Interpretable Machine Learning For The Analysis Design Assessment And Informed Decision Making For Civil Infrastructure

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Interpretable Machine Learning for the Analysis, Design, Assessment, and Informed Decision Making for Civil Infrastructure

Author : M. Z. Naser
Publisher : Elsevier
ISBN 13 : 0128240741
Total Pages : 300 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Interpretable Machine Learning for the Analysis, Design, Assessment, and Informed Decision Making for Civil Infrastructure by : M. Z. Naser

Download or read book Interpretable Machine Learning for the Analysis, Design, Assessment, and Informed Decision Making for Civil Infrastructure written by M. Z. Naser and published by Elsevier. This book was released on 2023-11-01 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: The past few years have demonstrated how civil infrastructure continues to experience an unprecedented scale of extreme loading conditions (i.e. hurricanes, wildfires and earthquakes). Despite recent advancements in various civil engineering disciplines, specific to the analysis, design and assessment of structures, it is unfortunate that it is common nowadays to witness large scale damage in buildings, bridges and other infrastructure. The analysis, design and assessment of infrastructure comprises of a multitude of dimensions spanning a highly complex paradigm across material sciences, structural engineering, construction and planning among others. While traditional methods fall short of adequately accounting for such complexity, fortunately, computational intelligence presents novel solutions that can effectively tackle growing demands of intense extreme events and modern designs of infrastructure – especially in this era where infrastructure is reaching new heights and serving larger populations with high social awareness and expectations. Computational Intelligence for Analysis, Design and Assessment of Civil Infrastructure highlights the growing trend of fostering the use of CI to realize contemporary, smart and safe infrastructure. This is an emerging area that has not fully matured yet and hence the book will draw considerable interest and attention. In a sense, the book presents results of innovative efforts supplemented with case studies from leading researchers that can be used as benchmarks to carryout future experiments and/or facilitate development of future experiments and advanced numerical models. The book is written with the intention to serve as a guide for a wide audience including senior postgraduate students, academic and industrial researchers, materials scientists and practicing engineers working in civil, structural and mechanical engineering. Focuses on civil engineering applications for extreme events Explains the fundamentals of AI/ML and how they can be applied in civil engineering Features case study examples, design codes, and problems and solutions that would work for extreme events

Structural Fire Engineering

Author : Venkatesh Kodur
Publisher : McGraw Hill Professional
ISBN 13 : 1260128598
Total Pages : 481 pages
Book Rating : 4.2/5 (61 download)

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Book Synopsis Structural Fire Engineering by : Venkatesh Kodur

Download or read book Structural Fire Engineering written by Venkatesh Kodur and published by McGraw Hill Professional. This book was released on 2020-02-28 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: Actionable strategies for the design and construction of fire-resistant structures This hands-on guide clearly explains the complex building codes and standards that relate to fire design and presents hands-on techniques engineers can apply to prevent or mitigate the effects of fire in structures. Dedicated chapters discuss specific procedures for steel, concrete, and timber buildings. You will get step-by-step guidance on how to evaluate fire resistance using both testing and calculation methods. Structural Fire Engineering begins with an introduction to the behavioral aspects of fire and explains how structural materials react when exposed to elevated temperatures. From there, the book discusses the fire design aspects of key codes and standards, such as the International Building Code, the International Fire Code, and the NFPA Fire Code. Advanced topics are covered in complete detail, including residual capacity evaluation of fire damaged structures and fire design for bridges and tunnels. Explains the fire design requirements of the IBC, IFC, the NFPA Fire Code, and National Building Code of Canada Presents design strategies for steel, concrete, and timber structures as well as for bridges and tunnels Contains downloadable spreadsheets and problems along with solutions for instructors

Structural Health Monitoring Based on Data Science Techniques

Author : Alexandre Cury
Publisher : Springer Nature
ISBN 13 : 3030817164
Total Pages : 490 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Structural Health Monitoring Based on Data Science Techniques by : Alexandre Cury

Download or read book Structural Health Monitoring Based on Data Science Techniques written by Alexandre Cury and published by Springer Nature. This book was released on 2021-10-23 with total page 490 pages. Available in PDF, EPUB and Kindle. Book excerpt: The modern structural health monitoring (SHM) paradigm of transforming in situ, real-time data acquisition into actionable decisions regarding structural performance, health state, maintenance, or life cycle assessment has been accelerated by the rapid growth of “big data” availability and advanced data science. Such data availability coupled with a wide variety of machine learning and data analytics techniques have led to rapid advancement of how SHM is executed, enabling increased transformation from research to practice. This book intends to present a representative collection of such data science advancements used for SHM applications, providing an important contribution for civil engineers, researchers, and practitioners around the world.

Computing in Civil and Building Engineering (2014)

Author : Raymond Issa
Publisher :
ISBN 13 : 9780784413616
Total Pages : 0 pages
Book Rating : 4.4/5 (136 download)

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Book Synopsis Computing in Civil and Building Engineering (2014) by : Raymond Issa

Download or read book Computing in Civil and Building Engineering (2014) written by Raymond Issa and published by . This book was released on 2014 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence in Asset Management

Author : Söhnke M. Bartram
Publisher : CFA Institute Research Foundation
ISBN 13 : 195292703X
Total Pages : 95 pages
Book Rating : 4.9/5 (529 download)

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Book Synopsis Artificial Intelligence in Asset Management by : Söhnke M. Bartram

Download or read book Artificial Intelligence in Asset Management written by Söhnke M. Bartram and published by CFA Institute Research Foundation. This book was released on 2020-08-28 with total page 95 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) has grown in presence in asset management and has revolutionized the sector in many ways. It has improved portfolio management, trading, and risk management practices by increasing efficiency, accuracy, and compliance. In particular, AI techniques help construct portfolios based on more accurate risk and return forecasts and more complex constraints. Trading algorithms use AI to devise novel trading signals and execute trades with lower transaction costs. AI also improves risk modeling and forecasting by generating insights from new data sources. Finally, robo-advisors owe a large part of their success to AI techniques. Yet the use of AI can also create new risks and challenges, such as those resulting from model opacity, complexity, and reliance on data integrity.

Structures in Fire

Author : Venkatesh Kodur
Publisher : DEStech Publications, Inc
ISBN 13 : 1605950270
Total Pages : 1047 pages
Book Rating : 4.6/5 (59 download)

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Book Synopsis Structures in Fire by : Venkatesh Kodur

Download or read book Structures in Fire written by Venkatesh Kodur and published by DEStech Publications, Inc. This book was released on 2010 with total page 1047 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Concrete Repair, Rehabilitation and Retrofitting IV

Author : Frank Dehn
Publisher : CRC Press
ISBN 13 : 1315677644
Total Pages : 244 pages
Book Rating : 4.3/5 (156 download)

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Book Synopsis Concrete Repair, Rehabilitation and Retrofitting IV by : Frank Dehn

Download or read book Concrete Repair, Rehabilitation and Retrofitting IV written by Frank Dehn and published by CRC Press. This book was released on 2015-09-17 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Fourth International Conference on Concrete Repair, Rehabilitation and Retrofitting (ICCRRR 2015) was held 5-7 October 2015 in Leipzig, Germany. This conference is a collaborative venture by researchers from the South African Research Programme in Concrete Materials (based at the Universities of Cape Town and The Witwatersrand) and the Material

Deep Learning

Author : Ian Goodfellow
Publisher : MIT Press
ISBN 13 : 0262337371
Total Pages : 801 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Deep Learning by : Ian Goodfellow

Download or read book Deep Learning written by Ian Goodfellow and published by MIT Press. This book was released on 2016-11-10 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

Machine Learning Algorithms and Applications

Author : Mettu Srinivas
Publisher : John Wiley & Sons
ISBN 13 : 1119769248
Total Pages : 372 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Machine Learning Algorithms and Applications by : Mettu Srinivas

Download or read book Machine Learning Algorithms and Applications written by Mettu Srinivas and published by John Wiley & Sons. This book was released on 2021-08-10 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine Learning Algorithms is for current and ambitious machine learning specialists looking to implement solutions to real-world machine learning problems. It talks entirely about the various applications of machine and deep learning techniques, with each chapter dealing with a novel approach of machine learning architecture for a specific application, and then compares the results with previous algorithms. The book discusses many methods based in different fields, including statistics, pattern recognition, neural networks, artificial intelligence, sentiment analysis, control, and data mining, in order to present a unified treatment of machine learning problems and solutions. All learning algorithms are explained so that the user can easily move from the equations in the book to a computer program.

C4.5

Author : J. Ross Quinlan
Publisher : Morgan Kaufmann
ISBN 13 : 9781558602380
Total Pages : 286 pages
Book Rating : 4.6/5 (23 download)

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Book Synopsis C4.5 by : J. Ross Quinlan

Download or read book C4.5 written by J. Ross Quinlan and published by Morgan Kaufmann. This book was released on 1993 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a complete guide to the C4.5 system as implemented in C for the UNIX environment. It contains a comprehensive guide to the system's use, the source code (about 8,800 lines), and implementation notes.

Planning the Quality of Education

Author : Kenneth Norman Ross
Publisher : Paris, France : Unesco, International Institute for Educational Planning ; Oxford, England : Pergamon
ISBN 13 :
Total Pages : 202 pages
Book Rating : 4.3/5 (243 download)

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Book Synopsis Planning the Quality of Education by : Kenneth Norman Ross

Download or read book Planning the Quality of Education written by Kenneth Norman Ross and published by Paris, France : Unesco, International Institute for Educational Planning ; Oxford, England : Pergamon. This book was released on 1990 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Blockchain Technology and Applications

Author : Ahmed Banafa
Publisher : CRC Press
ISBN 13 : 1000792226
Total Pages : 122 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Blockchain Technology and Applications by : Ahmed Banafa

Download or read book Blockchain Technology and Applications written by Ahmed Banafa and published by CRC Press. This book was released on 2022-09-01 with total page 122 pages. Available in PDF, EPUB and Kindle. Book excerpt: Blockchain is an emerging technology that can radically improve transactions security at banking, supply chain, and other transaction networks. It’s estimated that Blockchain will generate $3.1 trillion in new business value by 2030. Essentially, it provides the basis for a dynamic distributed ledger that can be applied to save time when recording transactions between parties, remove costs associated with intermediaries, and reduce risks of fraud and tampering. This book explores the fundamentals and applications of Blockchain technology. Readers will learn about the decentralized peer-to-peer network, distributed ledger, and the trust model that defines Blockchain technology. They will also be introduced to the basic components of Blockchain (transaction, block, block header, and the chain), its operations (hashing, verification, validation, and consensus model), underlying algorithms, and essentials of trust (hard fork and soft fork). Private and public Blockchain networks similar to Bitcoin and Ethereum will be introduced, as will concepts of Smart Contracts, Proof of Work and Proof of Stack, and cryptocurrency including Facebook’s Libra will be elucidated. Also, the book will address the relationship between Blockchain technology, Internet of Things (IoT), Artificial Intelligence (AI), Cybersecurity, Digital Transformation and Quantum Computing.Readers will understand the inner workings and applications of this disruptive technology and its potential impact on all aspects of the business world and society. A look at the future trends of Blockchain Technology will be presented in the book.

Closer to the Machine

Author : Office of the Victorian Information Commissioner
Publisher :
ISBN 13 : 9780648672319
Total Pages : pages
Book Rating : 4.6/5 (723 download)

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Book Synopsis Closer to the Machine by : Office of the Victorian Information Commissioner

Download or read book Closer to the Machine written by Office of the Victorian Information Commissioner and published by . This book was released on 2019-08-30 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence, or AI, has become a ubiquitous part of our lives. Hardly a day goes by without hearing or reading about AI and the impacts it is having on society. Up until now, industry has led the charge in developing and implementing AI technologies to help achieve commercial goals. However, the public sector is increasingly turning to AI technologies to carry out its functions, develop and inform policy, and deliver services to its citizens. How governments and regulators respond to technological and social developments in AI will have a large and lasting impact on our society. We need to encourage worthwhile technological innovation, but we need to do so with our eyes open. This requires us to be alert to the far-reaching effects AI can have. We all have a role to play in determining what the society in which we want to live looks like. https://ovic.vic.gov.au/wp-content/uploads/2019/08/closer-to-the-machine-web.pdf

International Conference on Advances in Pattern Recognition

Author : Sameer Singh
Publisher : Springer
ISBN 13 : 9781447112143
Total Pages : 0 pages
Book Rating : 4.1/5 (121 download)

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Book Synopsis International Conference on Advances in Pattern Recognition by : Sameer Singh

Download or read book International Conference on Advances in Pattern Recognition written by Sameer Singh and published by Springer. This book was released on 2011-09-15 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: International Conference on Advances in Pattern Recognition (ICAPR 98) at Plymouth represents an important meeting for advanced research in pattern recognition. There is considerable interest in the areas of image processing, medical imaging, speech recognition, document analysis and character recognition, fuzzy data analysis and neural networks. ICAPR 98 is aimed at providing an international platform for invited research in this multi-disciplinary area. It is expected that the conference will grow in future years to include more research contributions that detail state-of the-art research in pattern recognition. ICAPR 98 attracted contributions from different countries of the highest quality. I should like to thank the programme and organising committee for doing an excellent job in organising this conference. The peer reviewed nature of the conference ensured high quality publications in these proceedings. My personal thanks to Mrs. Barbara Davies who served as conference secretary and worked tirelessly in organising the conference. I thank the organising chair for the local arrangements and our should also key-note, plenary and tutorial speakers for their valuable contributions to the conference. I also thank Springer-Verlag for publishing these proceedings that will be a valuable source of research reference for the readers. Finally, I thank all participants who made this conference successful.

Resilient Structures and Infrastructure

Author : Ehsan Noroozinejad Farsangi
Publisher : Springer
ISBN 13 : 9811374465
Total Pages : 494 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Resilient Structures and Infrastructure by : Ehsan Noroozinejad Farsangi

Download or read book Resilient Structures and Infrastructure written by Ehsan Noroozinejad Farsangi and published by Springer. This book was released on 2019-05-03 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses resilience in terms of structures’ and infrastructures’ responses to extreme loading conditions. These include static and dynamic loads such as those generated by blasts, terrorist attacks, seismic events, impact loadings, progressive collapse, floods and wind. In the last decade, the concept of resilience and resilient-based structures has increasingly gained in interest among engineers and scientists. Resilience describes a given structure’s ability to withstand sudden shocks. In other words, it can be measured by the magnitude of shock that a system can tolerate. This book offers a valuable resource for the development of new engineering practices, codes and regulations, public policy, and investigation reports on resilience, and provides broad and integrated coverage of the effects of dynamic loadings, and of the modeling techniques used to compute the structural response to these loadings.

Proceedings of the international conference on Machine Learning

Author : John Anderson
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (632 download)

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Book Synopsis Proceedings of the international conference on Machine Learning by : John Anderson

Download or read book Proceedings of the international conference on Machine Learning written by John Anderson and published by . This book was released on 19?? with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

PISA for Development Assessment and Analytical Framework Reading, Mathematics and Science

Author : OECD
Publisher : OECD Publishing
ISBN 13 : 9264305270
Total Pages : 192 pages
Book Rating : 4.2/5 (643 download)

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Book Synopsis PISA for Development Assessment and Analytical Framework Reading, Mathematics and Science by : OECD

Download or read book PISA for Development Assessment and Analytical Framework Reading, Mathematics and Science written by OECD and published by OECD Publishing. This book was released on 2018-09-25 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: “What is important for citizens to know and be able to do?” The OECD Programme for International Student Assessment (PISA) seeks to answer that question through the most comprehensive and rigorous international assessment of student knowledge and skills. As more countries join its ranks, PISA ...