools in physics, engineering, and applied mathematics. Newton’s work laid the foundation for the development of classical mechanics and optics, and his influence continues to shape modern science and technology.
[91] Fundamental Laws for Engineering Design - McGill University — During design process there are few aspects related to stress that should be addressed: Avoid bending stresses. Tension and compression are preferable. Triangulate for stiffness. Triangulation applies to structures and structural elements. Avoid elements in the design causing stress concentration.
[93] An Introduction to Stress and Strain - The Efficient Engineer — Stress and strain are fundamental concepts in engineering, and in strength of materials in particular, that describe how an object responds to applied loads. This page covers the basics, which are also summarised in the following video: What is Stress? When a body like the bar shown below is loaded by external forces, internal forces […]
[94] Stress Analysis: The Key to Safe Mechanical Design - Turn2Engineering — Introduction to Stress Analysis Stress analysis is the backbone of mechanical design, revealing how forces affect structures and components—from bridges to engine parts. It's the science of predicting whether a design will bend, break, or endure under load, ensuring safety and performance. For mechanical engineers, mastering stress analysis is essential to creating reliable, long-lasting
[95] The Importance of Stress Analysis in Mechanical Engineering — Mechanical Engineers can add value during mechanical design by performing stress analysis of the structure, component, or machine before it is completed. Stress analysis leads to a better product or part, building confidence and trust. Stress analysis can result in a better product in terms of design and better stress-withstanding capabilities.
[97] Structures and Solid Mechanics - Faculty of Aerospace Engineering — Yet, at its core, aerospace engineering places significant emphasis on structural design, which ensures the safety, performance, and cost-effectiveness of aircraft and spacecraft. To design and analyze structures, engineers must understand the principles of solid mechanics, which is the study of the behavior of solid materials under loads.
[103] What are the Mechanical properties of materials in Engineering? — The Design of any Machine elements will be started at the Material selection and the study of the Mechanical properties of materials. Elasticity, Stiffness, Plasticity, Ductility, Brittleness, Malleability, Toughness, Hardness are the different mechanical properties of materials. Let's see each of them.
[104] 13 Basic Mechanical Properties Of Material — Elasticity. The property of a material to regain its original shape after deformation, when the external forces are removed. This property has desirable for materials used in tools and machines. It may be noted that steel is more elastic than rubber. Plasticity. Plastic property of a material refers to the deformation material under load
[110] Theoretical Methods in Solid Mechanics - discoverengineering.org — Introduction Solid mechanics, a fundamental branch of engineering mechanics, deals with the behavior of solid materials under various forces and conditions. Theoretical methods in solid mechanics are essential for understanding, predicting, and optimizing the performance of materials and structures. These methods provide engineers with the tools to analyze stress, strain, deformation, and
[113] Solid Mechanics in Geotechnical Engineering — Explore the principles of solid mechanics in geotechnical engineering, focusing on soil behavior, stress-strain relationships, and stability analysis for safe construction. ... Geotechnical Earthquake Engineering: The study of soil behavior during earthquakes is essential for designing earthquake-resistant structures. Advanced techniques, such
[114] Fatigue Analysis: Concepts and Techniques — Mechanical Engineering Fatigue analysis is a critical aspect of solid mechanics in engineering, focusing on the behavior of materials under cyclic loading. This article delves into the concepts, techniques, and applications of fatigue analysis, highlighting its importance and relevance in the field of engineering. Fatigue analysis is a vital aspect of solid mechanics in engineering, ensuring the safety, reliability, and longevity of components subjected to cyclic loading. From its historical development to its practical applications in various industries, fatigue analysis has evolved significantly, driven by advancements in computational methods and material science. As engineering demands grow and evolve, fatigue analysis will remain a cornerstone of design and maintenance, safeguarding the integrity of critical structures and systems.
[115] Fatigue Testing: Methods, Materials & Applications - Biopdi — What is the Fatigue Testing? Fatigue Testing is a method used to evaluate how a material behaves under repeated stress and cyclic loading. It helps in determining the material's endurance limit and fatigue life, identifying how long it can withstand fluctuating stresses without failure.
[116] An Explanation of Fatigue in Materials and How Engineers Mitigate It — How Engineers Mitigate Fatigue. Material Selection: Engineers choose materials with high fatigue strength, such as alloys designed to resist cyclic loading.; Surface Treatments: Techniques like shot peening, polishing, or applying coatings improve surface quality and reduce stress concentrations.; Stress Reduction: Redesigning components to minimize sharp edges, notches, and other stress
[130] Solid Mechanics: Everything You Need to Know When Assessing Solid ... — Key Concepts in Solid Mechanics 1. Stress and Strain. ... Failure Theories. These theories help predict when a solid will break. They help engineers design safe structures that won't fail under pressure. 5. Material Properties. Different materials have unique properties. For example, metals are usually strong and hard, while plastics can be
[131] Solid Mechanics in Material Science - discoverengineering.org — Basic Principles and Concepts. Solid Mechanics involves the study of how solid materials deform and fail under various types of loading. The primary goal is to predict the behavior of materials and structures to ensure their safety and functionality. Key concepts in Solid Mechanics include: Stress: The internal force per unit area within a
[132] Theoretical Methods in Solid Mechanics - discoverengineering.org — Basic Principles and Concepts. Solid mechanics is grounded in several fundamental principles and concepts: Stress: Stress is the internal force per unit area within a material. It is a measure of the intensity of internal forces acting within a deformable body. ... Theories and Key Terms. Several theories form the backbone of solid mechanics
[147] On Hooke's law - ScienceDirect — A novel method of describing elastic anisotropy based on the concept of an elastic eigen state is proposed. The structure of the rigidity tensor is determined. ... It is shown that Hooke's Law can be written uniquely for an arbitrary anisotropic body in the form of several laws describing the direct proportionality of the corresponding parts of
[148] Understanding Hooke's Law and Its Intersection with AI - LinkedIn — These simulations can incorporate Hooke's Law to predict how materials will behave under different conditions, providing valuable insights for product development and failure analysis. 4
[149] Stress Analysis of Complex Structures - discoverengineering.org — Stress analysis of complex structures is a critical aspect of solid mechanics in engineering. Mechanical engineers apply stress analysis to design machinery and components, such as gears, shafts, and pressure vessels. Stress analysis of complex structures is a vital aspect of solid mechanics in engineering, ensuring the safety, reliability, and performance of various designs. By understanding the fundamental principles, historical development, practical applications, advanced topics, and challenges associated with stress analysis, engineers can make informed decisions and optimize their designs. As technology advances and new materials are developed, stress analysis will continue to play a crucial role in shaping the future of engineering and improving the quality of life through safer and more efficient structures.
[150] Historical Development of Solid Mechanics — Understanding the principles of solid mechanics allows engineers to predict how materials will deform, fail, or withstand loads, ensuring the safety and reliability of engineering designs. The historical development of solid mechanics has been marked by significant advancements in understanding material behavior, developing mathematical models, and applying these principles to various engineering fields. From the early contributions of Galileo and Hooke to the modern advancements in computational mechanics and smart materials, solid mechanics has played a crucial role in shaping the field of engineering. In summary, solid mechanics is a foundational discipline in engineering that has evolved over centuries to address complex challenges in material behavior and structural analysis.
[173] Solid Mechanics - an overview | ScienceDirect Topics — Solid mechanics is used broadly across all branches of the engineering science, including many applications in as oil and gas exploration, drilling, completion, and production.
[174] Applied Mechanics of Solids (A.F. Bower) Chapter 1 - Introduction — Solid mechanics is increasingly being used for applications other than structural and mechanical engineering design. These are active research areas, and some are better developed than others. Applications include 1. Calculating the properties (e.g. elastic modulus, yield stress, stress-strain curve; fracture toughness, etc) of a composite material in terms of those of its constituents. 2
[175] Applications of Solid Mechanics in Product Design — Solid mechanics, a fundamental branch of engineering mechanics, plays a crucial role in the design and analysis of products across various industries. The importance of solid mechanics in engineering cannot be overstated, as it ensures the structural integrity, safety, and functionality of products ranging from everyday consumer goods to complex aerospace components. Construction: In civil engineering, solid mechanics principles are used to design buildings, bridges, and other structures. Future trends in solid mechanics research include the development of more accurate predictive models, the integration of artificial intelligence in design processes, and the exploration of new materials with unique mechanical properties. Solid mechanics is a cornerstone of engineering, providing essential insights into the behavior of materials and structures under various conditions.
[176] Solid Mechanics - an overview | ScienceDirect Topics — 1 Introduction Solid mechanics, as a branch of continuum mechanics, is the study of the deformation or motion of solids under external applied loadings including forces, displacements, temperature changes, or other agents. Solid mechanics allows engineers to mathematically describe the physical behavior of solid materials and builds the foundation for material design and diagnosis . There
[177] Solid Mechanics in Material Science - discoverengineering.org — The importance of Solid Mechanics in engineering cannot be overstated, as it underpins the design, analysis, and optimization of structures and mechanical systems across a wide range of industries, including aerospace, automotive, civil engineering, and biomedical engineering. This article delves into the key aspects of Solid Mechanics in
[178] PDF — 2.4 Evaluated criterion of structural integrity Under the temperature loading and inner pressure loading, Von Mises strain criterion is usually applied as the criterion for structural integrity of solid propellant vm v n H H d (4) where, H vm is strain critical value and n is the safety factor. The expression of Von Mises strain is 2223 2 2 2 2
[179] Structural Integrity - Factors & Methods for Ensuring Safety — Potential structural issues like cracks and deformation can be found with the aid of structural integrity evaluation. A structural integrity engineer can identify problems early and carry out the required corrections and repairs to stop structural failure by employing non-destructive inspection techniques. Load and Stress Analysis
[180] Structural Integrity and Durability of Engineering Materials and ... — Engineering components or structural details may be subjected in service to quite different loading conditions: high-cycle or low-cycle fatigue (with constant or variable amplitudes), static loadings and/or overloads, vibrations, creep, stress corrosion - just to cite a few examples. Whatever the loading condition, an assessment of the structural integrity for a structural detail must ensure
[181] Solid Mechanics in Material Science - discoverengineering.org — Solid Mechanics is a vital field in engineering that plays a crucial role in the design, analysis, and optimization of structures and materials. By understanding the fundamental principles and concepts of Solid Mechanics, engineers can develop safe, efficient, and innovative solutions for a wide range of applications.
[182] Material Selection in Mechanical Design - discoverengineering.org — Material selection in mechanical design is a complex but essential aspect of engineering that has a profound impact on the performance, durability, and cost-effectiveness of products. By understanding the fundamental principles, historical development, practical applications, advanced topics, and challenges associated with material selection
[183] PDF — - Concordia University Mech321 lecture 20/1 Outline • Introduction • Design Requirements • Exampls: - Example 1: Strong and light Tie-Rod - Example 2: Stiff & Light Tension Members - Example 3: Torsionally stressed shaft - Example 4: Light and Strong Beam - Example 5: Light and Stiff Beam Dr. M. - Concordia University Mech321 lecture 20/5 Maximize P = σf /ρ Example 1: Strong and light Tie-Rod For fixed P: log P = log σf – log ρ = constant = C Consider log σf vs log ρ P is performance index Performance Index where a higher number gives better performance Dr. M.
[185] Material Properties in Engineering Applications Explained ... — Material Properties in Engineering Applications Explained - Turn2Engineering In the realm of mechanical engineering, a deep understanding of material properties is essential for designing durable, efficient, and safe components. By analyzing material properties, engineers can tailor their selection and design processes to meet specific operational requirements. The performance of any engineering component is largely dictated by its material properties. Below, we delve into the key categories of properties that engineers consider when selecting materials for design and application. Engineers use material properties to guide the design of components ranging from engines and structural supports to electronic housings and medical devices. Material properties are at the heart of mechanical engineering, influencing everything from design and manufacturing to performance and sustainability.
[189] Material Selection Guide for Medical Device Development — The material selection process balances performance, safety, and quality requirements with technical and business considerations to aid medical device development. With sound materials science guiding design decisions, the healthcare improvements promised by cutting-edge medical devices can fully materialize.
[190] PDF — The success of biomaterials depends mainly on the reaction of the human body to the implant and this measures the biocompatibility of a material . The increased use of titanium and its alloys as biomaterials comes from its superior biocompatibility and excellent corrosion resistance because of the thin layer of surface oxide and good mechanical properties such as a certain Young’s modulus and low density that make these metals present a Behavior mechanic close to the bones . Light, resistant and fully biocompatible, titanium is one of the few materials that naturally combine the implantation requirements in the human body .
[193] PDF — Materials Selection for Aerospace Systems A systematic design-oriented, five-step approach to material selection is described: 1) establishing design requirements, 2) material screening, 3) ranking, 4) researching specific candidates and 5) applying specific cultural constraints to the selection process. At the core of this approach is the definition performance indices (i.e., particular
[194] Aerospace Materials: Types, Selection and Applications — To meet these multifaceted challenges, aerospace materials require a sophisticated balance of properties, including high strength-to-weight ratios, excellent fatigue resistance, thermal stability, corrosion resistance, and radiation hardness. Aluminum alloys, titanium alloys, and composite materials are the primary materials used in aerospace structures due to their high specific strength and stiffness, which can improve the payload, maneuverability, and endurance of aircraft while reducing flight costs. The high-strength, high-toughness β-type titanium alloys developed have been selected by NASA as the matrix material for SiC/Ti composite materials used in aircraft fuselage and wing panels. Layered composite materials are also becoming more widely used in aerospace engineering, such as the 3% use of GLARE, a new laminate, in the A380.
[217] Physics-informed Neural Networks (PINN) for computational solid ... — Physics-informed Neural Networks (PINN) for computational solid mechanics: Numerical frameworks and applications - ScienceDirect Physics-informed Neural Networks (PINN) for computational solid mechanics: Numerical frameworks and applications Since the physics-informed neural networks (PINN) was originally introduced by Raissi et al. As shown in Fig. 2(a), since 2019, PINN-based approaches have experienced vigorous development for solving the computational solid mechanics problems of materials and structures, including the constitutive models, damage and fracture issues. A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics A hybrid model-data-driven framework for inverse load identification of interval structures based on physics-informed neural network and improved Kalman filter algorithm Predicting fatigue life of multi-defect materials using the fracture mechanics-based physics-informed neural network framework
[220] Elasticity: Stress-Strain Relationship — The stress-strain relationship is a cornerstone of Solid Mechanics in Engineering, providing essential insights into how materials deform and bear loads. Understanding this relationship is crucial for designing safe and efficient structures, machinery, and devices across various industries.
[222] PDF — From structural health monitoring to vibration control, adaptive structures, and energy harvesting, smart materials have revolutionized the way mechanical systems operate. They offer innovative solutions to age-old engineering challenges, promising enhanced efficiency, safety, and sustainability.
[223] Why Machine Learning Could Change Experimental Solid Mechanics — The authors also propose several future research directions. They call for the integration of ML in experimental solid mechanics, showing how it has been used in a wide range of applications, from constructing surrogate models for constitutive modeling to extracting unknown mechanical parameters and designing architected materials.
[224] Perspective: Machine learning in experimental solid mechanics — Machine learning is being used to accelerate the scientific process in experimental solid mechanics, leading to a fundamental shift in approaches to capturing data, extracting physical insights, and in the scope of hypotheses that can be explored. This work discusses the emergent use of machine learning in experimental solid mechanics and establishes the basic requirements needed for a ML model to provide a meaningful scientific contribution. It has been widely recognized that adopting the blackbox machine learning algorithm to predict the response of microstructural materials without imposing the physics constraints may lack interpretability and generalizability, not to mention the issues of significant demand for training data and the positive definite elastic stiffness tensor of the homogenized materials which cannot be guaranteed (Brodnik et al., 2023).
[225] Journal Club for January 2024: Machine Learning in Experimental Solid ... — The application of ML in experimental mechanics does more than just identify deformation fields and material properties; it also facilitates the development of new experimental techniques, which are designed for big data generation, providing high informational content and opening new avenues in the field of solid mechanics. W., Lee, C.-H., and Chen, J.-S., 2021, "Manifold learning based data-driven modeling for soft biological tissues," Journal of biomechanics, 117, p. J., Lee, C.-H., Hsu, M.-C., and Yu, Y., 2022, "A physics-guided neural operator learning approach to model biological tissues from digital image correlation measurements," Journal of Biomechanical Engineering, 144(12), p. C., Ahmed, F., Liu, Z., Zhu, P., and Chen, W., 2020, "Deep generative modeling for mechanistic-based learning and design of metamaterial systems," Comput Method Appl M, 372.
[226] The deep finite element method: A deep learning framework integrating ... — This approach, known as physics-informed learning, has enabled researchers to enhance the predictive power of machine learning models by integrating observed data, physical principles, and experiential knowledge []. A key advancement in this field is the introduction of physics-informed neural networks (PINNs) [].
[239] Advances in Smart Materials and Structures - PMC - National Center for ... — Smart composite technology was then discussed by covering mainly the principles and driving mechanics of various bistable composite structures, followed by research progress on the smart composite-based biomimetic flytrap structures, concentrating mainly on the bionic strategies in terms of sensing, responding, and actuation, as well as the
[240] Smart materials: The next generation in science and engineering — Smart materials, also known as intelligent or stimuli-responsive materials, have attracted attention in science and engineering. Smart materials are divided into six different groups: shape memory materials, piezoelectric materials, magnetostrictive materials, electro-rheological and magneto-rheological fluids, and self-healing materials. Smart materials have a wide range of applications, including aerospace, automotive, biomedicine, and construction. Smart materials respond to external factors such as temperature, humidity, pressure, pH, and electrical and magnetic fields .
[263] Solid Mechanics in Structural Engineering — Despite its advancements, Solid Mechanics faces several challenges: Material Behavior. Understanding the behavior of new and advanced materials under various conditions remains a significant challenge. Researchers must develop accurate models to predict the performance of these materials in real-world applications. Computational Limitations
[264] Predictive Modeling of High-Entropy Alloys and Amorphous Metallic ... — To address these challenges, we have deployed a machine-learning-based workflow for feature selection and statistical analysis to afford predictive models that accelerate the data-driven discovery and optimization of these advanced materials.
[265] Mechanistic data-driven prediction of as-built mechanical properties in ... — The challenges of using a data-driven approach for the prediction include data uncertainty in thermal histories and mechanical properties, risk of overfitting, and non-optimal learning models and
[266] Solid Mechanics Tutor-Free Solid Mechanics Problem Solver - YesChat — Solid Mechanics Tutor is an AI-driven platform designed to assist users in learning and solving problems related to solid mechanics, a crucial field within mechanical engineering. The primary design purpose of this tool is to simplify the complex theories and applications of solid mechanics, making them accessible to students and professionals
[267] Physics-informed Neural Networks (PINN) for computational solid ... — Physics-informed Neural Networks (PINN) for computational solid mechanics: Numerical frameworks and applications - ScienceDirect Physics-informed Neural Networks (PINN) for computational solid mechanics: Numerical frameworks and applications Since the physics-informed neural networks (PINN) was originally introduced by Raissi et al. As shown in Fig. 2(a), since 2019, PINN-based approaches have experienced vigorous development for solving the computational solid mechanics problems of materials and structures, including the constitutive models, damage and fracture issues. A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics A hybrid model-data-driven framework for inverse load identification of interval structures based on physics-informed neural network and improved Kalman filter algorithm Predicting fatigue life of multi-defect materials using the fracture mechanics-based physics-informed neural network framework
[268] Best AI Tools for Mechanical Engineers - colabsoftware.com — Simulation and Analysis: Rapid, Intelligent Validation. Who It's For: Engineers who need to test multiple scenarios quickly—structural, thermal, fluid, or otherwise. Why It Matters: Traditional simulation cycles can be slow and resource-intensive. AI-assisted tools run parametric studies faster, streamline meshing, and even predict the best design parameters before you hit "run."
[282] Experimental Solid Mechanics - discoverengineering.org — The importance of Experimental Solid Mechanics cannot be overstated, as it provides the empirical data necessary for the design, testing, and optimization of materials and structures used in a wide range of industries, from aerospace to civil engineering. Civil engineers rely on experimental solid mechanics to ensure the safety and reliability of structures like bridges, buildings, and dams. In biomedical engineering, experimental solid mechanics is used to study the mechanical properties of biological tissues and the performance of medical implants. Recent advancements in Experimental Solid Mechanics include the development of new materials and testing techniques. Experimental Solid Mechanics is a vital field within Solid Mechanics in Engineering, providing the empirical data necessary for the design, testing, and optimization of materials and structures.
[293] Examination of Durability Test Methods for Building Materials Based on ... — One of the vital approachs to quantifying the performance of materials over time is to use performance concept. This paper provides a methodology for evaluating durability test methods for building materials, components, and elements according to performance evaluation criteria. It discusses various sources of data—field survey, outdoor exposure and accelerated aging test—and includes 5
[297] Machine learning in solid mechanics: Application to acoustic ... — More recently, in response to this computational challenge, researchers have introduced machine learning (ML) techniques into established topology optimization methods, capitalizing on recent advancements in AI-assisted methodologies within the realm of solid mechanics. 18 - 21 Various integration approaches have emerged, all with the common
[298] Journal Club for January 2024: Machine Learning in Experimental Solid ... — The application of ML in experimental mechanics does more than just identify deformation fields and material properties; it also facilitates the development of new experimental techniques, which are designed for big data generation, providing high informational content and opening new avenues in the field of solid mechanics. W., Lee, C.-H., and Chen, J.-S., 2021, "Manifold learning based data-driven modeling for soft biological tissues," Journal of biomechanics, 117, p. J., Lee, C.-H., Hsu, M.-C., and Yu, Y., 2022, "A physics-guided neural operator learning approach to model biological tissues from digital image correlation measurements," Journal of Biomechanical Engineering, 144(12), p. C., Ahmed, F., Liu, Z., Zhu, P., and Chen, W., 2020, "Deep generative modeling for mechanistic-based learning and design of metamaterial systems," Comput Method Appl M, 372.
[299] Perspective: Machine learning in experimental solid mechanics — Machine learning is being used to accelerate the scientific process in experimental solid mechanics, leading to a fundamental shift in approaches to capturing data, extracting physical insights, and in the scope of hypotheses that can be explored. This work discusses the emergent use of machine learning in experimental solid mechanics and establishes the basic requirements needed for a ML model to provide a meaningful scientific contribution. It has been widely recognized that adopting the blackbox machine learning algorithm to predict the response of microstructural materials without imposing the physics constraints may lack interpretability and generalizability, not to mention the issues of significant demand for training data and the positive definite elastic stiffness tensor of the homogenized materials which cannot be guaranteed (Brodnik et al., 2023).
[300] Introduction to Solid Mechanics - Discover Engineering — Recent innovations in Solid Mechanics include the development of smart materials that can adapt to changing conditions, such as shape-memory alloys and self-healing materials. Future trends in Solid Mechanics involve the integration of artificial intelligence and machine learning techniques to predict material behavior and optimize designs.
[307] Machine Learning - Driven Materials Discovery: Unlocking Next ... — The rapid advancement of machine learning and artificial intelligence (AI)-driven techniques is revolutionizing materials discovery, property prediction, and material design by minimizing human intervention and accelerating scientific progress. This review provides a comprehensive overview of smart, machine learning (ML)-driven approaches, emphasizing their role in predicting material
[325] PDF — micro- and nano-scale smart materials for applications in medicine, robotics and beyond . As smart materials evolve, interdisciplinary collaboration between material scientists, engineers and technologists becomes increasingly crucial. This collaboration drives innovation, pushing the boundaries of what
[327] Structural Engineering in Smart Materials for Adaptive Structures - Innodez — Collaboration between structural engineers and material scientists drives innovation in structural systems. This includes developing novel applications for smart materials and pushing the boundaries of what is achievable in adaptive structural design. InnoDez: Advancing the Frontiers of Structural Engineering
[329] Generative AI In Materials Science: Innovating Structures — Smart materials, such as self-healing polymers or shape-memory alloys, are gaining attention.AI models predict how these materials react to stimuli, such as temperature or stress, enabling tailored solutions. AI designs have led to advancements in programmable hydrogels used in medical devices.; Researchers also use AI to discover adaptive architected materials for robotics.
[332] Data driven solid mechanics - Yan Chen / Homepage — Data-Driven Solid Mechanics represents a paradigm shift in the classical field of solid mechanics by integrating modern data science and machine learning methodologies with fundamental mechanical principles. This course explores how data-driven approaches can enhance our understanding and prediction of material behavior, structural responses, and mechanical systems. Students will learn to