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PINN with Python
Physics-Informed Neural Networks (PINNs) are transforming the way we solve complex scientific and engineering problems. This book serves as your essential guide to understanding this powerful technique, which elegantly combines the flexibility of neural networks with the fundamental rigor of physical laws. PINNs embed partial differential equations (PDEs), along with their boundary and initial conditions, directly into a neural network’s training process via a custom loss function. This means the neural network learns to obey the laws of physics! The solution function is represented by a neural network—a smooth, differentiable model constructed from affine transformations and activation ...
BioMedWomen
BioMedWomen 2015 - Clinical and BioEngineering for Women ́s Health contains all author contributions presented at BioMedWomen 2015 (Porto, Portugal, 20–23 June 2015). International contributions from countries worldwide provided comprehensive coverage of the current state-of-the-art on different topics: • Aging • Physical Activity and Sports • Physiotherapy • Aesthetic and Reconstructive Surgery • Urogynecology • Imaging • Biomechanics • Nutrition • Health Psychology • Assisted diagnosis and Treatment • Tissue Engineering • Medical Devices • Prosthesis • Dental care and Orthodontics BioMedWomen 2015 - Clinical and BioEngineering for Women ́s Health will be of interest to academics and to others interested and involved in clinical and engineering subjects related to women ́s health.
Advances In Underwater Acoustics, Structural Acoustics, And Computational Methodologies (In 4 Volumes)
This set of volumes encompasses the study of acoustics to diverse environments ranging from underwater and marine environments, to structural and civil engineering, computational models and aerospace engineering. Each volume comprises peer-reviewed publications in the related field of acoustics from the past decade, arranged such as to review the existing literature, examine new methodologies and then explore novel applications of pioneering acoustic principles. With contributions by eminent acoustics researchers, this set holds key insights for fellow acoustics researchers and engineers of any field impacted by acoustic phenomena.Volume 1's review chapters summarise theories like geoacousti...
Anisotropic Doubly-Curved Shells
This book aims to present in depth several Higher-order Shear Deformation Theories (HSDTs) by means of a unified approach for the mechanical analysis of doubly-curved shell structures made of anisotropic and composite materials. In particular, the strong and weak formulations of the corresponding governing equations are discussed and illustrated. The approach presented in this volume is completely general and represents a valid tool to investigate the structural behavior of many arbitrarily shaped structures. An isogeometric mapping procedure is also illustrated to this aim. Special attention is given also to advanced and innovative constituents, such as Carbon Nanotubes (CNTs), Variable Ang...
Laminated Composite Doubly-Curved Shell Structures
The title, “Laminated Composite Doubly-Curved Shell Structures. Differential and Integral Quadrature. Strong Form Finite Elements” illustrates the theme treated and the prospective followed during the composition of the present work. The aim of this manuscript is to analyze the static and dynamic behavior of thick and moderately thick composite shells through the application of the Differential Quadrature (DQ) method. The book is divided into two volumes wherein the principal higher order structural theories are illustrated in detail and the mechanical behavior of doubly-curved structures are presented by several static and dynamic numerical applications. In particular, the first volume ...
Real-Time PDE-Constrained Optimization
“…a timely contribution to a field of growing importance. This carefully edited book presents a rich collection of chapters ranging from mathematical methodology to emerging applications. I recommend it to students as a rigorous and comprehensive presentation of simulation-based optimization and to researchers as an overview of recent advances and challenges in the field.” — Jorge Nocedal, Professor, Northwestern University.Many engineering and scientific problems in design, control, and parameter estimation can be formulated as optimization problems that are governed by partial differential equations (PDEs). The complexities of the PDEs—and the requirement for rapid solution—pos...
Research Report
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Advanced Research on Mechanical Engineering, Industry and Manufacturing Engineering
Selected, peer reviewed papers from the 2011 International Conference on Mechanical Engineering, Industry and Manufacturing Engineering (MEIME 2011), July 23-24, 2011, Beijing, China
