{"product_id":"computational-modeling-and-digital-twins-with-ai-paperback","title":"Computational Modeling and Digital Twins with AI - Paperback","description":"\u003cdiv\u003e\u003cp style=\"text-align: right;\"\u003e\u003ca href=\"https:\/\/reportcopyrightinfringement.com\/\" target=\"_blank\" rel=\"nofollow\"\u003e\u003cb\u003eReport copyright infringement\u003c\/b\u003e\u003c\/a\u003e\u003c\/p\u003e\u003c\/div\u003e\u003cp\u003eby \u003cb\u003eAnt\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eComputational Modeling and Digital Twins with AI\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Points: Computational Modeling and Digital Twins with AI\u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eDefinition and Evolution of Digital Twins\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eCore Characteristics of Digital Twins\u003c\/strong\u003e.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eValue Proposition and Industry Impact\u003c\/strong\u003e\u003cul\u003e\n\u003cli\u003eEnhanced monitoring, predictive maintenance, and performance optimization.\u003c\/li\u003e\n\u003cli\u003eAccelerated design cycles and improved decision-making.\u003c\/li\u003e\n\u003cli\u003eTangible cost savings, increased efficiency, and sustainability benefits across sectors like aerospace, automotive, manufacturing, energy, healthcare, construction, logistics, and agriculture.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eModel Fidelity and Abstraction\u003c\/strong\u003e\u003cul\u003e\n\u003cli\u003eFidelity refers to how accurately the digital twin mirrors its physical counterpart, across geometric, behavioral, state, contextual, and data dimensions.\u003c\/li\u003e\n\u003cli\u003eThe level of abstraction and granularity is purpose-driven, balancing detail with computational feasibility.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePhysics-Based and Data-Driven Modeling\u003c\/strong\u003e\u003cul\u003e\n\u003cli\u003ePhysics-based models use fundamental laws (e.g., conservation, constitutive relations) for deterministic, interpretable predictions.\u003c\/li\u003e\n\u003cli\u003eData-driven models leverage empirical data and machine learning to capture complex, real-world behaviors.\u003c\/li\u003e\n\u003cli\u003eHybrid modeling combines both approaches for greater accuracy and adaptability.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePhysics-Informed Machine Learning (PIML)\u003c\/strong\u003e\u003cul\u003e\u003cli\u003ePIML integrates physical laws into machine learning models, improving generalization, reducing data requirements, and ensuring physically plausible predictions.\u003c\/li\u003e\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eUsed for complex simulations in fluid dynamics, structural mechanics, and materials science. \u003c\/p\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 404\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.83 x 9 x 6 IN\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e December 02, 2025\u003c\/div\u003e\n            ","brand":"BooksCloud","offers":[{"title":"Default Title","offer_id":54089538830643,"sku":"9798295450389","price":43.72,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0300\/5595\/6612\/files\/2Wkr9vyl-d9798295450389.webp?v=1789592068","url":"https:\/\/www.vysn.com\/products\/computational-modeling-and-digital-twins-with-ai-paperback","provider":"VYSN","version":"1.0","type":"link"}