为不断变化的世界进行设计：数据与人工智能的作用.pdf

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1、Designing for a Changing World:The Role of Data&Artificial Intelligence Introducing Arup.We are a global collective of designers,experts and consultants dedicated to sustainable development.We use technology,imagination and rigor to shape a better world.We are a global collective of designers,expert

2、s and consultants dedicated to sustainable development.We use technology,imagination and rigor to shape a better world.Introducing ArupInsurance Claims Around the World1Frequency of natural disasters has increased builders risk claims by 14%Design errors are the most frequent cause of professional l

3、iability claims,accounting for 62%of all claims filed by construction firms in 2023Claims related to new green building projects have risen by 7%in 2023,as more complex environmental standards lead to frequent disputes over project quality and timelines1Construction Insurance Industry Statistics 202

4、5 CoinLawAEC Insurance Claims:Major Contributing FactorsTacoma Narrows Bridge Catastrophic Failure(1940)Data and AI Solutions:Simulation tools with real-world wind data AI-Powered stress analysis and structural resonance prediction Failure Cause:Aeroelastic flutter underestimated in designCase Study

5、:Berlin AquaDom(2022)Failure Cause:Structural Weakness in Acrylic Cylinder Data and AI Solutions:Predicative Maintenance Using AI Structural Health Monitoring Environmental Data Correlation Automated Risk AssessmentKey Technologies Driving Change Digital Twins Generative Design(e.g.,Autodesk Dreamca

6、tcher)Predictive Maintenance Systems Neural Networks for Pattern Recognition in Material Behavior It Begins with the Data.Start There!Arup Use Case:Project XYZ Noise Barrier Testing Cranked Noise Barriers in Open Urban AreaDesign life of 200-mph train every 10 minutes for 120 yearsBarrierPile founda