UID:
almahu_9948197984202882
Format:
1 online resource
Edition:
Second edition.
ISBN:
9781118527443
,
1118527445
,
9781118527450
,
1118527453
,
9781118527467
,
1118527461
,
9781118527412
,
1118527410
,
1299189873
,
9781299189874
Content:
"This book introduces Dynamic-system Simulation with a main emphasis on OPEN DESIRE and DESIRE software. The book includes eight comprehensive chapters amounting to approximately 250 pages, as well as includes three appendices housing information on Radial-basis-function, Fuzzy-basis-function Networks, and CLEARN Algorithm. In addition, a CD will be packaged with each book, containing complete binary OPEN DESIRE modeling/simulation program packages for personal-computer LINUX and MS Windows, DESIRE examples, source code and a comprehensive, indexed reference manual. The second edition offers a complete update of all material, boasting two completely new chapters on fast simulation of neural networks"--
Content:
"This book introduces Dynamic-system Simulation with a main emphasis on OPEN DESIRE and DESIRE software"--
Note:
Dynamic-System Models And Simulation --
,
Simulation Is Experimentation With Models --
,
Simulation and Computer Programs --
,
Dynamic-System Models --
,
Difference-Equation Models --
,
Differential-Equation Models --
,
Discussion --
,
Experiment Protocols Define Simulation Studies --
,
Simulation Software --
,
Fast Simulation Program for Interactive Modeling --
,
Anatomy Of A Simulation Run --
,
Dynamic-System Time Histories Are Sampled Periodically --
,
Numerical Integration --
,
Euler Integration --
,
Improved Integration Rules --
,
Sampling Times and Integration Steps --
,
Sorting Defined-Variable Assignments --
,
Simple Application Programs --
,
Oscillators and Computer Displays --
,
Linear Oscillator --
,
Nonlinear Oscillator: Duffing's Differential Equation --
,
Space-Vehicle Orbit Simulation with Variable-Step Integration --
,
Population-Dynamics Model --
,
Splicing Multiple Simulation Runs: Billiard-Ball Simulation --
,
Inroduction To Control-System Simulation --
,
Electrical Servomechanism with Motor-Field Delay and Saturation --
,
Control-System Frequency Response --
,
Simulation of a Simple Guided Missile --
,
Guided Torpedo --
,
Complete Torpedo-Simulation Program --
,
Stop And Look --
,
Simulation in the Real World: A Word of Caution --
,
References --
,
Models With Difference Equations, Limiters, And Switches --
,
Sampled-Data Systems And Difference Equations --
,
Sampled-Data Difference-Equation Systems --
,
Introduction --
,
Difference Equations --
,
Minefield of Possible Errors --
,
Solving Systems of First-Order Difference Equations --
,
General Difference-Equation Model --
,
Simple Recurrence Relations --
,
Models Combining Differential Equations and Sampled-Data Operations --
,
Simple Example --
,
Initializing and Resetting Sampled-Data Variables --
,
Two Mixed Continuous/Sampled-Data Systems --
,
Guided Torpedo with Digital Control --
,
Simulation of a Plant with a Digital PID Controller --
,
Dynamic-System Models With Limiters And Switches --
,
Limiters, Switches, and Comparators --
,
Limiter Functions --
,
Switching Functions and Comparators --
,
Integration of Switch and Limiter Outputs, Event Prediction, and Display Problems --
,
Using Sampled-Data Assignments --
,
Using the step Operator and Heuristic Integration-Step Control --
,
Example: Simulation of a Bang-Bang Servomechanism --
,
Limiters, Absolute Values, and Maximum/Minimum Selection --
,
Output-Limited Integration --
,
Modeling Signal Quantization --
,
Efficient Device Models Using Recursive Assignments --
,
Recursive Switching and Limiter Operations --
,
Track/Hold Simulation --
,
Maximum-Value and Minimum-Value Holding --
,
Simple Backlash and Hysteresis Models --
,
Comparator with Hysteresis (Schmitt Trigger) --
,
Signal Generators and Signal Modulation --
,
References --
,
Fast Vector-Matrix Operations And Submodels --
,
Arrays, Vectors, And Matrices --
,
Arrays and Subscripted Variables --
,
Improved Modeling --
,
Array Declarations, Vectors, and Matrices --
,
State-Variable Declarations --
,
Vector and Matrices in Experiment Protocols --
,
Time-History Arrays --
,
Vectors And Model Replication --
,
Vector Operations in DYNAMIC Program Segments: The Vectorizing Compiler --
,
Vector Assignments and Vector Expressions --
,
Vector Differential Equations --
,
Vector Sampled-Data Assignments and Difference Equations --
,
Matrix-Vector Products in Vector Expressions --
,
Definition --
,
Simple Example: Resonating Oscillators --
,
Index-Shift Operation --
,
Definition --
,
Preview of Significant Applications --
,
Sorting Vector and Subscripted-Variable Assignments --
,
Replication of Dynamic-System Models --
,
More Vector Operations --
,
Sums, DOT Products, and Vector Norms --
,
Sums and DOT Products --
,
Euclidean, Taxicab, and Hamming Norms --
,
Maximum/Minimum Selection and Masking --
,
Maximum/Minimum Selection --
,
Masking Vector Expressions --
,
Vector Equivalence Declarations Simplify Models --
,
Subvectors --
,
Matrix-Vector Equivalence --
,
Matrix Operations In Dynamic-System Models --
,
Simple Matrix Assignments --
,
Two-Dimensional Model Replication --
,
Matrix Expressions and DOT Products --
,
Matrix Differential Equations --
,
Matrix Difference Equations --
,
Vectors In Physics And Control-System Problems --
,
Vectors in Physics Problems --
,
Vector Model of a Nuclear Reactor --
,
Linear Transformations and Rotation Matrices --
,
State-Equation Models of Linear Control Systems --
,
User-Defined Functions And Submodels --
,
Introduction --
,
User-Defined Functions --
,
Submodel Declaration and Invocation --
,
Dealing with Sampled-Data Assignments, Limiters, and Switches --
,
References --
,
Efficient Parameter-Influence Studies And Statistics Computation --
,
Model Replication Simplifies Parameter-Influence Studies --
,
Exploring the Effects of Parameter Changes --
,
Repeated Simulation Runs Versus Model Replication --
,
Simple Repeated-Run Study --
,
Model Replication (Vectorization) --
,
Programming Parameter-Influence Studies --
,
Measures of System Performance --
,
Program Design --
,
Two-Dimensional Model Replication --
,
Cross-Plotting Results --
,
Maximum/Minimum Selection --
,
Iterative Parameter Optimization --
,
Statistics --
,
Random Data and Statistics --
,
Sample Averages and Statistical Relative Frequencies --
,
Computing Statistics By Vector Averaging --
,
Fast Computation of Sample Averages --
,
Fast Probability Estimation --
,
Fast Probability-Density Estimation --
,
Simple Probability-Density Estimate --
,
Triangle and Parzen Windows --
,
Computation and Display of Parzen-Window Estimates --
,
Sample-Range Estimation --
,
Replicated Averages Generate Sampling Distributions --
,
Computing Statistics by Time Averaging --
,
Sample Replication and Sampling-Distribution Statistics --
,
Introduction --
,
Demonstrations of Empirical Laws of Large Numbers --
,
Counterexample: Fat-Tailed Distribution --
,
Random-Process Simulation --
,
Random Processes and Monte Carlo Simulation --
,
Modeling Random Parameters and Random Initial Values --
,
Sampled-Data Random Processes --
,
"Continuous" Random Processes --
,
Modeling Continuous Noise --
,
Continuous Time Averaging --
,
Correlation Functions and Spectral Densities --
,
Problems with Simulated Noise --
,
Simple Monte Carlo Experiments --
,
Introduction --
,
Gambling Returns --
,
Vectorized Monte Carlo Study of a Continuous Random Walk --
,
References --
,
5
,
Monte Carlo Simulation Of Real Dynamic Systems --
,
Introduction --
,
Survey --
,
Repeated-Run Monte Carlo Simulation --
,
End-of-Run Statistics for Repeated Simulation Runs --
,
Example: Effects of Gun-Elevation Errors on a 1776 Cannnonball Trajectory --
,
Sequential Monte Carlo Simulation --
,
Vectorized Monte Carlo Simulation --
,
Vectorized Monte Carlo Simulation of the 1776 Cannon Shot --
,
Combined Vectorized and Repeated-Run Monte Carlo Simulation --
,
Interactive Monte Carlo Simulation: Computing Runtime Histories of Statistics with DYNAMIC-Segment DOT Operations --
,
Example: Torpedo Trajectory Dispersion --
,
Simulation Of Noisy Control Systems --
,
Monte Carlo Simulation of a Nonlinear Servomechanism: A Noise-Input Test --
,
Monte Carlo Study of Control-System Errors Caused by Noise --
,
Additional Topics --
,
Monte Carlo Optimization --
,
Convenient Heuristic Method for Testing Pseudorandom Noise --
,
Alternative to Monte Carlo Simulation --
,
Introduction --
,
Dynamic Systems with Random Perturbations --
,
Mean-Square Errors in Linearized Systems --
,
References --
,
Vector Models Of Neural Networks --
,
Artificial Neural Networks --
,
Introduction --
,
Artificial Neural Networks --
,
Static Neural Networks: Training, Validation, and Applications --
,
Dynamic Neural Networks --
,
Simple Vector Assignments Model Neuron Layers --
,
Neuron-Layer Declarations and Neuron Operations --
,
Neuron-Layer Concatenation Simplifies Bias Inputs --
,
Normalizing and Contrast-Enhancing Layers --
,
Pattern Normalization --
,
Contrast Enhancement: Softmax and Thresholding --
,
Multilayer Networks --
,
Exercising a Neural-Network Model --
,
Computing Successive Neuron-Layer Outputs --
,
Input from Pattern-Row Matrices --
,
Input from Text Files and Spreadsheets --
,
SUPERVISED TRAINING FOR REGRESSION --
,
Mean-Square Regression --
,
Problem Statement --
,
Linear Mean-Square Regression and the Delta Rule --
,
Nonlinear Neuron Layers and Activation-Function Derivatives --
,
Error-Measure Display --
,
Backpropagation Networks --
,
Generalized Delta Rule --
,
Momentum Learning --
,
Simple Example --
,
Classical XOR Problem and Other Examples --
,
More Neural-Network Models --
,
Functional-Link Networks --
,
Radial-Basis-Function Networks --
,
Basis-Function Expansion and Linear Optimization --
,
Radial Basis Functions --
,
Neural-Network Submodels.
,
Pattern Classification --
,
Introduction --
,
Classifier Input from Files --
,
Classifier Networks --
,
Simple Linear Classifiers --
,
Softmax Classifiers --
,
Backpropagation Classifiers --
,
Functional-Link Classifiers --
,
Other Classsifiers --
,
Examples --
,
Classification Using an Empirical Database: Fisher's Iris Problem --
,
Image-Pattern Recognition and Associative Memory --
,
Pattern Simplification --
,
Pattern Centering --
,
Feature Reduction --
,
Bottleneck Layers and Encoders --
,
Principal Components --
,
Network-Training Problems --
,
Learning-Rate Adjustment --
,
Overfitting and Generalization --
,
Introduction --
,
Adding Noise --
,
Early Stopping --
,
Regularization --
,
Beyond Simple Gradient Descent --
,
Unsupervised Competitive-Layer Classifiers --
,
Template-Pattern Matching and the CLEARN Operation --
,
Template Patterns and Template Matrix --
,
Matching Known Template Patterns --
,
Template-Pattern Training --
,
Correlation Training --
,
Learning with Conscience --
,
Competitive-Learning Experiments --
,
Pattern Classification --
,
Vector Quantization --
,
Simplified Adaptive-Resonance Emulation --
,
Supervised Competitive Learning --
,
LVQ Algorithm for Two-Way Classification --
,
Counterpropagation Networks --
,
Examples Of Clearn Classifiers --
,
Recognition of Known Patterns --
,
Image Recognition --
,
Fast Solution of the Spiral Benchmark Problem --
,
Learning Unknown Patterns --
,
References --
,
Dynamic Neural Networks --
,
Introduction --
,
Dynamic Versus Static Neural Networks --
,
Applications of Dynamic Neural Networks --
,
Simulations Combining Neural Networks and Differential-Equation Models --
,
Neural Networks With Delay-Line Input --
,
Introduction --
,
Delay-Line Model --
,
Delay-Line-Input Networks --
,
Linear Combiners --
,
One-Layer Nonlinear Network --
,
Functional-Link Network --
,
Backpropagation Network with Delay-Line Input --
,
Using Gamma Delay Lines --
,
Static Neural Networks Used As Dynamic Networks --
,
Introduction --
,
Simple Backpropagation Networks --
,
Recurrent Neural Networks --
,
Layer-Feedback Networks --
,
Simplified Recurrent-Network Models Combine Context and Input Layers --
,
Conventional Model of a Jordan Network --
,
Simplified Jordan-Network Model --
,
Simplified Models for Other Feedback Networks --
,
Neural Networks with Feedback Delay Lines --
,
Delay-Line Feedback --
,
Neural Networks with Both Input and Feedback Delay Lines --
,
Teacher Forcing --
,
Predictor Networks --
,
Off-Line Predictor Training --
,
Off-Line Prediction Using Stored Time Series --
,
Off-Line Training System for Online Predictors --
,
Example: Simple Linear Predictor --
,
Online Trainng for True Online Prediction --
,
Chaotic Time Series for Prediction Experiments --
,
Gallery of Predictor Networks --
,
Other Applications Of Dynamic Networks --
,
Temporal-Pattern Recognition: Regression and Classification --
,
Model Matching --
,
Introduction --
,
Example: Program for Matching Narendra's Plant Model --
,
Miscellaneous Topics --
,
Biological-Network Software --
,
References --
,
More Appications Of Vector Models --
,
Vectorized Simulation With Logarithmic Plots --
,
EUROSIM No. 1 Benchmark Problem --
,
Vectorized Simulation with Logarithmic Plots --
,
Modeling Fuzzy-Logic Function Generators --
,
Rule Tables Specify Heuristic Functions --
,
Fuzzy-Set Logic --
,
Fuzzy Sets and Membership Functions --
,
Fuzzy Intersections and Unions --
,
Joint Membership Functions --
,
Normalized Fuzzy-Set Partitions --
,
Fuzzy-Set Rule Tables and Function Generators --
,
Simplified Function Generation with Fuzzy Basis Functions --
,
Vector Models of Fuzzy-Set Partitions --
,
Gaussian Bumps: Effects of Normalization --
,
Triangle Functions --
,
Smooth Fuzzy-Basis Functions --
,
Vector Models for Multidimensional Fuzzy-Set Partitions --
,
Example: Fuzzy-Logic Control of a Servomechanism --
,
Problem Statement --
,
Experiment Protocol and Rule Table --
,
DYNAMIC Program Segment and Results --
,
Partial Differential Equations --
,
Method of Lines --
,
Vectorized Method of Lines --
,
Introduction --
,
Using Differentiation Operators --
,
Numerical Problems --
,
Heat-Conduction Equation in Cylindrical Coordinates --
,
Generalizations --
,
Simple Heat-Exchanger Model --
,
Fourier Analysis And Linear-System Dynamics --
,
Introduction --
,
Function-Table Lookup and Interpolation --
,
Fast-Fourier-Transform Operations --
,
Impulse and Freqency Response of a Linear Servomechanism --
,
Compact Vector Models of Linear Dynamic Systems --
,
Using the Index-Shift Operation with Analog Integration --
,
Linear Sampled-Data Systems --
,
Example: Digital Comb Filter --
,
Replication Of Agroecological Models On Map Grids --
,
Geographical Information System --
,
Modeling the Evolution of Landscape Features --
,
Matrix Operations on a Map Grid --
,
References --
,
APPENDIX: ADDITIONAL REFERENCE MATERIAL --
,
Example of a Radial-Basis-Function Network --
,
Fuzzy-Basis-Function Network.
,
English.
Additional Edition:
Print version: Korn, Granino A. (Granino Arthur), 1922- Advanced dynamic-system simulation. Hoboken, New Jersey : John Wiley & Sons Inc., [2012] ISBN 9781118397350
Language:
English
Keywords:
Electronic books.
;
Electronic books.
;
Electronic books.
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Electronic books.
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Electronic books.
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Electronic books.
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781118527412
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781118527412
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781118527412
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