Predictive analytics in system reliability / / Vijay Kumar and Hoang Pham, editors

• Pubblicazione: Cham, Switzerland : , : Springer Nature Switzerland AG, , [2023]; ©2023
• Descrizione fisica: 1 online resource (286 pages)
• Disciplina: 658.403
• Soggetto topico: Management - Statistical methods; Predictive control; Decision making - Statistical methods
• Persona (resp. second.): PhamHoang; KumarVijay
• Nota di bibliografia: Includes bibliographical references.
• Nota di contenuto: Intro -- Preface -- Contents -- About the Editors -- Deep Learning Approach Based on Fault Correction Time for Reliability Assessment of Cloud and Edge Open Source Software -- 1 Introduction -- 2 Estimation of Correction Time of Software Faults Based on Deep Learning -- 3 Data for Numerical Illustration Based on Deep Feedforward Neural Network -- 4 Comparison Results Based on the Amount of Learning Data -- 5 Concluding Remarks -- References -- System Reliability Models with Random Shocks and Uncertainty: A State-of-the-Art Review -- 1 Introduction -- 2 System Reliability Models with Random Shocks -- 2.1 Shock Model Categorization -- 2.2 System Reliability Models with Shock Models -- 3 System Reliability Models with Uncertainty -- 3.1 System Reliability Models Based on Wiener Process -- 3.2 System Reliability Models Based on Gamma Process -- 3.3 System Reliability Models Based on Inverse Gaussian Process -- 4 Conclusion -- References -- A Hybrid Approach for Evaluation and Prioritization of Software Vulnerabilities -- 1 Introduction -- 2 Research Methodology -- 2.1 Dataset Description -- 2.2 Fuzzy Best Worst Method -- 2.3 Two Way Assessment -- 3 Data Analysis -- 3.1 Prioritizing Vulnerabilities Using FBWM -- 3.2 Two-Way Assessment Technique -- 4 Conclusion -- References -- Investigating Bad Smells with Feature Selection and Machine Learning Approaches -- 1 Introduction -- 2 Motivation and Related Work -- 2.1 Feature Selection -- 2.2 Involvement of Android Smells -- 2.3 Empiricism Tools and Techniques -- 3 Empirical Study -- 3.1 Data Sets -- 3.2 Data Processing -- 3.3 Performance Metrics -- 4 Result and Discussions -- 4.1 Correlation Feature Selection in Code Smells -- 5 Conclusion -- References -- SDE Based SRGM Considering Irregular Fluctuation in Fault Introduction Rate -- 1 Introduction -- 2 Related Work -- 2.1 Basic Assumptions. ; 2.2 Notations -- 3 Model Development -- 4 Proposed Methodology -- 5 General Framework -- 6 Data Analysis and Comparison Criteria -- 7 Model Validation -- 8 Conclusion -- References -- Ant Colony Optimization Algorithm with Three Types of Pheromones for the Component Assignment Problem in Linear Consecutive-kk-out-of-nn:F Systems -- 1 Introduction -- 2 CAP of the Linslash/Conslash k divided by n/k/n:F System -- 2.1 Definition of the CAP -- 2.2 B-Importance -- 2.3 Necessary Condition -- 3 Proposal of the ACO Algorithm for Solving the CAP -- 3.1 Initializing the Pheromone Values and Generating the Initial Solutions -- 3.2 Constructing the Solutions -- 3.3 Applying the Local Search -- 3.4 Evaluating the Solutions and Updating the Best Solution -- 3.5 Updating the Pheromone Values -- 3.6 Checking the Termination Condition. -- 4 Numerical Experiment -- 5 Conclusion -- References -- Reliability Assessment and Profit Analysis of Automated Teller Machine System Under Copular Repair Policy -- 1 Introduction -- 2 Notations, Assumptions, and Materials and Methods -- 2.1 Notations -- 2.2 Assumptions -- 2.3 Materials and Methods -- 3 Model Formulation -- 3.1 Model Solution -- 4 Investigation of the System in Various Scenarios -- 5 Result Analysis -- 6 Conclusion -- References -- An Efficient Regression Test Cases Selection & -- Optimization Using Mayfly Optimization Algorithm -- 1 Introduction -- 2 Related Work -- 3 Problem Statement of Regression Test Case Selection -- 4 Proposed Mayfly Optimization Algorithm -- 4.1 Mathematical Implementation of MA -- 5 Experimental Setup -- 5.1 Research Objectives -- 5.2 Research Hypothesis -- 5.3 Subject Programs -- 6 Result Discussion -- 7 Conclusion & -- Future Scope -- References -- Development of Reliability Block Diagram (RBD) Model for Reliability Analysis of a Steam Boiler System -- 1 Introduction. ; 2 Reliability Analysis Model for Boiler System -- 3 Reliability Analysis of the Boiler System by RBD -- 4 Conclusion -- References -- Computation Signature Reliability of Computer Numerical Control System Using Universal Generating Function -- 1 Introduction -- 2 Evaluation of Signature, Tail Signature and Expected Cost -- 3 Model Description: Computer Numerical Control -- 4 Numerical Example -- 5 Conclusion -- References -- Evaluate and Measure Agile Software Efficiency by the Integrated Strategy of Fuzzy MOORA and AHP -- 1 Introduction -- 2 Literature Review -- 3 Agile -- 4 Factors that Affect Agile Software Process -- 5 Approach Used to Measure Efficiency of Agile Software -- 5.1 Fuzzy Matrix of Decision -- 5.2 Fuzzy Decision Matrix's Normalization -- 5.3 Priority Weights Determination for Criteria -- 5.4 Weighted Normalized Fuzzy Matrix of Decision -- 5.5 Overall Rating for the Non-beneficial and Beneficial Criteria -- 5.6 Performance Index for Every Alternative -- 6 Discussions -- 7 Conclusion -- References -- Software Reliability Models and Multi-attribute Utility Function Based Strategic Decision for Release Time Optimization -- 1 Introduction -- 2 Software Reliability Modeling -- 2.1 Assumption -- 2.2 Fault Detection Rate -- 2.3 Software Reliability Growth Models -- 3 Numerical Illustration -- 4 Optimal Release Policy -- 4.1 Cost and Reliability Modeling -- 5 Conclusions -- References -- Reliability Analysis of Centerless Grinding Machine Using Fault Tree Analysis -- 1 Introduction -- 2 Basics of Fault Tree Analysis (FTA) -- 3 Terminology and Symbols -- 3.1 Event Symbols -- 3.2 Gate Symbols -- 3.3 Transfer Symbols and Definitions -- 3.4 Fault Tree Construction -- 4 A Case Study: Centerless Grinding Machine -- 4.1 Construction of Fault Tree -- 4.2 Qualitative Evaluation of Fault Tree -- 4.3 Quantitative Evaluation of Fault Tree. ; 5 Discussion and Summary -- References -- Machine Learning Based Software Defect Categorization Using Crowd Labeling -- 1 Introduction -- 2 Related Work -- 2.1 Orthogonal Defect Classification (ODC) -- 2.2 Crowdsourcing and Learning from Crowd -- 3 Datasets and Methods -- 3.1 Datasets -- 3.2 Expectation-Maximization -- 3.3 Classification Model -- 4 Methodology -- 5 Experimental Framework -- 6 Results and Discussion -- 7 Threats to Validity -- 7.1 Threats to Construct Validity -- 7.2 Threats to Internal Validity -- 7.3 Threats to External Validity -- 8 Conclusion and Future Work -- References -- Development of an Algorithm Using the Vikor Method to Increase Software Reliability -- 1 Introduction -- 2 Software Reliability Models -- 3 About the VIKOR Method -- 4 Literature Review -- 5 Application of the Vikor Method -- 6 Problem Statement and Experiments -- 7 Conclusion -- References -- Mathematical Modeling for Evaluation Reliability of a Bleaching System -- 1 Introduction -- 2 Mathematical Model Details of the Designed System -- 2.1 System Description -- 2.2 State Transition Diagram of the Bleaching System -- 2.3 Assumptions and Notations -- 3 Mathematical Modelling -- 3.1 Formulation of the Model -- 3.2 Solution of the Model -- 4 Numerical Calculations -- 4.1 Availability Analysis -- 4.2 Reliability Analysis -- 4.3 Analysis of Mean Time to Failure (MTTF) -- 4.4 Expected Profit -- 5 Result Discussion -- 6 Conclusion -- References -- An Effort Allocation Model for a Three Stage Software Reliability Growth Model -- 1 Introduction -- 2 Software Reliability Growth Model -- 3 Model Development -- 4 Optimal Solution -- 4.1 Special Cases -- 5 Numerical Analysis -- 6 Conclusion -- References.
• Titolo autorizzato: Predictive analytics in system reliability
• ISBN: 3-031-05347-8
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910627264203321
• Lo trovi qui: Univ. Federico II
• Serie: Springer series in reliability engineering.