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Interpretability for Industry 4.0 : statistical and machine learning approaches / / Antonio Lepore, Biagio Palumbo, Jean-Michel Poggi, editors
Interpretability for Industry 4.0 : statistical and machine learning approaches / / Antonio Lepore, Biagio Palumbo, Jean-Michel Poggi, editors
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2022]
Descrizione fisica 1 online resource (130 pages) : illustrations
Disciplina 658.4038028563
Soggetto topico Industry 4.0
Machine learning - Industrial applications
Industry 4.0 - Statistical methods
Aprenentatge automàtic
Aplicacions industrials
Soggetto genere / forma Llibres electrònics
ISBN 3-031-12402-2
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Intro -- Preface -- Contents -- 1 Different Views of Interpretability -- 1.1 Introduction -- 1.2 Interpretability: In Praise of Transparent Models -- 1.2.1 What Happened? -- 1.2.2 What Will Happen? -- 1.2.3 What Shall be Done to Make It Happen? -- 1.2.4 Patterns and Models -- 1.3 Generalizability and Interpretability with Industry 4.0 Implications -- 1.3.1 Introduction to Interpretable AI -- 1.3.2 A Wide Angle Perspective of Generalizability -- 1.3.3 Statistical Generalizability -- 1.4 Connections Between Interpretability in Machine Learning and Sensitivity Analysis of Model Outputs -- 1.4.1 Machine Learning and Uncertainty Quantification -- 1.4.2 Basics on Sensitivity Analysis and Its Main Settings -- 1.4.3 A Brief Taxonomy of Interpretability in Machine Learning -- 1.4.4 A Review of Sensitivity Analysis Powered Interpretability Methods -- References -- 2 Model Interpretability, Explainability and Trust for Manufacturing 4.0 -- 2.1 Manufacturing 4.0: Driving Trends for Data Mining -- 2.1.1 Process Monitoring in Manufacturing 4.0 -- 2.1.2 Design of Experiments in Manufacturing 4.0 -- 2.1.3 Increasing Trust in AI Models for Manufacturing 4.0: Interpretability, Explainability and Robustness -- 2.2 Additive Manufacturing as a Paradigmatic Example of Manufacturing 4.0 -- 2.3 Increase Trust in Additive Manufacturing: Robust Functional Analysis of Variance in Video-Image Analysis -- 2.3.1 The RoFANOVA Approach -- 2.3.2 An Additive Manufacturing Application -- References -- 3 Interpretability via Random Forests -- 3.1 Introduction -- 3.2 Interpretable Rule-Based Models -- 3.2.1 Literature Review -- 3.2.1.1 Definitions and Origins of Rule Models -- 3.2.1.2 Decision Trees -- 3.2.1.3 Tree-Based Rule Learning -- 3.2.1.4 Modern Rule Learning -- 3.2.2 SIRUS: Stable and Interpretable RUle Set -- 3.2.2.1 SIRUS Algorithm -- 3.2.2.2 Theoretical Analysis.
3.2.2.3 Experiments -- 3.2.3 Discussion -- 3.3 Post-Processing of Black-Box Algorithms via Variable Importance -- 3.3.1 Literature Review -- 3.3.1.1 Model-Specific Variable Importance -- 3.3.1.2 Global Sensitivity Analysis -- 3.3.1.3 Local Interpretability -- 3.3.2 Sobol-MDA -- 3.3.2.1 Sobol-MDA Algorithm -- 3.3.2.2 Sobol-MDA Properties -- 3.3.2.3 Experiments -- 3.3.3 SHAFF: SHApley eFfects Estimates via Random Forests -- 3.3.3.1 SHAFF Algorithm -- 3.3.3.2 SHAFF Consistency -- 3.3.3.3 Experiments -- 3.3.4 Discussion -- References -- 4 Interpretability in Generalized Additive Models -- 4.1 GAMs: A Basic Framework for Flexible Interpretable Regression -- 4.1.1 Flexibility Can Be Important -- 4.1.2 Making the Model Computable -- 4.1.3 Estimation and Inference -- 4.1.4 Checking, Effective Degrees of Freedom and Model Selection -- 4.1.5 GAM Computation with mgcv in R -- 4.1.6 Smooths of Several Predictors -- 4.1.7 Further Interpretable Structure -- 4.2 From GAM to GAMLSS: Interpretability for Model Building -- 4.2.1 GAMLSS Modelling of UK Aggregate Electricity Demand -- 4.2.1.1 Data Overview and Pre-processing -- 4.2.1.2 Interactive GAMLSS Model Building -- 4.3 From GAMs to Aggregations of Experts, Are We Still Interpretable? -- 4.3.1 Online Forecasting with Online Aggregation of Experts -- 4.3.2 Visualizing the Black Boxes -- References.
Record Nr. UNISA-996495169103316
Cham, Switzerland : , : Springer, , [2022]
Materiale a stampa
Lo trovi qui: Univ. di Salerno
Opac: Controlla la disponibilità qui
Logistics 4.0 and future of supply chains / / İsmail İyigün and Ömer Faruk Görçün
Logistics 4.0 and future of supply chains / / İsmail İyigün and Ömer Faruk Görçün
Pubbl/distr/stampa Singapore : , : Springer, , [2022]
Descrizione fisica 1 online resource (287 pages)
Disciplina 658.4038028563
Collana Accounting, Finance, Sustainability, Governance and Fraud: Theory and Application
Soggetto topico Industry 4.0
ISBN 981-16-5644-4
981-16-5643-6
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910743249003321
Singapore : , : Springer, , [2022]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Multigrammatical framework for knowledge-based digital economy / / Igor A. Sheremet
Multigrammatical framework for knowledge-based digital economy / / Igor A. Sheremet
Autore Sheremet Igor A.
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2022]
Descrizione fisica 1 online resource (468 pages)
Disciplina 006.33
Soggetto topico Expert systems (Computer science)
Industry 4.0
Recursive functions
ISBN 9783031138584
9783031138577
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Intro -- Preface -- Acknowledgments -- Contents -- Chapter 1: Introduction -- Chapter 2: Sociotechnological Systems and Associated Problems -- 2.1 Classes of Sociotechnological Systems -- 2.2 Resource-Consuming Sociotechnological Systems -- 2.3 Resource-Producing (Industrial) Sociotechnological Systems and Smart Industry -- 2.4 Resource-Distributing (Economical) Sociotechnological Systems -- 2.5 Resilience and Recovery of Sociotechnological Systems -- Chapter 3: Syntax, Semantics, and Mathematical Properties of Multiset Grammars -- 3.1 Multisets, Multiset Grammars, and Filtering Multiset Grammars -- 3.1.1 Basic Notions and Definitions -- 3.1.2 Filters -- 3.1.3 Multiset Grammars and Filtering Multiset Grammars -- 3.2 Temporal Multiset Grammars -- 3.2.1 Temporal Multisets, Temporal Rules, and Manufacturing Devices -- 3.2.2 Mathematical Semantics of TMGs -- 3.2.3 Filtering Temporal Multiset Grammars -- 3.2.4 Self-Generating TMGs and Filtering Self-Generating TMGs -- 3.3 Metagrammatical Extensions of Multiset Grammars -- 3.3.1 Multiset Metagrammars -- 3.3.2 Unitary Multiset Metagrammars -- 3.3.3 Temporal Multiset Metagrammars and Self-Generating Temporal Multiset Metagrammars -- 3.4 Mathematical Properties of Multiset Grammars and Multiset Metagrammars -- 3.4.1 Interconnections Between Classes of Multiset Grammars -- 3.4.2 Properties of Multiset Grammars -- 3.4.3 Properties of Filtering Multiset Grammars -- 3.4.4 Properties of Unitary Multiset Grammars and Filtering UMGs -- 3.4.5 Properties of Metagrammatical Extensions -- 3.5 Descriptional Extensions of the Basic Multigrammatical Toolkit -- 3.5.1 Rational Multiplicities -- 3.5.2 Negative Multiplicities -- 3.5.3 Composite Names of Objects -- 3.5.4 Multifunctional Manufacturing Devices -- Chapter 4: Basic Algorithmics of Multiset Grammars and Metagrammars -- 4.1 Unitary Multiset Grammars.
4.1.1 Acyclic Non-variative UMGs -- 4.1.2 Acyclic Variative UMGs -- 4.1.3 Acyclic Variative Filtering UMGs -- 4.2 Unitary Multiset Metagrammars -- 4.2.1 Algorithm for a Direct Implementation of UMMGs´ Mathematical Semantics -- 4.2.2 Basic Idea for the Improvement of UMMGs´ Algorithmics -- 4.2.3 Macroset Representation of Polynomials and Variable-Containing Multiplicities -- 4.2.4 Operations on Macroset-Represented Polynomials and Variable-Containing Multiplicities -- 4.2.5 Operations on Multisets with Interval Multiplicities -- 4.2.6 Improved Algorithm for STMS Generation -- 4.2.7 Implementation of Acyclic and Cyclic Variative UMMGs -- 4.3 Filtering Multiset Grammars -- 4.3.1 Primary Multi-agent Implementation -- 4.3.2 Reduction of Inter-agent Exchange -- 4.4 Key Issues of Algorithmics of Filtering Temporal MGs -- 4.4.1 ``Bottom-Up´´ Generation of Schedules -- 4.4.2 ``Top-Down´´ Generation of Schedules -- 4.4.3 Terminalization -- Chapter 5: Resource-Consuming Sociotechnological Systems -- 5.1 Multigrammatical Representation of RCSs -- 5.1.1 Organizational Systems -- 5.1.2 Organizational-Technological Systems -- 5.1.3 Resource-Consuming Organizational-Technological Systems -- 5.1.4 Alternative Ways to Apply UMGs to the Representation of RCSs -- 5.1.5 Application of UMGs to Representation of Non-hierarchical RCSs -- 5.2 RCS Analysis -- 5.2.1 Assessment of Sufficiency of Amounts of Resources Available to an RCS -- 5.2.2 Assessment of the Cost of an Additional Supply -- 5.2.3 Assessment of the Maximal Period of Time of RCS Operation Given Available Amounts of Resources -- 5.2.4 Assessment of Variations of Amounts of Resources Consumed by an RCS -- 5.2.5 Assessment of Feasibility of Restructuring Decisions -- 5.3 RCS Synthesis -- 5.3.1 Approaches to RCS Synthesis -- 5.3.2 Direct FUMG/UMMG Application to RCS Synthesis.
5.3.3 Variative FUMGs with a Problem-Oriented Mathematical Semantics and Their Application to RCS Synthesis -- Chapter 6: Industrial Sociotechnological Systems -- 6.1 UMG-Based Representation of Industrial Systems and Associated Tasks -- 6.1.1 UMG-Based Representation of ISs -- 6.1.2 Assessment of Order Feasibility -- 6.1.3 Assessment of Amounts of Resources to Be Acquired to Allow Completion of Initially Non-feasible Orders -- 6.1.4 Assessment of Partial Order Completion in the Case of an Insufficient Resource Base -- 6.1.5 Assessment of Ecological Damage Which May Be Caused by ISs During Their Operation and Order Feasibility Under Ecological... -- 6.1.6 Technique of Competition Modeling -- 6.2 TMG-Based Representation of Industrial Systems and IS Scheduling -- 6.2.1 TMG-Based Representation of ISs MPR, Bottom-Up Assessment of Order Feasibility, and Ecological Issues Modeling -- 6.2.2 Top-Down Assessment of Order Feasibility for a TMG-Based Representation of ISs MPR -- 6.2.3 Assessment of Additional Amounts of Resources to Be Acquired and the Time Period Necessary for Completion of Initially N... -- 6.2.4 Multi-order Scheduling -- 6.3 Operational Interconnections Between Resource-Consuming and Industrial Systems -- Chapter 7: Economical Sociotechnological Systems and Economical Combinatorics -- 7.1 Exchange Economical Systems -- 7.1.1 Basic Scheme of an Exchange and Its Representation by Filtering Multiset Grammars -- 7.1.2 Direct Exchange ESs -- 7.1.3 Cooperative Exchange ESs -- 7.1.4 Broker Exchange ESs -- 7.2 Lending Economical Systems -- 7.2.1 Representation of Loans -- 7.2.2 Formal Definition of Loan Implementation -- 7.2.3 Formal Definition of an LES Schedule -- 7.3 Producing Economical Systems -- 7.3.1 Representation of PES Resource Bases and Manufacturing Technological Bases.
7.3.2 Schedules of Economical Systems Operating on Passive Resources -- 7.4 Mixed Economical Systems -- 7.4.1 Exchange and Lending Economical Systems -- 7.4.2 Exchange and Producing Economical Systems -- 7.4.3 Lending and Producing Economical Systems -- 7.4.4 Exchange, Lending, and Producing Economical Systems -- Chapter 8: Resilience and Recovery of Sociotechnological Systems -- 8.1 Closed Industrial Systems -- 8.1.1 UMG-Based Analysis of IS Vulnerability -- 8.1.2 UMG-Based Assessment of Partial Order Completion by a Vulnerable IS -- 8.1.3 TMG-Based Analysis of IS Resilience -- 8.1.4 TMG-Based Assessment of Partial Order Completion by a Vulnerable IS -- 8.2 Open Industrial Systems -- 8.2.1 UMG-Based Analysis of Recoverability of Vulnerable ISs -- 8.2.2 UMG-Based Analysis of Supportability of Vulnerable ISs -- 8.2.3 TMG-Based Analysis of Supportability of Vulnerable ISs -- 8.2.4 TMG-Based Analysis of Recoverability of Vulnerable ISs -- 8.2.5 TMG-Based Assessment of the Contribution of Non-interrupted Manufacturing Devices to the Supportability of Vulnerable ISs -- 8.3 Cascade Effects -- 8.3.1 Passive Cascade Effects -- 8.3.2 Active Cascade Effects -- 8.4 Energy Infrastructures -- 8.4.1 Basic Graph Representation of Energy Infrastructures -- 8.4.2 Basic Multigrammatical Representation of Energy Infrastructures -- 8.4.3 Cyclicity of FUMGs Representing Energy Infrastructures and Their Finitarization -- 8.4.4 Criteria of Vulnerability of an Energy Infrastructure to a Destructive Impact -- 8.4.5 Modeling Reservation and Recovery of Energy Infrastructures -- 8.4.6 Modeling Rechargeable Power Storages and Their Application -- 8.4.7 Further Tasks -- Chapter 9: Resource-Based Games -- 9.1 Multigrammatical Representation of Classic Games -- 9.1.1 Multigrammatical Representation of Classic Games with Sequential Moves.
9.1.2 Multigrammatical Representation of Classic Games with Simultaneous Moves -- 9.2 Resource-Based Antagonistic Games -- 9.2.1 Primary Definitions -- 9.2.2 Multigrammatical Representation of Antagonistic RBGs -- 9.2.3 Multigrammatical Representation of Extensions of Antagonistic RBGs -- 9.3 Cooperative and Coalitional Resource-Based Games -- 9.3.1 Cooperative RBGs -- 9.3.2 Multi-player Cooperative RBGs and Coalitional RBGs -- 9.4 Distributed Resource-Based Games -- 9.4.1 Antagonistic Distributed RBGs with Sequential Moves -- 9.4.2 Distributed RBGs with Simultaneous Moves -- 9.4.3 Cooperative and Coalitional Distributed RBGs -- Chapter 10: Multigrammatical Representation of Classic Problems of Operations Research -- 10.1 Shortest Path, Traveling Salesman, and Maximal Flow Problems -- 10.1.1 Shortest Path Problem (SPP) -- 10.1.2 Traveling Salesman Problem (TSP) -- 10.1.3 Maximal Flow Problem (MFP) -- 10.2 Assignment, Optimal Pair Matching, and Transportation Problems -- 10.2.1 Assignment Problem -- 10.2.2 Optimal Pair Matching Problem -- 10.2.3 Transportation Problem -- 10.3 Integer Linear Programming and Its Particular Cases -- 10.3.1 Integer Linear Programming -- 10.3.2 Knapsack Problem -- 10.3.3 Multiobjective Boolean Programming -- 10.3.4 Multigrammatical Representation of an ILP Problem Reduced to a Problem of Boolean Programming -- 10.4 Correspondence of Unitary Multiset Metagrammars and Multiobjective Problems of Discrete Polynomial Programming -- Chapter 11: Interconnections Between Multiset Grammars and Models of Computation -- 11.1 Vector Addition and Substitution Systems -- 11.1.1 Vector Addition Systems -- 11.1.2 Vector Substitution Systems -- 11.2 Production Functions -- 11.3 Petri Nets -- 11.4 String-Operating Grammars and ``Set-of-Strings´´ Databases -- Chapter 12: Implementation Issues and Future Developments.
12.1 Operation of MGF-Centered Smart Industrial STSs.
Record Nr. UNINA-9910624375703321
Sheremet Igor A.  
Cham, Switzerland : , : Springer, , [2022]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Multigrammatical framework for knowledge-based digital economy / / Igor A. Sheremet
Multigrammatical framework for knowledge-based digital economy / / Igor A. Sheremet
Autore Sheremet Igor A.
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2022]
Descrizione fisica 1 online resource (468 pages)
Disciplina 006.33
Soggetto topico Expert systems (Computer science)
Industry 4.0
Recursive functions
ISBN 9783031138584
9783031138577
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Intro -- Preface -- Acknowledgments -- Contents -- Chapter 1: Introduction -- Chapter 2: Sociotechnological Systems and Associated Problems -- 2.1 Classes of Sociotechnological Systems -- 2.2 Resource-Consuming Sociotechnological Systems -- 2.3 Resource-Producing (Industrial) Sociotechnological Systems and Smart Industry -- 2.4 Resource-Distributing (Economical) Sociotechnological Systems -- 2.5 Resilience and Recovery of Sociotechnological Systems -- Chapter 3: Syntax, Semantics, and Mathematical Properties of Multiset Grammars -- 3.1 Multisets, Multiset Grammars, and Filtering Multiset Grammars -- 3.1.1 Basic Notions and Definitions -- 3.1.2 Filters -- 3.1.3 Multiset Grammars and Filtering Multiset Grammars -- 3.2 Temporal Multiset Grammars -- 3.2.1 Temporal Multisets, Temporal Rules, and Manufacturing Devices -- 3.2.2 Mathematical Semantics of TMGs -- 3.2.3 Filtering Temporal Multiset Grammars -- 3.2.4 Self-Generating TMGs and Filtering Self-Generating TMGs -- 3.3 Metagrammatical Extensions of Multiset Grammars -- 3.3.1 Multiset Metagrammars -- 3.3.2 Unitary Multiset Metagrammars -- 3.3.3 Temporal Multiset Metagrammars and Self-Generating Temporal Multiset Metagrammars -- 3.4 Mathematical Properties of Multiset Grammars and Multiset Metagrammars -- 3.4.1 Interconnections Between Classes of Multiset Grammars -- 3.4.2 Properties of Multiset Grammars -- 3.4.3 Properties of Filtering Multiset Grammars -- 3.4.4 Properties of Unitary Multiset Grammars and Filtering UMGs -- 3.4.5 Properties of Metagrammatical Extensions -- 3.5 Descriptional Extensions of the Basic Multigrammatical Toolkit -- 3.5.1 Rational Multiplicities -- 3.5.2 Negative Multiplicities -- 3.5.3 Composite Names of Objects -- 3.5.4 Multifunctional Manufacturing Devices -- Chapter 4: Basic Algorithmics of Multiset Grammars and Metagrammars -- 4.1 Unitary Multiset Grammars.
4.1.1 Acyclic Non-variative UMGs -- 4.1.2 Acyclic Variative UMGs -- 4.1.3 Acyclic Variative Filtering UMGs -- 4.2 Unitary Multiset Metagrammars -- 4.2.1 Algorithm for a Direct Implementation of UMMGs´ Mathematical Semantics -- 4.2.2 Basic Idea for the Improvement of UMMGs´ Algorithmics -- 4.2.3 Macroset Representation of Polynomials and Variable-Containing Multiplicities -- 4.2.4 Operations on Macroset-Represented Polynomials and Variable-Containing Multiplicities -- 4.2.5 Operations on Multisets with Interval Multiplicities -- 4.2.6 Improved Algorithm for STMS Generation -- 4.2.7 Implementation of Acyclic and Cyclic Variative UMMGs -- 4.3 Filtering Multiset Grammars -- 4.3.1 Primary Multi-agent Implementation -- 4.3.2 Reduction of Inter-agent Exchange -- 4.4 Key Issues of Algorithmics of Filtering Temporal MGs -- 4.4.1 ``Bottom-Up´´ Generation of Schedules -- 4.4.2 ``Top-Down´´ Generation of Schedules -- 4.4.3 Terminalization -- Chapter 5: Resource-Consuming Sociotechnological Systems -- 5.1 Multigrammatical Representation of RCSs -- 5.1.1 Organizational Systems -- 5.1.2 Organizational-Technological Systems -- 5.1.3 Resource-Consuming Organizational-Technological Systems -- 5.1.4 Alternative Ways to Apply UMGs to the Representation of RCSs -- 5.1.5 Application of UMGs to Representation of Non-hierarchical RCSs -- 5.2 RCS Analysis -- 5.2.1 Assessment of Sufficiency of Amounts of Resources Available to an RCS -- 5.2.2 Assessment of the Cost of an Additional Supply -- 5.2.3 Assessment of the Maximal Period of Time of RCS Operation Given Available Amounts of Resources -- 5.2.4 Assessment of Variations of Amounts of Resources Consumed by an RCS -- 5.2.5 Assessment of Feasibility of Restructuring Decisions -- 5.3 RCS Synthesis -- 5.3.1 Approaches to RCS Synthesis -- 5.3.2 Direct FUMG/UMMG Application to RCS Synthesis.
5.3.3 Variative FUMGs with a Problem-Oriented Mathematical Semantics and Their Application to RCS Synthesis -- Chapter 6: Industrial Sociotechnological Systems -- 6.1 UMG-Based Representation of Industrial Systems and Associated Tasks -- 6.1.1 UMG-Based Representation of ISs -- 6.1.2 Assessment of Order Feasibility -- 6.1.3 Assessment of Amounts of Resources to Be Acquired to Allow Completion of Initially Non-feasible Orders -- 6.1.4 Assessment of Partial Order Completion in the Case of an Insufficient Resource Base -- 6.1.5 Assessment of Ecological Damage Which May Be Caused by ISs During Their Operation and Order Feasibility Under Ecological... -- 6.1.6 Technique of Competition Modeling -- 6.2 TMG-Based Representation of Industrial Systems and IS Scheduling -- 6.2.1 TMG-Based Representation of ISs MPR, Bottom-Up Assessment of Order Feasibility, and Ecological Issues Modeling -- 6.2.2 Top-Down Assessment of Order Feasibility for a TMG-Based Representation of ISs MPR -- 6.2.3 Assessment of Additional Amounts of Resources to Be Acquired and the Time Period Necessary for Completion of Initially N... -- 6.2.4 Multi-order Scheduling -- 6.3 Operational Interconnections Between Resource-Consuming and Industrial Systems -- Chapter 7: Economical Sociotechnological Systems and Economical Combinatorics -- 7.1 Exchange Economical Systems -- 7.1.1 Basic Scheme of an Exchange and Its Representation by Filtering Multiset Grammars -- 7.1.2 Direct Exchange ESs -- 7.1.3 Cooperative Exchange ESs -- 7.1.4 Broker Exchange ESs -- 7.2 Lending Economical Systems -- 7.2.1 Representation of Loans -- 7.2.2 Formal Definition of Loan Implementation -- 7.2.3 Formal Definition of an LES Schedule -- 7.3 Producing Economical Systems -- 7.3.1 Representation of PES Resource Bases and Manufacturing Technological Bases.
7.3.2 Schedules of Economical Systems Operating on Passive Resources -- 7.4 Mixed Economical Systems -- 7.4.1 Exchange and Lending Economical Systems -- 7.4.2 Exchange and Producing Economical Systems -- 7.4.3 Lending and Producing Economical Systems -- 7.4.4 Exchange, Lending, and Producing Economical Systems -- Chapter 8: Resilience and Recovery of Sociotechnological Systems -- 8.1 Closed Industrial Systems -- 8.1.1 UMG-Based Analysis of IS Vulnerability -- 8.1.2 UMG-Based Assessment of Partial Order Completion by a Vulnerable IS -- 8.1.3 TMG-Based Analysis of IS Resilience -- 8.1.4 TMG-Based Assessment of Partial Order Completion by a Vulnerable IS -- 8.2 Open Industrial Systems -- 8.2.1 UMG-Based Analysis of Recoverability of Vulnerable ISs -- 8.2.2 UMG-Based Analysis of Supportability of Vulnerable ISs -- 8.2.3 TMG-Based Analysis of Supportability of Vulnerable ISs -- 8.2.4 TMG-Based Analysis of Recoverability of Vulnerable ISs -- 8.2.5 TMG-Based Assessment of the Contribution of Non-interrupted Manufacturing Devices to the Supportability of Vulnerable ISs -- 8.3 Cascade Effects -- 8.3.1 Passive Cascade Effects -- 8.3.2 Active Cascade Effects -- 8.4 Energy Infrastructures -- 8.4.1 Basic Graph Representation of Energy Infrastructures -- 8.4.2 Basic Multigrammatical Representation of Energy Infrastructures -- 8.4.3 Cyclicity of FUMGs Representing Energy Infrastructures and Their Finitarization -- 8.4.4 Criteria of Vulnerability of an Energy Infrastructure to a Destructive Impact -- 8.4.5 Modeling Reservation and Recovery of Energy Infrastructures -- 8.4.6 Modeling Rechargeable Power Storages and Their Application -- 8.4.7 Further Tasks -- Chapter 9: Resource-Based Games -- 9.1 Multigrammatical Representation of Classic Games -- 9.1.1 Multigrammatical Representation of Classic Games with Sequential Moves.
9.1.2 Multigrammatical Representation of Classic Games with Simultaneous Moves -- 9.2 Resource-Based Antagonistic Games -- 9.2.1 Primary Definitions -- 9.2.2 Multigrammatical Representation of Antagonistic RBGs -- 9.2.3 Multigrammatical Representation of Extensions of Antagonistic RBGs -- 9.3 Cooperative and Coalitional Resource-Based Games -- 9.3.1 Cooperative RBGs -- 9.3.2 Multi-player Cooperative RBGs and Coalitional RBGs -- 9.4 Distributed Resource-Based Games -- 9.4.1 Antagonistic Distributed RBGs with Sequential Moves -- 9.4.2 Distributed RBGs with Simultaneous Moves -- 9.4.3 Cooperative and Coalitional Distributed RBGs -- Chapter 10: Multigrammatical Representation of Classic Problems of Operations Research -- 10.1 Shortest Path, Traveling Salesman, and Maximal Flow Problems -- 10.1.1 Shortest Path Problem (SPP) -- 10.1.2 Traveling Salesman Problem (TSP) -- 10.1.3 Maximal Flow Problem (MFP) -- 10.2 Assignment, Optimal Pair Matching, and Transportation Problems -- 10.2.1 Assignment Problem -- 10.2.2 Optimal Pair Matching Problem -- 10.2.3 Transportation Problem -- 10.3 Integer Linear Programming and Its Particular Cases -- 10.3.1 Integer Linear Programming -- 10.3.2 Knapsack Problem -- 10.3.3 Multiobjective Boolean Programming -- 10.3.4 Multigrammatical Representation of an ILP Problem Reduced to a Problem of Boolean Programming -- 10.4 Correspondence of Unitary Multiset Metagrammars and Multiobjective Problems of Discrete Polynomial Programming -- Chapter 11: Interconnections Between Multiset Grammars and Models of Computation -- 11.1 Vector Addition and Substitution Systems -- 11.1.1 Vector Addition Systems -- 11.1.2 Vector Substitution Systems -- 11.2 Production Functions -- 11.3 Petri Nets -- 11.4 String-Operating Grammars and ``Set-of-Strings´´ Databases -- Chapter 12: Implementation Issues and Future Developments.
12.1 Operation of MGF-Centered Smart Industrial STSs.
Record Nr. UNISA-996495560103316
Sheremet Igor A.  
Cham, Switzerland : , : Springer, , [2022]
Materiale a stampa
Lo trovi qui: Univ. di Salerno
Opac: Controlla la disponibilità qui
New horizons for Industry 4.0 in modern business / / Anand Nayyar, Mohd Naved, Rudra Rameshwar, editors
New horizons for Industry 4.0 in modern business / / Anand Nayyar, Mohd Naved, Rudra Rameshwar, editors
Edizione [1st ed. 2023.]
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2023]
Descrizione fisica 1 online resource (337 pages)
Disciplina 658.4038011
Collana Contributions to environmental sciences & innovative business technology
Soggetto topico Industrial management - Data processing
Industry 4.0
ISBN 3-031-20443-3
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Foundation Concepts for Industry 4.0 -- PROSPECTIVE APPLICATION OF BLOCKCHAIN IN MUTUAL FUND INDUSTRY -- Waste Management 4.0- An Industry 4.0 Approach to the Future Waste Management System -- Artificial Intelligence Powered Automation for Industry 4.0 -- To Trust or not to Trust Cybots: Ethical Dilemmas in the Posthuman Organization -- Business Sustainability and Growth in Journey of Industry 4.0- A Case Study -- Challenges and opportunities for mutual fund investment and the role of industry 4.0 to recommend the individual for speculation -- Blockchain Based Secure Manufacturing Network Management for Industry 4.0 -- AIC Algorithm for Using Intention of Online Food Delivery Services in Industry 4.0: Evidence from Vietnam -- Design and Automation of Hybrid Quadruped Mobile Robot for Industry 4.0 Implementation -- Hydrogel based on alginate as an ink in Additive Manufacturing technology - processing methods and printability enhancement -- Industry 4.0 Internet of Medical Things Enabled Cost Effective Secure Smart Patient Care Medicine Pouch -- 3D PRINTING PATHWAYS FOR SUSTAINABLE MANUFACTURING -- IMPLEMENTING DIGITAL AGE EXPERIENCE MARKETING TO MAKE CUSTOMER RELATIONS MORE SUSTAINABLE -- 3D Printing: A Game Changer for Indian MSME Sector in Industry 4.0 -- ROLE OF 3D PRINTING IN THE PHARMACEUTICAL INDUSTRY.
Record Nr. UNINA-9910671100603321
Cham, Switzerland : , : Springer, , [2023]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
New technology for inclusive and sustainable growth : perception, challenges and opportunities / / edited by Elena I. Inshakova and Agnessa O. Inshakova
New technology for inclusive and sustainable growth : perception, challenges and opportunities / / edited by Elena I. Inshakova and Agnessa O. Inshakova
Pubbl/distr/stampa Singapore : , : Springer, , [2022]
Descrizione fisica 1 online resource (321 pages)
Disciplina 005.8
Collana Smart Innovation, Systems and Technologies
Soggetto topico Industry 4.0
Sustainable development
ISBN 981-16-9803-1
981-16-9804-X
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910743239403321
Singapore : , : Springer, , [2022]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Organizational engineering in industry 4.0 / / David De la Fuente [and three others] editors
Organizational engineering in industry 4.0 / / David De la Fuente [and three others] editors
Edizione [1st ed. 2021.]
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2021]
Descrizione fisica 1 online resource (XIII, 242 p. 44 illus., 29 illus. in color.)
Disciplina 670.42
Collana Lecture Notes in Management and Industrial Engineering
Soggetto topico Industrial engineering
Industry 4.0
Operations research
ISBN 3-030-67708-7
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Impact of European Union Projects on Airspace Operations Management -- Exploring objectives and barriers of open innovation implementation in research and technology organisations -- On the motivation of funders when financing firms with social goals through crowdfunding platforms.-Blockchain and smart contracts: a revolution -- A Conceptual Approximation toward Occupational Safety and Health within the Servitized Industry 4.0 -- Additive Manufacturing Disruption on Manufacturing Sector. Spanish Evolution in last Triennium.
Record Nr. UNINA-9910739442403321
Cham, Switzerland : , : Springer, , [2021]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Organizational models for Industry 4.0 : lean, agile and service-oriented organizations / / Mantas Vilkas [and four others]
Organizational models for Industry 4.0 : lean, agile and service-oriented organizations / / Mantas Vilkas [and four others]
Autore Vilkas Mantas
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2023]
Descrizione fisica 1 online resource (289 pages) : illustrations
Disciplina 658.4038028563
Collana Contributions to management science
Soggetto topico Industry 4.0
Lean manufacturing
Organizational effectiveness
ISBN 3-031-14988-2
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Intro -- Acknowledgments -- Contents -- About the Authors -- Chapter 1: Organizational Models for Industry 4.0 -- 1.1 Introduction -- 1.2 The Theoretical-Empirical Framework -- 1.3 Empirical Data and Methods -- 1.4 The Structure of the Book -- References -- Chapter 2: Lean, Agile, and Service-Oriented Performers: The Characteristics and Compatibility of Templates of Organizing -- 2.1 Introduction -- 2.2 Neo-Institutional Theory and Templates of Organizing -- 2.3 Templates of Organizing in the Manufacturing Field -- 2.3.1 Lean Template of Organizing -- 2.3.2 Agile Template of Organizing -- 2.3.3 Service-Oriented Template -- 2.4 The Comparison of Lean, Agile, and Service-Oriented Templates -- 2.5 The Manifestation of Lean, Agile, and Service-Oriented Templates of Organizing Among Manufacturing Firms -- 2.5.1 Hypotheses, Measures, and Methods -- 2.5.2 Lean, Agile, and Service-Oriented Organizations -- 2.6 The Compatibility of Lean, Agile, and Service-Oriented Templates -- 2.7 Summary -- Annex 2.1 Measurement Scales -- Measurement of Operational Performance -- Cost -- Flexibility -- Service -- Digitalization -- References -- Chapter 3: Lean Performers -- 3.1 Introduction -- 3.2 Defining Lean Production -- 3.3 The Effects of Lean Production on Operational Performance -- 3.4 Lean Template Adoption Challenges -- 3.5 Affordances of Organizational and Technological Innovations for Leanness -- 3.5.1 Model, Measures, and Methods -- 3.5.2 Diffusion of Lean Template-Related Competitive Priorities, Practices, and Competitive Performance Dimensions -- 3.5.2.1 Diffusion of the Product Price and Quality Competitive Priorities -- 3.5.2.2 Diffusion of Lean Practices -- 3.5.2.3 Diffusion of Quality and Cost Effectiveness Performance Dimensions -- 3.5.3 Differences in Lean Methods Usage Among Organizations -- 3.5.4 Relationships of Lean Methods.
3.5.5 Effect of Lean Methods, Digital Manufacturing Innovations, and Services on Quality and Cost Performance -- 3.5.5.1 Effects of Lean Methods, Digital Innovations, and Services on Quality Performance -- 3.5.5.2 Effects of Lean Methods, Digital Innovations and Services on Cost Performance -- 3.6 Summary -- Annex 3.1 Measurement Scales -- Measurement of Competitive Priorities -- Measurement of Organizational Characteristics -- Product Development -- Batch or Lot Size -- Manufacturing Process -- Product Complexity -- Measures of Lean Methods -- Measures of Digital Manufacturing Innovations -- Measures of Services -- Measurement of Operational Performance -- Quality -- Cost -- Flexibility -- Delivery -- Innovation -- Service -- Digitalization -- Measures of Financial Performance -- References -- Chapter 4: Agile Performers -- 4.1 Introduction -- 4.2 Defining Agile Manufacturing -- 4.3 Agility Framework -- 4.4 Agile Template Adoption Challenges -- 4.5 Affordances of Organizational and Technological Innovations for Agility -- 4.5.1 Model, Measures, and Methods -- 4.5.2 Diffusion of Agile Template-Related Competitive Priorities, Digital Innovations, and Performance Dimensions -- 4.5.2.1 Diffusion of Product Customization, Delivery, and Innovation Competitive Priorities -- 4.5.2.2 Diffusion of Digital Innovations -- 4.5.2.3 Extent of Diffusion of Delivery, Flexibility, and Innovation Performance Dimensions -- 4.5.3 Differences in Digital Manufacturing Innovations Usage Among Organizations -- 4.5.4 Relationships of Digital Manufacturing Innovations -- 4.5.5 Effect of Digital Manufacturing Innovations, Lean Methods and Services on Flexibility, Delivery, and Innovation Performa... -- 4.6 Summary -- Annex 4.1 Measurement Scales -- Measurement of Competitive Priorities -- Measurement of Organizational Characteristics -- Product Development -- Batch or Lot Size.
Manufacturing Process -- Product Complexity -- Measures of Lean Methods -- Measures of Digital Manufacturing Innovations -- Measures of Services -- Measurement of Operational Performance -- Quality -- Cost -- Flexibility -- Delivery -- Innovation -- Service -- Digitalization -- Measures of Financial Performance -- References -- Chapter 5: Service-Oriented Performers -- 5.1 Introduction -- 5.2 Definition of Servitization -- 5.3 Evolution of Servitization -- 5.4 Drivers and Barriers of Servitization -- 5.5 Challenges in Adoption of Servitization -- 5.6 Affordances of Organizational and Technological Innovations for Service-Oriented Firms -- 5.6.1 Model, Measures, and Methods -- 5.6.2 Diffusion of Service-Oriented Template-Related Strategic Priorities, Practices, and Performance Dimensions -- 5.6.2.1 Diffusion of Services Strategic Priority -- 5.6.2.2 Diffusion of Product, Customer, and Result-Oriented Services -- 5.6.2.3 Extent of Diffusion of Services and Digitalization Performance Dimensions -- 5.6.3 Differences in Servitization Extent Among Organizations -- 5.6.4 Relationships of Service Practices -- 5.6.5 Effect of Services, Digital Manufacturing Innovations, and Lean Methods on Service and Digitalization Performance Dimens... -- 5.7 Summary -- Annex 5.1 Measurement Scales -- Measurement of Competitive Priorities -- Measurement of Organizational Characteristics -- Product Development -- Batch or Lot Size -- Manufacturing Process -- Product Complexity -- Measures of Lean Methods -- Measures of Digital Manufacturing Innovations -- Measures of Services -- Measurement of Operational Performance -- Quality -- Cost -- Flexibility -- Delivery -- Innovation -- Service -- Digitalization -- Measures of Financial Performance -- References -- Chapter 6: Performance Implications of the Fit Between Lean and Agile: Organizational Ambidexterity Perspective.
6.1 Introduction -- 6.2 Theoretical Framework: Resource-Based View and Dynamic Capabilities -- 6.3 Concept of Organizational Ambidexterity: Exploration and Exploitation -- 6.4 Organizational Ambidexterity and Performance -- 6.5 Conceptual Domains of Lean and Agile -- 6.6 Conceptual Proximity of Leanness and Agility Versus Exploitation and Exploration -- 6.7 Effect of Fit Between Agile and Lean Capabilities on Organizational Performance -- 6.7.1 Hypothesis, Measures, and Methods -- 6.7.1.1 Hypothesis -- 6.7.1.2 Measures -- 6.7.1.3 Description of Data -- 6.7.2 Results of Testing the Effect of Various Types of Fit on Organizational Performance -- 6.8 Summary -- Annex 6.1 Measurement Scales -- Measurement of Performance Capabilities -- Quality -- Cost -- Flexibility -- Delivery -- Innovation -- Measures of Financial Performance -- References -- Chapter 7: Factors Affecting Trade-Off, Cumulative Capability, and Alternative Models of Operation Strategy -- 7.1 Introduction -- 7.2 Factors of Operation Strategies -- 7.3 Operations Strategy Models in Lithuanian Manufacturing Companies -- 7.3.1 Model, Measures, and Methods -- 7.3.2 Diffusion of Operations Strategy Models Among Organizations -- 7.3.3 Trade-off Model with Declining Innovations -- 7.3.4 Cumulative Capabilities Model in the Mix of Factors -- 7.3.5 Non-Competitive Model and Competitive Priorities -- 7.3.6 Multiple Models and Customization in Manufacturing -- 7.4 Summary -- Annex 7.1 Measurement Scales -- Measurement of Operational Performance -- Quality -- Cost -- Flexibility -- Delivery -- Innovation -- Service -- Digitalization -- Measures of Financial Performance -- Annex 7.2 Results of Regression Analysis in Groups of Organizations According to Models of Sequences -- Annex 7.3 Differences Between Groups of Organizations According to Models of Sequences -- References.
Chapter 8: On Compatibility and Empirical Manifestation of Lean, Agile, and Service-Oriented Performers -- 8.1 The Interrelation of Lean, Agile, and Service-Oriented Templates of Organizing -- 8.2 An Empirical Assessment of Lean, Agile, and Service-Oriented Templates -- 8.3 The Effects of Lean, Agile, and Service-Oriented Practices on Operational Performance -- 8.4 The Effects of Lean, Agile, and Service-Related Performance Dimensions on Financial Performance -- 8.5 Balancing Templates for Increased Financial Performance -- Annex 8.1 Measurement Scales -- Measurement of Competitive Priorities -- Measurement of Organizational Characteristics -- Product Development -- Batch or Lot Size -- Manufacturing -- Product Complexity -- Measures of Lean Methods -- Measures of Digital Innovations -- Measures of Services -- Measurement of Operational Performance -- Quality -- Cost -- Flexibility -- Delivery -- Innovation -- Service -- Digitalization -- Measures of Financial Performance -- References.
Record Nr. UNINA-9910627248603321
Vilkas Mantas  
Cham, Switzerland : , : Springer, , [2023]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Re-skilling human resources for construction 4.0 : implications for industry, academia and government / / Omoseni Adepoju [and three others]
Re-skilling human resources for construction 4.0 : implications for industry, academia and government / / Omoseni Adepoju [and three others]
Autore Adepoju Omoseni
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2022]
Descrizione fisica 1 online resource (224 pages)
Disciplina 624.068
Collana Springer Tracts in Civil Engineering
Soggetto topico Construction industry - Management
Personnel management
Industry 4.0
ISBN 3-030-85973-8
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910523803103321
Adepoju Omoseni  
Cham, Switzerland : , : Springer, , [2022]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Recent trends in manufacturing and materials towards Industry 4.0 : selected articles from iM3F 2020, Malaysia / / Muhammed Nafis Osman Zahid [and five others], editors
Recent trends in manufacturing and materials towards Industry 4.0 : selected articles from iM3F 2020, Malaysia / / Muhammed Nafis Osman Zahid [and five others], editors
Pubbl/distr/stampa Singapore : , : Springer, , [2021]
Descrizione fisica 1 online resource (xviii, 1,025 pages) : illustrations
Disciplina 620.11
Collana Lecture Notes in Mechanical Engineering
Soggetto topico Materials
Industry 4.0
ISBN 981-15-9505-4
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910483495303321
Singapore : , : Springer, , [2021]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui