Title Cyber-physical systems and control II / Dmitry G. Arseniev, Nabil Aouf, editors

Published Cham, Switzerland : Springer, 2023

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Description 1 online resource (xvi, 677 pages) : illustrations (some color) Series Lecture notes in networks and systems, 2367-3389 ; volume 460 Lecture notes in networks and systems ; v. 460. 2367-3389 Contents Intro -- Preface -- Contents -- Abbreviations -- Fundamentals of Cyber-Physical Systems -- Physics-Informed Radial Basis Function Networks: Solving Inverse Problems for Partial Differential Equations -- 1 Introduction -- 2 Solving Algorithm -- 3 Experimental Study -- 4 Discussion -- 5 Conclusion -- References -- On a Method for Identifying Failure Models of Complex Systems -- 1 Introduction -- 2 Baseline Conditions -- 3 Conversion -- 4 The Assertion -- 4.1 Proof -- 5 Algorithm of the Method -- 5.1 Step 1 -- 5.2 Step 2 -- 5.3 Step 3 -- 5.4 Step 4 -- 6 Conclusion -- References Building Decentralized Resilient Cyber-Physical Systems for Operating in Open Areas -- 1 Introduction -- 2 Materials and Methods -- 3 Results -- 4 Discussion -- 5 Conclusion -- References -- Method of Expansion of Mathematical Tools of the Reliability Theory Due to the Properties of Stochastic Theory of Similarity -- 1 Introduction -- 2 Brief Overview of the Current State of the Reliability Theory -- 2.1 Logical and Probabilistic Methods -- 2.2 Statistical and Probabilistic Methods -- 3 Similarity Theory and Its Application to Problems of Statistical Analysis 4 Practical Application of Stochastic Similarity -- 4.1 Potential Probability Distribution in Comparison Problems -- 4.2 Stochastic Similarity -- 5 Useful Properties of the Lemma and the Integral Transformation -- 6 Discussion -- 7 Conclusion -- References -- Control of Plane Poiseuille Flow Using the Kreiss Constant -- 1 Introduction -- 2 Transient Energy Growth -- 3 Plane Poiseuille Flow -- 4 Transient Energy Minimization Using Kreiss Constant Feedback Control -- 5 Results -- 5.1 Open-Loop -- 5.2 Kreiss Constant Minimizing Controllers -- 6 Conclusion -- References Modifications of SHAP for Local Explanation of Function-Valued Predictions Using the Divergence Measures -- 1 Introduction -- 2 Shapley Values and Model Explainability -- 3 SHAP and Multiclassification Problems -- 4 Distance Measures -- 5 Numerical Experiments Using the Local Interpretation -- 5.1 Numerical Experiments with Synthetic Data -- 5.2 Numerical Experiments with Real Data -- 6 Conclusion -- References -- Robust Models of Distance Metric Learning by Interval-Valued Training Data -- 1 Introduction -- 2 Metric Learning by Interval-Valued Data -- 3 Linearization of the Problem 3.1 A Dual Form Approach -- 3.2 Extreme Points -- 3.3 Testing Regime -- 4 Conclusion -- References -- Measured Data Reconciliation Processed within Nonlinear Constraints Models in Cyber-Physical Systems -- 1 Introduction -- 2 Problem Formalization: The Joint Measurements Reconciliation -- 3 An Approximate Estimation of the Accuracy Increase Due to the Reconciliation Procedure -- 4 The Accuracy Increase Estimation for the Case of Measurand Interrelations Model's Nonlinearity -- 5 Using Example -- 6 Conclusions -- References -- Cyber-Physical Systems Technologies Summary The book contains selected research papers presented at the 2nd International Conference on Cyber-Physical Systems and Control (CPS&C'2021) which was held from 29 June to 2 July 2021 in St. Petersburg, Russia. The CPS&C'2021 Conference continues the series of international conferences that began in 2019 when the first International Conference on Cyber-Physical Systems and Control (CPS&C'2019) took place. Cyber-physical systems (CPSs) considered a modern and rapidly emerging generation of systems with integrated wide computational, information processing, and physical capabilities that can interact with humans through many new modalities and application areas of implementation. The book covers the latest advances, developments and achievements in new theories, algorithms, models, and applications of prospective problems associated with CPSs with an emphasis on control theory and related areas. The multidisciplinary fundamental scientific and engineering principles that underpin the integration of cyber and physical elements across all application areas are discussed in the book chapters. The materials of the book may be of interest to scientists and engineers working in the field of cyber-physical systems, systems analysis, control systems, computer technologies, and similar fields Notes Includes author index Online resource; title from PDF title page (SpringerLink, viewed January 26, 2023) Subject Cooperating objects (Computer systems) -- Congresses Control theory -- Congresses Control theory Cooperating objects (Computer systems) Genre/Form Electronic books proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Arsenʹev, D. G. (Dmitriĭ Germanovich), 1963- editor. Aouf, Nabil, editor ISBN 9783031208751 3031208757

Other Titles Cyber-physical systems and control 2 CPS&C'2021

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