Intelligent Systems in Technical and Medical Diagnostics

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For many years technical and medical diagnostics has been the area of intensive scientific research. It covers well-established topics as well as emerging developments in control engineering, artificial intelligence, applied mathematics, pattern recognition and statistics. At the same time, a growing number of applications of different fault diagnosis methods, especially in electrical, mechanical, chemical and medical engineering, is being observed. This monograph contains a collection of 44 carefully selected papers contributed by experts in technical and medical diagnostics, and constitutes a comprehensive study of the field. The aim of the book is to show the bridge between technical and medical diagnostics based on artificial intelligence methods and techniques. It is divided into four parts:

I. Soft Computing in Technical Diagnostics,

II. Medical Diagnostics and Biometrics,

III. Robotics and Computer Vision,

IV. Various Problems of Technical Diagnostics.

The monograph will be of interest to scientists as well as academics dealing with the problems of designing technical and medical diagnosis systems. Its target readers are also junior researchers and students of computer science, artificial intelligence, control or robotics.

Author(s): L. Travé-Massuyès (auth.), Jozef Korbicz, Marek Kowal (eds.)
Series: Advances in Intelligent Systems and Computing 230
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2014

Language: English
Pages: 536
Tags: Computational Intelligence; Artificial Intelligence (incl. Robotics)

Front Matter....Pages 1-12
Front Matter....Pages 1-1
Bridges between Diagnosis Theories from Control and AI Perspectives....Pages 3-28
Diagnosis of Actuator Parameter Faults in Wind Turbines Using a Takagi-Sugeno Sliding Mode Observer....Pages 29-40
Takagi-Sugeno Sliding Mode Observer with a Weighted Switching Action and Application to Fault Diagnosis for Wind Turbines....Pages 41-52
Control Reconfiguration for One Class of Takagi-Sugeno Fuzzy SISO Systems....Pages 53-64
Efficient Predictive Fault-Tolerant Control for Non-linear Systems....Pages 65-76
Design of Maximum Power Fuzzy Controller for PV Systems Based on the LMI-Based Stability....Pages 77-88
Design of a Fuzzy System Performing Data Analysis for Pressure Equipment Service Life-Span Estimation....Pages 89-99
Robust Fault Detection Using Zonotope-Based GMDH Neural Network....Pages 101-112
Model Predictive Control of the Two Rotor Aero-Dynamical System Using State Space Neural Networks with Delays....Pages 113-124
Robust $\mathcal{H}_{\infty}$ Sensor Fault Diagnosis with Neural Network....Pages 125-136
Neural Network Simulator’s Application to Reference Performance Determination of Turbine Blading in the Heat-Flow Diagnostics....Pages 137-147
Clustering of Delaminations in Composite Rotors Using Self-Organizing Maps....Pages 149-159
Gender Approach to Multi-Objective Optimization of Detection Systems with Pre-selection of Criteria....Pages 161-174
Importance Discounting as a Technique of Expert Knowledge Incorporation into Diagnostic Decision-Making Process....Pages 175-185
Simulators for Defining of Requirements for Diagnostic Systems....Pages 187-198
Discovering Rules for Production Speed Prediction in Fasteners Manufacturing....Pages 199-209
Front Matter....Pages 211-211
Computer-Aided Diagnosis for Breast Tumor Classification Using Microscopic Images of Fine Needle Biopsy....Pages 213-224
The Role and Use of MicroRNA in Cancer Diagnosis....Pages 225-233
Method of Pattern Detection in Mammographic Images....Pages 235-245
An Automatic Method for Cell Membrane Extraction in Histopathology HER2 Images....Pages 247-258
Front Matter....Pages 211-211
Simulation of Influence of the Exciting Sequence Parameters on Results of Spin Echo Method – Virtual Magnetic Resonance Imaging....Pages 259-266
Stateless Q -Learning Algorithm for Training of Radial Basis Function Based Neural Networks in Medical Data Classification....Pages 267-278
Computer-Aided On-line Seizure Detection Using Stockwell Transform....Pages 279-289
Diagnosis of Obesity with Bioimpedance Method....Pages 291-299
Swarm Intelligence Algorithms for Multi-level Image Thresholding....Pages 301-311
Multimedia Database Techniques for Medical Diagnosis Processes Support....Pages 313-323
Reliability and Error Probability for Multimodal Biometric System....Pages 325-332
A Simulation Model for Emergency Evacuation Time and Low-Cost Improvements of a Hospital Facility Using FlexSim Healthcare: A Case Study....Pages 333-342
Front Matter....Pages 343-343
Diagnostic Requirements in Multi-robot Systems....Pages 345-356
Spatial Uncertainty Assessment in Visual Terrain Perception for a Mobile Robot....Pages 357-368
Vision-Based Convoy Forming for Mobile Robots....Pages 369-377
Cognitive Memory for Intelligent Systems of Decision-Making, Based on Human Psychology....Pages 379-389
A Computer Vision System for Evaluation of High Temperature Corrosion Damages in Steam Boilers....Pages 391-402
Hand Gesture Recognition Using Time-of-Flight Camera and Viewpoint Feature Histogram....Pages 403-414
Front Matter....Pages 415-415
Robust Residual Generator Design for Systems with Distributed Time Delay....Pages 417-428
Fault Residual Functions Make Use of Linear Quadratic Control Performances....Pages 429-440
Multiple Fault Isolation Algorithm Based on Binary Diagnostic Matrix....Pages 441-452
Distributed State Estimation Using a Network of Asynchronous Processing Nodes....Pages 453-462
Transformer Windings Diagnostics with Combined Frequency Response Analysis and Vibroacoustic Methods....Pages 463-474
Structural Diagnostics of Composite Beams Using Optimally Selected Fractional B-spline Wavelets....Pages 475-486
Front Matter....Pages 415-415
Control Allocation Using Reliability Measures for Over-Actuated System....Pages 487-497
Human Factors and Functional Safety Analysis in Designing the Control Rooms of Industrial Hazardous Plants....Pages 499-510
Modeling Discrete-Event Systems with Hard Synchronization Constraints....Pages 511-521
Selection Pressure in the Evolutionary Path Planning Problem....Pages 523-534
Back Matter....Pages 535-536