Mechanistic Data Science for STEM Education and Applications

Mechanistic Data Science for STEM Education and Applications
Title Mechanistic Data Science for STEM Education and Applications PDF eBook
Author Wing Kam Liu
Publisher Springer Nature
Pages 287
Release 2022-01-01
Genre Technology & Engineering
ISBN 3030878325

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This book introduces Mechanistic Data Science (MDS) as a structured methodology for combining data science tools with mathematical scientific principles (i.e., “mechanistic” principles) to solve intractable problems. Traditional data science methodologies require copious quantities of data to show a reliable pattern, but the amount of required data can be greatly reduced by considering the mathematical science principles. MDS is presented here in six easy-to-follow modules: 1) Multimodal data generation and collection, 2) extraction of mechanistic features, 3) knowledge-driven dimension reduction, 4) reduced order surrogate models, 5) deep learning for regression and classification, and 6) system and design. These data science and mechanistic analysis steps are presented in an intuitive manner that emphasizes practical concepts for solving engineering problems as well as real-life problems. This book is written in a spectral style and is ideal as an entry level textbook for engineering and data science undergraduate and graduate students, practicing scientists and engineers, as well as STEM (Science, Technology, Engineering, Mathematics) high school students and teachers.

Python for Mechanical and Aerospace Engineering

Python for Mechanical and Aerospace Engineering
Title Python for Mechanical and Aerospace Engineering PDF eBook
Author Alex Kenan
Publisher Alex Kenan
Pages 210
Release 2021-01-01
Genre Computers
ISBN 1736060600

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The traditional computer science courses for engineering focus on the fundamentals of programming without demonstrating the wide array of practical applications for fields outside of computer science. Thus, the mindset of “Java/Python is for computer science people or programmers, and MATLAB is for engineering” develops. MATLAB tends to dominate the engineering space because it is viewed as a batteries-included software kit that is focused on functional programming. Everything in MATLAB is some sort of array, and it lends itself to engineering integration with its toolkits like Simulink and other add-ins. The downside of MATLAB is that it is proprietary software, the license is expensive to purchase, and it is more limited than Python for doing tasks besides calculating or data capturing. This book is about the Python programming language. Specifically, it is about Python in the context of mechanical and aerospace engineering. Did you know that Python can be used to model a satellite orbiting the Earth? You can find the completed programs and a very helpful 595 page NSA Python tutorial at the book’s GitHub page at https://www.github.com/alexkenan/pymae. Read more about the book, including a sample part of Chapter 5, at https://pymae.github.io

Innovations in Mechanical Engineering

Innovations in Mechanical Engineering
Title Innovations in Mechanical Engineering PDF eBook
Author José Machado
Publisher Springer Nature
Pages 486
Release 2021-06-16
Genre Technology & Engineering
ISBN 3030791653

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This book covers a variety of topics in the field of mechanical engineering, with a special focus on methods and technologies for modeling, simulation, and design of mechanical systems. Based on a set of papers presented at the 1st International Conference “Innovation in Engineering”, ICIE, held in Guimarães, Portugal, on June 28–30, 2021, it focuses on innovation in mechanical engineering, spanning from engineering design and testing of medical devices, evaluation of new materials and composites for different industrial applications, fatigue and stress analysis of mechanical structures, and application of new tools such as 3D printing, CAE 3D models, and decision support systems. This book, which belongs to a three-volume set, provides engineering researchers and professionals with extensive and timely information on new technologies and developments in the field of mechanical engineering and materials.

Tribocorrosion

Tribocorrosion
Title Tribocorrosion PDF eBook
Author Arpith Siddaiah
Publisher Academic Press
Pages 234
Release 2021-04-27
Genre Science
ISBN 0128189177

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Tribocorrosion: Fundamentals, Methods, and Materials provides a balanced coverage of recent advancements in both experimental and computational areas of tribocorrosion, covering the basic concepts of tribology and electrochemistry, as well as testing set-ups, protocols, electrochemical methods, and more. It outlines experimental methods, demonstrating the different effects of material loss due to mechanical and electrochemical actions and looks at their effects in applied automotive, aerospace and biomedical settings. Standard testing protocols, tribocorrosion mechanisms in sliding contacts, and modeling and simulation techniques are all covered at length, as is bio-tribocorrosion and the best ways to prevent it. - Provides a complete overview of tribocorrosion testing, experimentation and modeling methods that in turn empower safer, environmentally-friendlier and cost-saving applications - Balances experimental and computational methods, thus encouraging readers to define and develop experimental and investigative techniques specific to their tribo-system of interest - Covers tribocorrosion behavior in passive and non-passive metals and alloys, coatings, modified surfaces, metal matrix composites, and more

Transactions of the American Society of Mechanical Engineers

Transactions of the American Society of Mechanical Engineers
Title Transactions of the American Society of Mechanical Engineers PDF eBook
Author American Society of Mechanical Engineers
Publisher
Pages 1252
Release 1915
Genre Mechanical engineering
ISBN

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Vols. 2, 4-11, 62-68 include the Society's Membership list; v. 55-80 include the Journal of applied mechanics (also issued separately) as contributions from the Society's Applied Mechanics Division.

2021 International Symposium on Medical Robotics (ISMR)

2021 International Symposium on Medical Robotics (ISMR)
Title 2021 International Symposium on Medical Robotics (ISMR) PDF eBook
Author IEEE Staff
Publisher
Pages
Release 2021-11-17
Genre
ISBN 9781665406239

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Medical robotics has significantly advanced in the last couple of decades With the advent of increased and improved computational power and hardware capabilities, new research directions and device and platform capabilities are now possible than ever before There have been significant advancements in surgical robotics, rehabilitation robotics, assistive robotics, prosthetics, etc The goal of this International Symposium on Medical Robotics (ISMR) is to bring together engineers, clinicians and industry in various fields of medical robotics to create a common forum for exchanging ideas and foster future developments in the field ISMR is planned to be a single track symposium comprising of invited talks, oral presentations, and posters based on the call for submissions

Materials and Technologies in Mechanical Engineering

Materials and Technologies in Mechanical Engineering
Title Materials and Technologies in Mechanical Engineering PDF eBook
Author Dmitry А. Chinakhov
Publisher Trans Tech Publications Ltd
Pages 175
Release 2018-10-30
Genre Technology & Engineering
ISBN 3035734682

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Special topic volume with invited peer reviewed papers only