{"product_id":"artificial-intelligence-in-manufacturing-enabling-intelligent-flexible-and-cost-effective-production-through-ai-9783031464546","title":"Artificial Intelligence in Manufacturing: Enabling Intelligent, Flexible and Cost-Effective Production Through AI","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003eThis open access book presents a rich set of innovative solutions for artificial intelligence (AI) in manufacturing. The various chapters of the book provide a broad coverage of AI systems for state of the art flexible production lines including both cyber-physical production systems (Industry 4.0) and emerging  trustworthy and human-centered manufacturing systems (Industry 5.0). From a technology perspective, the book addresses a wide range of AI paradigms such as deep learning, reinforcement learning, active learning, agent-based systems, explainable AI, industrial robots, and AI-based digital twins. Emphasis is put on system architectures and technologies that foster human-AI collaboration based on trusted interactions between workers and AI systems. From a manufacturing applications perspective, the book illustrates the deployment of these AI paradigms in a variety of use cases spanning production planning, quality control, anomaly detection, metrology, workers’ training, supply chain management, as well as various production optimization scenarios.\u003c\/p\u003e  \u003cp\u003eThis is an open access book.\u003c\/p\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003e\u003cp\u003eIntroduction.- Part I Architectures and Knowledge Modelling for AI in Manufacturing.- Reference Architecture for AI-based Industry 5.0 Applications.- Designing a Marketplace to Exchange AI Models for Industry 4.0.- Domain Ontology Enrichment through Human-AI Interaction.- Survey of Knowledge Graphs in Industrial Settings.- From Knowledge to Wisdom: Leveraging Semantic Representations via Knowledge Graph Embeddings.- Advancing high value-added networked production through Decentralized Technical Intelligence.- Part II AI-based Digital Twins for Manufacturing Applications.- Digital-Twin enabled framework for training and deploying AI agents for production scheduling.- Digital Twin for Human Machine Interaction.- Learning-based Collaborative Digital Twins.- A Manufacturing Digital Twin Framework.- Part III Agent based Approaches for AI in Manufacturing.- Reinforcement Learning based approaches in manufacturing environments.- A participatory modelling approach to Agents in Industry using AAS.- 4.0 Holonic Multi-Agent Testbed Enabling Shared Production.- Application of a Multi agent system on production and scheduling optimization.- Integrating Knowledge to Conversational Agents for Worker Upskilling.- Part IV Trusted AI for Industry 5.0 Applications.- Wearable sensor-based human activity recognition for worker safety in manufacturing line.- Object detection for human-robot interaction and worker assistance systems.- Application of autoML, XAI and differential privacy method into manufacturing.- Anomaly Detection in Manufacturing.- Towards Industry 5.0 by incorporation of Trustworthy and Human-Centric approaches.- How AI changes human roles in Industry 5.0-enabled environments: Human in the AI loop via xAI and Active Learning for Manufacturing Quality Control.- Multi-Stakeholder Perspective on Human-AI Collaboration in Industry 5.0.- Conclusion.\u003c\/p\u003e","brand":"Springer International Publishing AG","offers":[{"title":"Default Title","offer_id":53516343935319,"sku":"9783031464546","price":999.99,"currency_code":"GBP","in_stock":false}],"url":"https:\/\/bookcurl.com\/products\/artificial-intelligence-in-manufacturing-enabling-intelligent-flexible-and-cost-effective-production-through-ai-9783031464546","provider":"Book Curl","version":"1.0","type":"link"}