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Machine Learning for Civil and Environmental Engineers
Accessible and practical framework for machine learning applications and solutions for civil and environmental engineers This textbook introduces engineers and engineering students to the applications of artificial intelligence (AI), machine learning (ML), and machine intelligence (MI) in relation to civil and environmental engineering projects and problems, presenting state-of-the-art methodologies and techniques to develop and implement algorithms in the engineering domain. Through real-world projects like analysis and design of structural members, optimizing concrete mixtures for site applications, examining concrete cracking via computer vision, evaluating the response of bridges to haza...
Learning in the Age of Digital and Green Transition
We are currently witnessing a significant transformation in the development of education on all levels and especially in post-secondary education. To face these challenges, higher education must find innovative ways to quickly respond to these new needs. These were the aims connected with the 25th International Conference on Interactive Collaborative Learning (ICL2022), which was held in Vienna, Austria, from September 27 to 30, 2022. Since its beginning in 1998, this conference is devoted to new approaches in learning with a focus on collaborative learning in higher education. This book contains papers in the fields of: • New Learning Models and Applications• Project-Based Learning• Engineering Pedagogy Education• Research in Engineering Pedagogy• Teaching Best Practices• Real World Experiences• Academia-Industry Partnerships• Trends in Master and Doctoral Research. Interested readership includes policymakers, academics, educators, researchers in pedagogy and learning theory, school teachers, the learning industry, further and continuing education lecturers, etc.
Interpretable Machine Learning for the Analysis, Design, Assessment, and Informed Decision Making for Civil Infrastructure
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 a...
Leveraging Artificial Intelligence in Engineering, Management, and Safety of Infrastructure
The design, construction, and upkeep of infrastructure is comprised of a multitude of dimensions spanning a highly complex paradigm of interconnected opportunities and challenges. While traditional methods fall short of adequately accounting for such complexity, artificial intelligence (AI) presents novel and out-of-the-box solutions that effectively tackle the growing demands of our infrastructure. The convergence between AI and civil engineering is an emerging frontier with tremendous potential. The book is likely to provide a boost to the state of infrastructure engineering by fostering a new look at civil engineering that capitalizes on AI as its main driver. It highlights the ongoing pu...
Beyond Digital Representation
This book collects contributions which showcase the impact of new augmented reality (AR) and artificial intelligence (AI) technologies considered jointly in the fields of cultural heritage and innovative design. AR is an alternative path of analysis and communication if applied to several fields of research, in particular if related to space and artifacts in it. This happens because the neural network development strengthens the relationship between augmented reality and artificial intelligence, creating processes close to human thought in shorter times. In the last years, the AR/AI expansion and the future scenarios have raised a deep trans-disciplinary speculation. The disciplines of repre...
Integrated Project Design
Integrated Project Design/Delivery is not new, but in recent years, it has been achieving the status of yet another acronym, more connected to its contractual details than to the actual meaning of the profound change in how work is to be developed. This book clarifies this situation by presenting several examples in academia, research and practical design situations, ranging from the use of old-style expression media, such as handmade drawings, to comprehensive digitalisation processes. The IPD model is shown as an effective way to tackle the ever-increasing challenges of balancing productivity with the urgent demands for designs that embrace decarbonisation, net-zero buildings, energy effic...
Digital Restoration and Virtual Reconstructions
This book provides the opportunity to explore the variety of meanings, undertones and contextual connotations that currently pertain to the expressions of "virtual (or digital) restoration" and "reconstruction". The book focuses on the latest applications of virtual restoration and reconstruction in different areas of Cultural Heritage through the presentation and discussion of several case studies. The goal is to provide a broad perspective on the subject. The sample presented in this book has been indeed selected and evaluated referring to different disciplinary fields such as archaeology, architecture, and conservation while encompassing a variety of cultural and chronological contexts.
Coding Architecture
This book provides a clear picture of how computational processes are gradually permeating and innovating the Architecture, Engineering, and Construction sector, contributing to sustainability and aesthetic evolution. It achieves that by gathering a collection of accounts shared by pioneering professionals involved in this innovation, drawing from recent academic studies, ongoing experimental processes conducted in cutting-edge architectural and engineering offices, as well as innovative industrial applications. The covered subjects span a wide range, including artificial intelligence and robotic manufacturing, the metaverse and 3D printing, strategies to counter CO2 consumption through plug-ins, as well as emerging materials and construction techniques. The chapters feature authors who are pioneers and embrace roles like software developers, architects, process engineers, academics, and forward-thinking entrepreneurs. They represent authoritative references within a broader interconnected cultural and technological system; an eclectic system that finds in computational processes the key to addressing the new challenges of contemporary architecture.
3D Printing for Construction with Alternative Materials
This book explores the latest achievements and design possibilities that 3D printing for construction (DPC) can offer, the alternative materials to natural aggregates or cement and even the 4th dimension that is already starting in this area. DPC materiality is starting to be explored in architecture as a new design language to reach not only outrageous forms but also to leverage the building process and its performance. Like Corbusier explored the concrete potentiality of concrete to release the façade and the plan, 3DPC is allowing to straighten design freedom with building performance. Industry and Scientific research are offering design professionals possibilities to start a new design ...
