Data-driven modeling of cyber-physical systems using side-channel analysis. (2020)

• Record Type: Book
• Further Information: Note: Sujit Rokka Chhetri, Mohammad Abdullah Al Faruque.
• Other Names: Rokka Chhetri, Sujit; Al Faruque, Mohammad Abdullah
• Contents: Intro -- Preface -- Acknowledgments -- Contents -- 1 Introduction -- 1.1 Cyber-Physical System -- 1.2 Data-Driven Modeling -- 1.3 Side-Channel Analysis -- 1.4 Book Sections -- 1.4.1 Part I: Data-Driven Attack Modeling -- 1.4.2 Part II: Data-Driven Defense of Cyber-Physical Systems -- 1.4.3 Part III: Data-Driven Digital Twin Modeling -- 1.4.4 Part IV: Non-Euclidean Data-Driven Modeling of Cyber-Physical Systems -- 1.5 Summary -- References -- Part I Data-Driven Attack Modeling -- 2 Data-Driven Attack Modeling Using Acoustic Side-Channel -- 2.1 Introduction 2.1.1 Research Challenges and Contributions -- 2.2 Background and Related Work -- 2.3 Sources of Acoustic Emission -- 2.3.1 System Description -- 2.3.2 Equation of Motion -- 2.3.3 Natural Rotor Oscillation Frequency -- 2.3.4 Stator Natural Frequency -- 2.3.5 Source of Vibration -- 2.3.5.1 Electromagnetic Source -- 2.3.5.2 Mechanical Source -- 2.4 Acoustic Leakage Analysis -- 2.4.1 Side-Channel Leakage Model -- 2.4.2 Leakage Quantification -- 2.4.3 Leakage Exploitation -- 2.5 Attack Model Description -- 2.5.1 Attack Model -- 2.5.2 Components of the Attack Model -- 2.5.2.1 Data Acquisition 2.5.2.2 Noise Filtering -- 2.5.2.3 Maximal Overlap Discrete Wavelet Transform and Multiresolution Analysis -- 2.5.2.4 Feature Extraction -- 2.5.2.5 Regression Model -- 2.5.2.6 Classification Model -- 2.5.2.7 Direction Prediction Model -- 2.5.2.8 Model Reconstruction -- 2.5.2.9 Post-Processing for Model Reconstruction -- 2.5.3 Attack Model Training and Evaluation -- 2.6 Results for Test Objects -- 2.6.1 Speed of Printing -- 2.6.2 The Dimension of the Object -- 2.6.3 The Complexity of the Object -- 2.6.4 Reconstruction of a Square -- 2.6.5 Reconstruction of a Triangle 2.6.6 Case Study: Outline of a Key -- 2.7 Discussion -- 2.7.1 Technology Variation -- 2.7.2 Sensor Position -- 2.7.3 Sensor Number -- 2.7.4 Dynamic Window -- 2.7.5 Feature Separation during Multiple Axis Movement and Noise -- 2.7.6 Target Machine Degradation -- 2.8 Summary -- References -- 3 Aiding Data-Driven Attack Model with a Compiler Modification -- 3.1 Introduction -- 3.2 Attack Model Description -- 3.3 Compiler Attack -- 3.3.1 Profiling Phase -- 3.3.2 Attack Phase -- 3.3.3 Compiler Modification -- 3.3.4 Transformations for Leakage Maximization -- 3.4 Experimental Results 3.4.1 Accuracy Metric -- 3.4.2 Mutual Information -- 3.4.3 Partial Success Rate -- 3.4.4 Total Success Rate -- 3.5 Discussion -- 3.5.1 Countermeasures -- 3.6 Summary -- References -- Part II Data-Driven Defense of Cyber-Physical Systems -- 4 Data-Driven Defense Through Leakage Minimization -- 4.1 Introduction -- 4.1.1 Motivation for Leakage-Aware Security Tool -- 4.1.2 Problem and Challenges -- 4.1.3 Contributions -- 4.2 System Modeling -- 4.2.1 Data-driven Leakage Modeling and Quantification -- 4.2.2 Attack Model -- 4.2.3 Formulation of Data-Driven Leakage-Aware Optimization Problem
• Publisher Details: Cham : Springer
• Publication Date: 2020
• Extent: 1 online resource (240 p.)
• Subjects: 006.2/2; Cooperating objects (Computer systems); Cooperating objects (Computer systems); Electronic books
• Languages: English
• ISBNs: 9783030379629; 3030379620
• Related ISBNs: 9783030379612
• Notes: Note: Includes bibliographical references and index.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.