Proceedings of the First International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’16) (eBook)

Volume 2
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2016 | 1st ed. 2016
XV, 504 Seiten
Springer International Publishing (Verlag)
978-3-319-33816-3 (ISBN)

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Proceedings of the First International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’16) -
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This volume of Advances in Intelligent Systems and Computing contains papers presented in the main track of IITI 2016, the First International Conference on Intelligent Information Technologies for Industry held in May 16-21 in Sochi, Russia. The conference was jointly co-organized by Rostov State Transport University (Russia) and VŠB - Technical University of Ostrava (Czech Republic) with the participation of Russian Association for Artificial Intelligence (RAAI) and Russian Association for Fuzzy Systems and Soft Computing (RAFSSC). The volume is devoted to practical models and industrial applications related to intelligent information systems. The conference has been a meeting point for researchers and practitioners to enable the implementation of advanced information technologies into various industries. Nevertheless, some theoretical talks concerning the-state-of-the-art in intelligent systems and soft computing are included in the proceedings as well.

Preface 6
Organization 8
Conference Chairs 8
Conference Vice-Chair 8
International Program Committee 8
Organizing Committee Chair 9
Local Organizing Committee 9
Sponsoring Institutions 10
Contents 11
Part ICognitive Technologies on the Basisof Sensor and Neural Networks 16
1 The Data Transfer Development in MANET Networks on the Base of Chinese Remainder Theorem 17
Abstract 17
1 Introduction 18
2 Mathematical Model of MANET Network 19
3 The Method of Error Detection 21
3.1 The Error Detection Method Based on the Chinese Remainder Theorem 21
3.2 Modification of the Error Detection Method on the Basis of the Approximate Method 22
4 The Effective Neural Network SSS Implementation 23
4.1 Finite Ring Neural Network 23
4.2 Modeling 24
5 Conclusion 25
Acknowledgment 26
References 26
2 Using of a Convolutional Neural Network with Changing Receptive Fields in the Tasks of Image Recognition 28
Abstract 28
1 Introduction 28
2 Mathematical Modeling of CNN with Extended Training Set 29
3 Experimental Research of CNN Generalization Capability with Changing Receptive Fields 33
References 36
3 Application CUDA for Optimization ANN in Forecasting Electricity on Industrial Enterprise 37
Abstract 37
1 Introduction 37
2 Description of the Neural Network Model 38
2.1 Artificial Neural Network Model 38
2.2 CUDA 39
2.3 Learning Algorithm of Neural Network 40
2.4 Modification of a Model 41
3 Implementation of ANN in the Programming Language {/varvec C}/!{+/!+} 41
4 Experiments and Results 43
4.1 Formalization of the Problem 43
4.2 Experiments 44
5 Conclusion 46
References 46
Part IIProbabilistic models, Algebraic BayesianNetworks and Information Protection 48
4 Models and Algorithms for the Information System’s Users’ Protection Level Probabilistic Estimation 49
Abstract 49
1 Introduction 50
2 Models’ Description 50
2.1 Model of the User of Information System and the Model of User’s Vulnerabilities Profile 51
2.2 Model of Malefactor 51
2.3 Model of Hosts of Informational Systems and Computer Network 52
2.4 Model of Critical Documents 53
3 Conclusion 55
References 56
5 An Adaptive Algorithm for the Steganographic Embedding Information into the Discrete Fourier Transform Phase Spectrum 57
Abstract 57
1 Introduction 57
2 The Suggested Algorithm of Data Embedding 59
2.1 Review of the Methods to Build in the Information into Digital Images Utilizing Discrete Fourier Transform 59
2.2 Investigation of the Discrete Fourier Transform Steganographic Properties 60
2.3 The Suggested Algorithm of Embedding Data into Digital Images 61
2.4 Experiments 63
3 Conclusion 64
Acknowledgments 65
References 65
6 Decremental and Incremental Reshaping of Algebraic Bayesian Networks Global Structures 67
Abstract 67
1 Introduction 68
2 Background 68
2.1 Problem Statement 68
2.2 Definitions and Notations 69
3 Decremental Algorithm for Removing the Vertex 70
3.1 Algorithm Description 70
3.2 Algorithm Correctness 71
4 Statistical Experiments 72
5 Incremental Tertiary Structure Processing Algorithm 73
5.1 Algorithm Description 74
5.2 Proof of Algorithm Correctness 74
6 Conclusion 76
References 76
7 Algebraic Bayesian Networks: Local Probabilistic-Logic Inference Machine Architecture and Set of Minimal Joint Graphs 78
Abstract 78
1 Introduction 79
2 Probabilistic-Logic Inference 79
2.1 The Tasks of Probabilistic-Logic Inference in ABN 79
2.2 Software Package Architecture 80
2.3 Probabilistic-Logic Inference Implementation 82
3 SMJG 83
3.1 Necessity of Use Secondary Global Structure 83
3.2 Definitions 83
3.3 MJG and Assembly Algorithms 84
3.4 MK1 Algorithm Description 85
3.5 MK4 Algorithm Description 85
3.6 The Work Instance of Assembly Algorithms 87
4 Conclusion 87
Acknowledgments 88
References 88
8 Modeling of Injured Position During Transportation Based on Bayesian Belief Networks 89
Abstract 89
1 Introduction 89
2 Bayesian Belief Networks Structure Formation and Training for Modeling Casualty Movement Process 90
3 Analysis of Casualty Movement Process 93
4 Conclusion 95
Acknowledgment 95
References 96
9 Passive Steganalysis Evaluation: Reliabilities of Modern Quantitative Steganalysis Algorithms 97
Abstract 97
1 Introduction 98
2 Purpose 98
3 Method of Experiment 98
4 Evaluation Procedure 99
5 Results 100
6 Findings 101
7 Conclusion 101
References 102
10 Bayesian Belief Networks in Risky Behavior Modelling 103
Abstract 103
1 Introduction 103
2 Risky Behavior Modelling 105
2.1 Initial Data 105
2.2 Model Description 105
2.3 Testing Results 106
2.4 Real Data Example 108
3 Conclusion 109
Acknowledgments 109
References 109
11 Back Up Data Transmission in Real-Time Duplicated Computer Systems 111
Abstract 111
1 Introduction 111
2 The Structure of the System Under Study 112
3 Options for the Organization of Exchange Between DCS 114
4 Evaluation of the Probability of Timeliness Inter DCS Exchange 115
5 Conclusion 116
References 117
12 Data Coherence Diagnosis in BBN Risky Behavior Model 118
Abstract 118
1 Introduction 118
2 Model Description 119
3 Model Extension 120
4 Realization 122
5 Example 122
6 Conclusions 125
Acknowledgments 125
References 125
13 Stochastic Computer Approach Applied in the Reliability Assessment of Engineering Structures 127
Abstract 127
1 Introduction 127
2 Unbraced Planar Frame (Buckling) 128
3 Probabilistic Reliability Assessment of Femoral Screws Intended for Treatment of “Collum Femoris” Fractures (Bending) 131
4 Conclusion 134
Acknowledgments 134
References 134
Part IIIImage Processing and Emotion Modeling 136
14 Context-Sensitive Image Analysis for Coloring Nature Images 137
Abstract 137
1 Introduction 137
2 Analysis of Existing Solutions for the Coloring Nature Images 138
2.1 ShiGuang Liu et al. Approach 138
2.2 Yogesh Rathore et al. Approach 138
2.3 Luiz Filipe Menezes Vieira et al. Approach 139
2.4 The Recolored Software 139
2.5 AKVIS Coloriage Software 139
2.6 A.D. Varlamov et al. Approach 140
2.7 Comparison 140
3 Coloring Nature Images 141
3.1 Method for Coloring Images 141
3.2 Signature of Image 141
3.3 Base of Color Images 143
4 Conclusions 143
Acknowledgments 144
References 145
15 Development of 3D Human Body Model 146
Abstract 146
1 Introduction 147
2 Description of the System Workflow 147
3 Description of a Creation Human Body Surface Model Method 148
4 Results 153
Acknowledgments 154
References 154
16 Fourfold Symmetry Detection in Digital Images Based on Finite Gaussian Fields 156
Abstract 156
1 Introduction 156
2 Finite Fields of Gaussian Integers 157
3 Polar Decompositions of Gaussian Fields 158
4 Digital Images as Functions on Gaussian Fields 160
5 Conclusion 164
Acknowledgements 164
References 164
17 Inpainting Strategies for Reconstruction of Missing Data in Images and Videos: Techniques, Algorithms and Quality Assessment 166
Abstract 166
1 Introduction 166
2 Image and Video Inpainting 168
2.1 An Image Model 168
2.2 Proposed Method 169
2.3 Inpainting Quality Assessment 171
3 Experimental Results 174
4 Conclusions 176
Acknowledgments 176
References 176
18 The System for the Study of the Dynamics of Human Emotional Response Using Fuzzy Trends 178
Abstract 178
1 Introduction 178
2 The Technical and Methodological Support for Experiments 179
2.1 The Features of Technical Support 179
2.2 The Features of an Experimental Technique 180
3 The Study of the Dynamics of Emotions 181
4 The Assessment of Changing Development of Emotions 184
5 Conclusion 186
Acknowledgments 186
References 187
Part IVHybrid Expert Systems and IntelligentDecision Support Systems in Designand Engineering 188
19 Intelligent Technology for Integrated Expert Systems Construction 189
Abstract 189
1 Introduction 189
2 Some Aspects of Current Research in the Field of Automated Planning 191
3 Model of Intelligent Software Environment and Its Components 192
4 IES Prototype Project and Its Components 194
5 Planning of IES Prototyping Steps 196
6 Conclusion 197
References 198
20 Multi-method Technology for Multi-attribute Expert Evaluation 200
Abstract 200
1 Introduction 200
2 Basic Stages of Technology 201
3 Evaluation of Research Efficiency 204
4 Conclusions 207
Acknowledgments 208
References 208
21 Using Fuzzy Models by Systems Engineers at the Stages of System Lifecycle 210
Abstract 210
1 Introduction 210
2 Decision-Making Tasks at the Stages of Systems Lifecycle 211
3 The Use of Fuzzy Inference to Determine the System Concept 213
4 The Results of the Method Application for the Future Project Strategy Determination 220
5 Conclusions 220
References 221
22 The Features of Generations of Solutions by Intellectual Information Systems 222
Abstract 222
1 Introduction 223
2 The Conceptual Model of Decision-Making Experience 223
3 The Internal Structure of the Images and the Modeling of Visual Thinking 225
4 Conclusion 228
Acknowledgments 228
References 229
23 Decision Assessment in Automated Design Intelligent Systems 230
Abstract 230
1 Introduction 230
2 The Criteria of Decision Assessment at the Design Process Decomposition Levels 231
2.1 The Principles of Criteria Systems Formation 231
2.2 The Criteria of Intermediate Decision Assessment in Technological Process CAD 232
2.3 The Procedures of Criteria Application Experience Accumulation and Generalization 237
3 Conclusions 238
Acknowledgments 238
References 238
24 Intelligent Decision Support Systems in the Design of Mobile Micro Hydropower Plants and Their Engineering Protection 239
Abstract 239
1 Using Mobile Micro Hydroelectric Plants and Facilities Engineering Protection Made of Composite Materials 239
2 Developing an Intelligent Decision Making System to Design a MMHEP from Composite Materials 242
2.1 Multicriterial Mathematical Model to Optimize MMHEP from Composite Materials 242
2.2 Justification of the Requirements for an Intelligent Expert Evaluation 246
3 Conclusion 247
References 248
25 Hybrid Bioinspired Search for Schematic Design 249
Abstract 249
1 Introduction 249
2 Description of the Problem 250
3 Search Architecture 251
4 Experiments 254
5 Conclusion 255
Acknowledgments 255
References 255
26 Figuratively Semantic Support in Interactions of a Designer with a Statement of a Project Task 256
Abstract 256
1 Introduction 256
2 Preliminary Bases 257
3 Related Works 259
4 Features of Figuratively Semantic Support 260
5 Features of Management 263
6 Conclusion 265
References 266
Part VIntelligent and Fuzzy Railway Systems 267
27 Cloud-Assisted Middleware for Intelligent Distributed and Mobile Objects 268
Abstract 268
1 Introduction 268
2 Related Work 269
3 A Cloud-Assisted Architecture for IDMO 271
4 Proposed Technical Concept 274
5 Conclusions 277
Acknowledgments 277
References 277
28 Intellectualization of Technological Control of Manufacturing Processes on Railway Transport Based on Immunological Models 278
Abstract 278
1 Introduction 278
2 Problem Statement 279
3 Immune Approach to Technological Control 279
4 Immunological Model’s Main Components 280
5 Immunological Algorithm for Detecting Deviations 282
6 Example of Immunological Model Creation 284
7 Conclusion 286
Acknowledgments 286
References 287
29 Intelligent Methods for State Estimation and Parameter Identification in Fuzzy Dynamical Systems 288
Abstract 288
1 Introduction 288
2 Model of Representation and State Estimation for FDS 289
3 Recurrent Algorithm for FDS State Estimation 290
4 Optimal FDS Parameters Estimation 291
5 Adaptive Network Model of FDS 293
6 Example 294
7 Conclusions 296
Acknowledgments 296
References 296
30 Safety Process Management Based on Software Risks Assessment for Intelligent Railway Control System 298
Abstract 298
1 Introduction 298
2 Experience of IRCS and URRAN Projects 299
3 The Proposed Approach 303
4 Conclusions 308
Acknowledgments 309
References 309
31 An Approach to Interactive Information Processing for Situation Awareness About Incidents in Railway Infrastructure Management System 310
Abstract 310
1 Introduction 310
2 The Information Model and General Incident Processing 312
3 Proposed Approach 314
4 Some Practical Results 317
5 Conclusion 319
Acknowledgments 319
References 319
32 Stochastic Traffic Models for the Adaptive Train Dispatching 320
Abstract 320
1 Introduction 320
2 Literature Review 321
3 The Tree of Interferences as the New Mesa-Model of Delay Propagation 322
4 The Generic Stochastic Model of a Train Traffic 325
5 Two Strategies for Conflict Detecting and Resolution 327
6 The Boundary Interval for Appointment the Economy Mode 328
7 Conclusions and Future Work 330
References 330
33 Usage of Digital Image Processing Methods in the Problem of Determining the Length of the Rail Joints 331
Abstract 331
1 Introduction 331
2 Digital Processing Methods Used for Image Enhancement in the Problems of Defectoscopy 332
2.1 Blur Processing 333
2.2 The Choice of Method Solution in the Problem of Image Reconstruction 335
3 Automated Determination of the Length of the Rail Joint 337
3.1 The First Stage 337
3.2 The Morphological Processing Stage 339
3.3 Determination of the Length of the Rail Joint 339
4 Conclusion 339
References 340
34 Automatic Control of Train Brakes with Fuzzy Logic 341
Abstract 341
1 Introduction 341
2 Automatic Control System of Train Brakes 342
2.1 Analysis of Existing Systems 342
2.2 Functional Diagram of the System 342
2.3 Fuzzy-Logic Controller 344
2.4 Computational Experiment 345
3 Conclusions 346
References 347
Part VITechnologies for Industrialand Autonomous Robots 348
35 Indoor LiDAR Scan Matching Simulation Framework for Intelligent Algorithms Evaluation 349
Abstract 349
1 Introduction 349
2 Background 350
2.1 Intelligent and Adaptive Scan Matching Methods 350
2.2 LiDAR Sensor 350
2.3 LiDAR Scan Model 351
3 Scan Matching Simulation Framework 353
3.1 User-defined Vector Maps 353
3.2 Vector Maps Processing 354
3.3 Laser Scan Generating Algorithm 355
3.4 Output Data 355
4 Results 356
4.1 Framework Functionality 356
4.2 Downloading and License Policy 357
5 Conclusions and Future Work 357
Acknowledgement 357
References 357
36 Tail-Assisted Active Controller of a Mobile Unmanned Aerial Vehicle 359
Abstract 359
1 Introduction 359
2 Mathematical Model 360
2.1 Manipulator Kinematic Model 360
2.2 Main Body Dynamics 361
3 Adaptive Controller for Center of Mass Displacement Manipulation 364
4 Conclusions 366
Acknowledgments 367
References 367
37 Intellectualization of Industrial Systems Based on the Synthesis of a Robotic Manipulator Control Using a Combined-Maximum Principle Method 368
Abstract 368
1 Introduction 368
2 Formulation of the Problem 369
3 Combined Maximum Principle 370
4 Laws of Optimal Control in a Position of Unstable Equilibrium 372
5 Conclusion 376
Acknowledgments 376
References 376
38 System Reconfiguration Using Multiagent Cooperative Principles 377
Abstract 377
1 Introduction 377
2 Performance Redundancy and Decentralized Monitoring and Control 378
3 Reconfiguration Problem Formalizing 379
4 Multiagent Reconfiguration Algorithm 381
5 Experimental Results 382
6 Conclusions and Future Work 385
Acknowledgments 386
References 386
39 Intelligent Agent System to Analysis Manufacturing Process Models 387
Abstract 387
1 Introduction 387
2 Grammar Models 389
2.1 Review of Grammars 389
2.2 RV-Grammar 389
3 Intelligent Agent System 391
4 Results 393
5 Conclusion 394
Acknowledgments 395
References 395
Part VIIApplied Systems 396
40 Use of Numerical Methods in the Analysis of Traction Energy Systems—An Overview of the Practical Examples 397
Abstract 397
1 Introduction 397
2 Trolleybus Supply System Calculations 398
2.1 The Monte Carlo Method 398
2.2 Simulation of Supply System 399
2.3 Verification of the Monte Carlo Method 401
3 Analysis of Recuperation Increase Potential 402
3.1 Statistical Substation Load Analysis 403
4 Benchmark of the Trolleybus Supply System 405
4.1 Data Envelopment Analysis (DEA) 406
4.2 The Analysis of the Load Flow by DEA 406
5 Conclusions 407
Acknowledgments 408
References 408
41 Application of Vector Control Technology for Linear Reactive Reluctance-Flux Reciprocating Generator 409
Abstract 409
1 Introduction 409
2 Known Research in the Field of Electric Generators on the Basis of Free-Piston Engines 410
3 Design of the Linear Electric Machine and Control Problem Formulation 411
4 Mathematical Model of the Linear Reluctance Electric Machine and the Free-Piston Engine 413
5 Control Problem Formulation 416
6 Simulation Results and Analysis 416
7 Conclusions 418
Acknowledgments 419
References 419
42 One Model of Two-Sided Price Coordination on the Transport Market 420
Abstract 420
1 Introduction 420
2 Requirements to the Contracting Process 421
3 Sustainable Matchings 422
4 The Method of Minimal Concessions 424
5 Conclusion 428
References 428
43 Correlated Colour Temperature Changes of the LED Sources Depending on the Angle of Their Radiation 429
Abstract 429
1 Introduction 429
1.1 LED Construction 430
2 Catalogue Data of Applied LED 432
3 Verification of the Prediction Model 432
4 Spectral Characteristic of Individual LED 433
4.1 The Process of Changes in Correlated Colour Temperatures Depending on the Change of the Horizontal Angle LED SEOUL SSC - Z5 SZW05A0B 434
4.2 The Process of Changes in Correlated Colour Temperatures Depending on the Change of the Horizontal Angle Fortimo LED DLM Module 44 W/840 434
5 Changes in Correlated Colour Temperatures of LED Luminaries Depending on the Radiating Angle 435
5.1 LED SEOUL SSC - Z5 SZW05A0B 435
5.2 Fortimo LED DLM Module 436
6 Conclusion 437
Acknowledgments 437
References 437
44 Potential Influence of Light Sources on Human Circadian Rhythms 438
Abstract 438
1 Introduction 438
2 Choice of Light Sources 439
3 Behaviour of Circadian Receptors 440
4 Description of Measurement and Calculation of the Influence of Measured Spectra on Circadian Rhythms 442
5 Conclusion 444
Acknowledgment 445
References 445
45 Optimization of Antenna System for MIMO Technology 446
Abstract 446
1 Introduction 446
2 Optimization of Antennas 447
2.1 Optimization of Antenna Rectangular Patch 447
2.2 Optimization of Antenna Arrays with Two Rectangular Patch 452
3 Conclusions 453
Acknowledgments 456
References 456
46 Automation and Control of Energetic Systems Using Cogeneration Unit in Industry 457
Abstract 457
1 Introduction 457
2 Technology Cogeneration Unit 459
2.1 Cogeneration Unit 459
2.2 Storage Tank 461
3 Connection of Cogeneration Unit 461
3.1 Connection of Cogeneration Unit into the Network 461
3.2 Control of Electric Power of Cogeneration Unit 462
4 Conclusions 465
References 465
47 Reliability Database of Industrial Local Distribution System 466
Abstract 466
1 Introduction 466
2 Collection of Data on Outages and Failures of Power Supply 467
3 Implementation of Methodology for Operation Data 468
3.1 Scope of Power Distribution System 468
3.2 Processing of LDS Operation Documents 469
3.3 Calculation of Element Reliability Indicators 469
3.4 Expression of Reliability Indicators on Power Lines 470
4 Reliability Results Comparison 471
4.1 Comparison of Reliability Indicators for Power Lines 471
5 Conclusion 473
Acknowledgments 473
References 474
48 Improved Search of Typical Projects of Private Houses with Using Data Mining 475
Abstract 475
1 Introduction 475
2 Input and Output Data 477
2.1 Data for Analysis 477
2.2 Collection and Storage 478
2.3 Presentation of Results 478
3 Data Mining 478
3.1 Segmentation 479
3.2 Search for the Associations 480
3.3 Summarization 482
4 The Proposed System 482
5 Analogues of the Proposed System 483
5.1 1C: Enterprise 483
5.2 STATISTICA 484
6 Conclusions 484
References 485
Author Index 486

Erscheint lt. Verlag 10.5.2016
Reihe/Serie Advances in Intelligent Systems and Computing
Zusatzinfo XV, 504 p. 196 illus., 120 illus. in color.
Verlagsort Cham
Sprache englisch
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik Maschinenbau
Schlagworte Artificial Intelligence and Knowledge Engineering • Automation • IITI’16 • IITI’16 • Information Technology • Intelligent Information Technologies for Industry • Intelligent Systems • Intelligent Techniques and Algorithms, CAD/CAM/CIM
ISBN-10 3-319-33816-1 / 3319338161
ISBN-13 978-3-319-33816-3 / 9783319338163
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