Anmerkung: Intro -- Preface -- Organization -- Contents -- Intelligent Control -- A Novel T-S Fuzzy Model Based Adaptive Synchronization Control Scheme for Nonlinear Large-Scale Systems with Uncertainties and Time-Delay -- 1 Introduction -- 2 Background and Preliminaries -- 2.1 Nonlinear Large-Scale Systems with Uncertainties and Time-Delay via T-S Fuzzy Model -- 2.2 Mathematical Preliminaries -- 3 Fuzzy Adaptive Synchronization for a Nonlinear Large-Scale System with Uncertainties and Time-Delay -- 4 Numerical Simulation -- 5 Conclusion -- References -- Finite-Time Control for Markov Jump Systems with Partly Known Transition Probabilities and Time- Varying Polytopic Uncertainties -- 1 Introduction -- 2 Problem Statement and Preliminaries -- 3 Main Result -- 4 Illustrative Example -- 5 Conclusion -- References -- Hybrid Function Projective Synchronization of Unknown Cohen-Grossberg Neural Networks with Time Delays and Noise Perturbation -- 1 Introduction -- 2 Model Description and Preliminaries -- 3 Main Results -- 4 Illustrative Examples -- 5 Conclusions -- References -- Neural Dynamic Surface Control for Three-Phase PWM Voltage Source Rectifier -- 1 Introduction -- 2 Dynamic Model of the Rrectifier Under Study -- 3 NDSC for PWM Rectifier -- 3.1 Controller Design -- 3.2 Stability Analysis -- 4 Simulation Results and Analysis -- 5 Conclusions -- References -- A Terminal-Sliding-Mode-Based Frequency Regulation -- 1 Introduction -- 2 System Configuration -- 2.1 Load Frequency Control System -- 2.2 Simplified Wind Turbine Model -- 2.3 Analysis about Nonlinearities -- 3 Control Design -- 3.1 Design of Terminal Reaching Law based Sliding Mode Control -- 3.2 Design of Radial Basis Function (RBF) Neural Networks -- 3.3 Stability Analysis -- 4 Simulation Results -- 5 Conclusions -- References. , A New Discrete-Time Iterative Adaptive Dynamic Programming Algorithm Based on Q-Learning -- 1 Introduction -- 2 Problem Formulation -- 3 Discrete-Time Policy Iteration ADP Algorithm Based on Q-Learning -- 3.1 Derivation of the Discrete-Time Policy Iteration ADP Algorithm Based on Q-Learning -- 3.2 Properties of the Policy Iteration Based Deterministic Q-Learning Algorithm -- 4 Simulation Study -- 5 Conclusions -- References -- Adaptive Neural Network Control for a Class of Stochastic Nonlinear Strict-Feedback Systems -- 1 Introduction -- 2 Preliminaries and Problem Formulation -- 3 Controller Design -- 4 Stability Analysis -- 5 Simulation Example -- 6 Conclusion -- References -- Event-Triggered H∞ Control for Continuous-Time Nonlinear System -- 1 Introduction -- 2 Problem Statement -- 3 Event-Triggered Optimal Controller Design -- 4 Online Neuro-Optimal Control Scheme -- 5 Simulation -- 6 Conclusion -- References -- Adaptive Control of a Class of Nonlinear Systems with Parameterized Unknown Dynamics -- 1 Introduction -- 2 Problem Formulation -- 3 Main Result -- 3.1 Adaptive Controller Design -- 3.2 Stability Analysis -- 4 Illustrative Example -- 5 Conclusions -- References -- H∞ Control Synthesis for Linear Parabolic PDE Systems with Model-Free Policy Iteration -- 1 Introduction -- 2 Problem Description -- 3 Model-Free PI Method for H∞ Control Design -- 3.1 Finite-Dimensional Problem Reformulation -- 3.2 Model-Free PI Method -- 3.3 Implementation -- 4 Simulation Studies -- 5 Conclusions -- References -- Exponential Synchronization of Complex Delayed Dynamical Networks with Uncertain Parameters via Intermittent Control -- 1 Introduction -- 2 Model and Preliminaries -- 3 Main Result -- 4 Numerical Example -- 5 Conclusions -- References -- Inverse-Free Scheme of G1 Type to Velocity-Level Inverse Kinematics of Redundant Robot Manipulators. , 1 Introduction -- 2 Inverse Scheme Formulation -- 3 G1 Type Scheme Formulation -- 4 Simulations -- 4.1 Square Path Tracking -- 4.2 ``Z'' Path Tracking -- 5 Physical Experiment -- 6 Conclusion -- References -- Design of Fuzzy-Neural-Network-Inherited Backstepping Control for Unmanned Underwater Vehicle -- 1 Introduction -- 2 UUV Dynamic Model -- 3 Trajectory Tracking Controller -- 3.1 Backstepping Control -- 3.2 Fuzzy-Neural-Network-Inherited Backstepping Control -- 4 Simulation Studies -- 5 Conclusion -- References -- Neurodynamics Analsysis -- A New Sampled-Data State Estimator for Neural Networks of Neutral-Type with Time-Varying Delays -- 1 Introduction -- 2 Problem Formulation -- 3 Main Results -- 4 Simulation Example -- 5 Conclusions -- References -- Exponential Lag Synchronization for Delayed Cohen-Grossberg Neural Networks with Discontinuous Activations -- 1 Introduction and Preliminaries -- 2 Main Results -- 3 Numerical Simulations -- 4 Conclusion -- References -- Mean Square Exponential Stability of Stochastic Delayed Static Neural Networks with Markovian Switching -- 1 Introduction -- 2 Mathematical Model and Problem Formulation -- 3 Mean Square Exponential Stability Criterion -- 4 Conclusion -- References -- Robust Multistability and Multiperiodicity of Neural Networks with Time Delays -- 1 Introduction -- 2 Main Results -- 3 Conclusions -- References -- Memristor -- A Novel Four-Dimensional Memristive Hyperchaotic System with Its Analog Circuit Implementation -- 1 Introduction -- 2 The Memristor as Nonlinear Part in a Hyperchaotic System -- 2.1 A New Memristor Hyperchaotic System -- 2.2 Hyperchaotic Attractors Incorporating with a Memristor -- 2.3 Dynamical Behaviors of the System -- 3 Analog Implementation of Memristive Hyperchaotic Attractor -- 4 Conclusion -- References -- Memristor Crossbar Array for Image Storing -- 1 Introduction. , 2 Memristor Crossbar Array for Image Overlay -- 3 Simulation on the Image Storing -- 4 Conclusions -- References -- Lagrange Stability for Memristor-Based Neura lNetworks with Time-Varying Delayvia Matrix Measure -- 1 Introduction -- 2 Problem Formulation and Preliminaries -- 3 Main Results -- 4 Examples -- 5 Conclusion -- References -- Multistability of Memristive Neural Networks with Non-monotonic Piecewise Linear Activation Functions -- 1 Introduction -- 2 Model Description and Preliminaries -- 2.1 Model -- 2.2 Notations -- 2.3 Properties and Definitions -- 3 Main Results -- 4 Conclusions -- References -- Global Exponential Anti-synchronization of Coupled Memristive Chaotic Neural Networks with Time-Varying Delays -- 1 Introduction -- 2 Problem Formulation -- 3 Preliminaries -- 4 Main Results -- 5 Illustrative Example -- 6 Conclusions -- References -- Computer Vision -- Representative Video Action Discovery Using Interactive Non-negative Matrix Factorization -- 1 Introduction -- 2 Video Representation -- 3 Non-negative Matrix Factorization for Video Action Discovery -- 3.1 Basic Non-negative Matrix Factorization -- 3.2 Interactive Non-negative Matrix Factorization -- 3.3 Optimization Method -- 4 Performance Evaluation -- 4.1 Dataset -- 4.2 Operation Process -- 4.3 Performance Evaluation on the Interactive Interaction -- 5 Conclusion and Future Work -- References -- Image Retrieval Based on Texture Direction Feature and Online Feature Selection -- 1 Introduction -- 2 Texture Direction Feature -- 3 Online Feature Selection -- 4 Experimental Results -- 4.1 Experimental Dataset -- 4.2 Recall versus Precision -- 4.3 ARR and ANMRR -- 5 Conclusions -- References -- Interlinked Convolutional Neural Networksfor Face Parsing -- Abstract -- Keywords -- 1 Introduction -- 2 iCNN -- 2.1 Convolutional Layers -- 2.2 Interlinking Layers -- 2.3 Output Integration. , 2.4 Output Layer -- 2.5 Training -- 2.6 Parameter Setting -- 3 Face Parsing with iCNNs -- 3.1 Stage 1: Facial Parts Localization -- 3.2 Stage 2: Fine Labeling -- 4 Experiments -- 4.1 Dataset -- 4.2 Training and Testing -- 4.3 Results -- 5 Concluding Remarks -- Acknowledgement -- References -- Image Tag Completion by Local Learning -- 1 Introduction -- 2 Proposed Method -- 3 Experiments -- 3.1 Setup -- 3.2 Results -- 4 Conclusion and Future Works -- References -- Haarlike Feature Revisited: Fast Human Detection Based on Multiple Channel Maps -- 1 Introduction -- 2 Related Works -- 2.1 Multiple Channel Maps -- 2.2 Haarlike Feature (HF) -- 3 Statistical Haarlike Feature (SHF) -- 4 Experiments -- 4.1 Experiment Setting -- 4.2 Comparison with HF and SHF -- 4.3 Comparisons with State-of-the-Arts Algorithms -- 4.4 Runtime Comparison -- 5 Conclusion -- References -- Wood Surface Quality Detection and Classification Using Gray Level and Texture Features -- 1 Introduction -- 2 Feature Extraction -- 2.1 Gray Level Histogram Features -- 2.2 Texture Features -- 3 Half Circle GLCM Template -- 4 Experimental Setup -- 5 Experiment Result -- 5.1 Calculate GLCM -- 5.2 Classification Accuracy of Different Features -- 5.3 Influence of GLCM Distance -- 5.4 Influence of GLCM Template -- 5.5 GLCM Run Time -- 6 Conclusion -- References -- Aerial Scene Classification with Convolutional Neural Networks -- 1 Introduction -- 2 Brief Introduction on CNN -- 3 CNN-Based Geographic Image Classification -- 3.1 Classification Without CNN Retraining -- 3.2 Classification with CNN Retraining -- 4 Experiment Results -- 5 Conclusion -- References -- Signal Processing -- A New Method for Image Quantization Based on Adaptive Region Related Heterogeneous PCNN -- 1 Introduction -- 2 Heterogeneous PCNN Properties and Application -- 2.1 Heterogeneous Neural Network -- 2.2 Basic PCNN Model. , 2.3 Heterogeneous PCNN and the Relation with HVS.