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AI and Robotic Technology in Materials and Chemistry Research
AI and Robotic Technology in Materials and Chemistry Research
Autore Zhu Xi
Edizione [1st ed.]
Pubbl/distr/stampa Newark : , : John Wiley & Sons, Incorporated, , 2025
Descrizione fisica 1 online resource (207 pages)
Disciplina 620.11072
Soggetto topico Artificial intelligence
Materials science
ISBN 9783527848836
3527848835
9783527848829
3527848827
9783527848812
3527848819
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Cover -- Title Page -- Copyright -- Contents -- Preface -- About the Author -- Acknowledgments -- Chapter 1 Survey of Challenges in Chemistry and Materials Science Research -- 1.1 Introduction -- 1.2 Energy Form -- 1.2.1 Steam Power -- 1.2.2 Electricity Power -- 1.2.3 Other Energy Forms -- 1.3 Data -- References -- Chapter 2 Robots Technology Development in Modern Scientific Research -- 2.1 Introduction -- 2.2 Early Development of Laboratory Automation (Before 2000) -- 2.2.1 Early Automation Technologies -- 2.2.2 Laying the Foundation for AI and Robotics -- 2.3 Preliminary Integration and Development of Laboratory Automation (2000-2019) -- 2.3.1 Automation Technologies (2000-2010) -- 2.3.2 Various Forms of Exploration Based on Established Foundations -- 2.4 Latest Developments and Current Trends (2020-2023) -- 2.4.1 Automation Technologies in Five Years -- 2.4.2 Mature Industrialization as well as In‐depth Exploration -- 2.5 Outlook on Future Development -- 2.6 Conclusion -- References -- Chapter 3 AI Algorithm for Chemical and Bio‐material Design -- 3.1 Introduction -- 3.2 Molecular Representation and Encoding -- 3.2.1 Linear Notations for Molecules -- 3.2.2 Graph Representations for Molecules -- 3.3 The Formulation of Accessible and Searchable Data -- 3.3.1 Traditional Way for Molecular Structure-Property Relationship Determination: The Kohn-Sham Equation -- 3.3.2 Dataset Preprocessing -- 3.3.3 Current Existing Dataset -- 3.4 AI for Molecular Structure-Property Relationship -- 3.4.1 The Deep Learning Technology -- 3.4.2 AI Solving the Kohn-Sham Equation -- 3.5 AI for Chemical and Bio‐material Design -- 3.5.1 Design Workflows -- 3.5.2 Example of Designed Chemical and Bio‐materials -- References -- Chapter 4 Autonomous Laboratory Empowered by AI and Robotics -- 4.1 Evolution of Laboratory -- 4.2 Core Technologies in Autonomous Laboratories.
4.2.1 Autonomous Laboratory Components -- 4.2.2 Reinforcement Learning -- 4.3 Example Autonomous Laboratory Solution -- 4.3.1 Automatic Device only Solution -- 4.3.2 Solution that Including Design and React -- 4.3.3 Solution in Reaction Optimization -- 4.3.4 Solutions Contain Full Phases -- 4.4 Advanced Autonomous Laboratory Solutions -- 4.4.1 Advanced Experimental Data Analysis Methods -- 4.4.2 Design and Analysis in the Large Model Era -- 4.4.3 Experiment Visualization -- 4.5 Future Prospects and Trends -- References -- Chapter 5 Large Language Models for the Autonomous Material Research -- 5.1 Review of Large Language Models Development and Applications -- 5.2 Fundamentals of LLM for Material Research: Database and Knowledge Base Construction -- 5.3 Evaluation: Spider Matrix -- 5.4 Ideation: AI Supervisor and ScholarNet -- 5.5 Results and Discussion -- 5.6 Conclusion -- References -- Chapter 6 Toward a Blockchain‐Powered Anti‐Counterfeiting Experimental Data System in an Autonomous Laboratory -- 6.1 Blockchain Technology -- 6.2 Laboratory Chemical Management and Safety -- 6.3 The Problem of Data Integrity and Counterfeiting in Scientific Research -- 6.4 Blockchain in the Autonomous Laboratory -- 6.5 Symbolic Representation of Experiments -- 6.6 Challenges and Limitations -- 6.6.1 Standard Compilation for Experiment Methods -- 6.6.2 High Cost for PoW and PoS -- 6.6.2.1 Data Storage Safety -- 6.7 Conclusion -- References -- Chapter 7 The Future Integrated Computational and Experimental Research in Metaverse -- 7.1 Introduction of Metaverse -- 7.1.1 Industry 5.0 Protocol -- 7.1.2 Current Development of Metaverse -- 7.1.3 Human‐in‐Loop Paradigm -- 7.2 Research Paradigm in Metaverse -- 7.3 Autonomous High‐Throughput Experiments -- 7.3.1 Theory Driven by AI -- 7.3.2 HIL Implementation -- 7.3.3 AI Prediction -- 7.4 H2O Phase Research in Metaverse.
7.5 Aqueous System Research in Metaverse -- 7.6 Challenges and Future Directions -- References -- Index -- EULA.
Record Nr. UNINA-9911018888303321
Zhu Xi  
Newark : , : John Wiley & Sons, Incorporated, , 2025
Materiale a stampa
Lo trovi qui: Univ. Federico II
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Engineering Materials Research
Engineering Materials Research
Autore Antoniac Iulian
Edizione [1st ed.]
Pubbl/distr/stampa Zurich : , : Trans Tech Publications, Limited, , 2022
Descrizione fisica 1 online resource (211 pages)
Disciplina 620.11072
Altri autori (Persone) RequenaGuillermo
DahhamOmar S
HuXinyu
Soggetto topico Materials - Technological innovations
ISBN 9783036412108
3036412107
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Intro -- Engineering Materials Research -- Preface -- Table of Contents -- Chapter 1: Properties and Processing Technologies of Steel and Alloys -- A Flow Stress Equation of AA5005 Aluminum Alloy Based on Fields-Backofen Model -- Influence of Grain Boundary Morphology on DDC Sensitivity of Nickel Base Alloy Deposited Metal -- Estimating Forming Conditions for Deep Drawn SUS304 Square Cups Having no Delayed Cracks Using FE Simulation -- Multiphysics Coupled Simulation of Electrolytic Machining of Toothed Grooves of Contrate Gear -- Material Wear Calculation of Braking Surface under High-Power Braking Conditions -- Chapter 2: Corrosion of Materials and Protective Coatings -- Corrosion Behavior of P110 Steel in Simulated CO2 and Formation Water Environment -- Analysis on the Corrosion of the Inner Cavity of the Christmas Tree Hydraulic Valve in a Well in Western China -- Study the Fatigue Corrosion Behavior of Turbine Blade by Laser Cladding -- Characterization of Functional Polyphenylsilsesquioxane (PhSiO3/2) Hybrid Glass Reinforced with MWCNTs -- Effect of Multi-Walled Carbon Nanotubes (MWCNTs) in Reducing the Corrosion Rate in Cr-MWCNTs Composite Coatings -- Indirect Production of Chromium Carbides Film on Low Alloy Steel -- Boriding Treatment of Low Alloy Steels: Effect of Holding Time and Temperature -- The Influence of Thermo Mechanical Treatment on Corrosion Resistance of Cu-Al-Ni Shape Memory Alloy -- Chapter 3: Functional Materials -- Friction and Wear Properties of Multilayer Films Designed on Tantalum Substrate -- Influence of Dislocations Move on Photoluminescence of Mn2+ Ions with Various Local Surroundings in ZnS Single Crystals in the Process of Plastic Deformation -- Chapter 4: Composites -- The Physical-Mechanical Properties in Aggressive Media of Epoxy Composite Reinforced with Waste Glass Materials.
Thermal and Structural Properties of Poly(Lactic Acid)/Silica/Alumina Composite Materials -- Chapter 5: Building Materials -- Effect of Direct Rolling of Without-Heating on the Differentiation of Mechanical Properties of Rebar -- Mechanical Performance and Durability of Mortar Based on Slag Cement and NaOH-Activated Slag -- Chapter 6: Environmental Engineering Research -- Numerical Investigations of Hydrodynamics in a Liquid-Solid Fluidized Bed -- New Polymer Composites Made of Recycled Polystyrene with Red Mud and Wind Blade Waste: An Industrial Ecology Case -- Keyword Index -- Author Index.
Record Nr. UNINA-9911008442803321
Antoniac Iulian  
Zurich : , : Trans Tech Publications, Limited, , 2022
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Symposium on Materials Research Frontiers
Symposium on Materials Research Frontiers
Pubbl/distr/stampa [Place of publication not identified], : American Society for Testing & Materials, 1959
Descrizione fisica 1 online resource (48 pages) : illustrations
Disciplina 620.11072
Collana ASTM special technical publication
Soggetto topico Materials - Research
ISBN 0-8031-5658-8
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910164760203321
[Place of publication not identified], : American Society for Testing & Materials, 1959
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui