Introduction to Intelligent Construction Technology of Transportation Infrastructure
Book information
Description
This book expounds on the related technologies of intelligent transportation infrastructure construction. Based on the essential characteristics of intelligent construction, "perception, analysis, decision-making, and execution," the basic structure of intelligent construction technology (ICT) is established. With the integration of engineering construction technologies, the analyses of the essence of intelligent algorithms and the feasibility of Artificial Intelligence (AI) are provided. The book introduces the essential characteristics of Big Data and the Internet of Things and their relationship with engineering construction. On this basis, the feasibility and implementation plan of intelligent technology applications in design, construction, and maintenance are analyzed and demonstrated with engineering examples. The book also combines ICT with intelligent construction talent training, the professional knowledge required for intelligent construction, and the theoretical basis to provide the methods for mastering new technologies. This book can be used by technical personnel in related fields such as highways, railways, airports, and urban road construction to understand and master innovative, intelligent construction technologies. It can also be a reference book for ICT-related college courses. Foreword to the English Edition Preface to the First Chinese Edition Preface to the Second Chinese Edition ISIC’s Endorsement Contents About the Authors and Translators Authors of the Chinese Edition Translators of the English Edition 1 What is Intelligent Construction? 1.1 Construction Characteristics of Transportation Infrastructure 1.2 Life Cycle and Construction Quality 1.3 Engineering Construction Needs the Help of Modern Information Technology 1.4 A Preliminary Understanding of AI 1.5 Understand Intelligent Construction Technologies 1.6 The Keys to Implement Intelligent Construction Technologies 1.7 Framework of Intelligent Construction Technology 2 Systematic Approach to Representing Objects 2.1 Definition of the System 2.2 Basic System Problems 2.3 The Black Box Method 2.4 Road Structure System 2.5 Artificial Intelligence System 2.6 Intelligent Construction Technology System 2.7 Information Platform System 3 Empowering Machines to Learn 3.1 A Computer Simulates Human Brains 3.2 How Do Machines Learn 3.3 Dissect an Intelligent Algorithm 3.4 Deep Learning is not a Mystery 3.5 Other Algorithms That Can’t Be Ignored 3.6 Return to Reason: Look at AI Objectively 3.7 Machine Learning in Engineering Projects 4 Entering a Data Era 4.1 Embracing the Data Era 4.2 Big Data Versus Small Data 4.3 Digitization of Engineering Information 4.4 Causality and Correlation 4.5 Knowledge and Data 4.6 Data Analysis Methods 4.7 Data Security 5 Understanding Perception Technology 5.1 How is the Data Obtained? 5.2 The Boom in Perception Technology 5.3 The Fundamentals of the Perception Technology 5.4 Ways to Learn Perception Techniques 5.5 Sensoring Devices in Engineering 5.6 Automatic Sensing and IntelliSense 5.7 Internet of Things in Engineering 6 Intelligent Engineering Construction 6.1 The Dawn of Intelligent Construction 6.2 The Feasibility of Intelligent Engineering Design 6.3 The Rise of Intelligent Construction 6.4 Intelligent Maintenance has Started 6.5 Intelligent Management Technology 6.6 Virtual Construction Has Great Potential 6.7 Intelligent Construction Example: Intelligent Compaction 6.8 The Risks of Intelligent Construction 7 The Road to the Future 7.1 Quality is the Key 7.2 Informatization of Roads Depends on the Cost 7.3 The Path Forward is Innovation 7.4 The Future of ICT is at Our Doorstep References
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