Optimization and Robotic Applications
Clasificación: | Libro Electrónico |
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Autor principal: | |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
New York :
Nova Science Publishers, Incorporated,
2019.
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Colección: | Robotics Research and Technology Ser.
|
Temas: | |
Acceso en línea: | Texto completo |
Tabla de Contenidos:
- Intro
- Contents
- Preface
- Chapter 1
- A Source Seekıng Algorıthm wıth Applıcatıon to a Quadcopter Model
- Abstract
- Introduction
- Search Algorithm
- Determining the Motion Direction on X Axis
- Positive Slope Case
- Negative Slope Case
- Results of the Positive and Negative Slope Case Analyzes
- Termination of the Search Algorithm on X Axis
- Determining the Motion Direction on y Axis
- Application of the Algorithm to a Quadcopter Model
- Quadcopter Model
- Simulation Study
- Conclusion
- References
- Chapter 2
- Activation Functions for Deep Learning in Smart Manufacturing
- Abstract
- Introduction
- Applıcatıons to SM
- Commonly DL Models for SM
- Perceptron
- Simplified Neuron Model
- Deep Feed-Forward Networks (DFF)
- Convolutional Neural Network (CNN)
- Restricted Boltzmann Machine (RBM)
- Auto Encoder (AE)
- Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM)
- Activation Functıons (AFs)
- Linear AF
- Non-Linear AFs
- Sigmoid AF
- Hyperbolic Tangent Function (tanh)
- Rectified Linear Unit Function (ReLU)
- Leaky ReLU
- Exponential Linear Unit (ELU)
- SOFTMAX (Softargmax)
- Scaled exponential Linear Unit (SELU)
- Hard Sigmoid Activation Function
- Softplus Function
- Softsign
- Conclusion
- References
- Chapter 3
- A New Approach to Kaiser and Gaussian Window Based Cosine Modulated Filter Bank Design
- Abstract
- Introduction
- Methods
- Cosine Modulated Filter Banks
- Adjustable Window Functions Used to Design Filter Bank
- Kaiser Window
- Gaussian Window
- Overview of ABC Algorithm
- Proposed Methodology for Designing CMFB
- Simulation Results and Discussion
- Design Example 1
- Design Example 2
- Design Example 3
- Design Example 4
- Conclusion
- References
- Chapter 4
- A Preliminary Study of Regıon of Interest Based Functional Connectivıty Analysıs for Classıfıcatıon of MDD and Healthy Subjects Using Graph Metrıcs
- Abstract
- Introduction
- Methods
- Participants
- Data Acquisition
- Preprocessing
- Building Connectivity Matrices
- Graph Metric Calculation
- Assortativity
- Betweenness Centrality
- Flow Coefficient
- Clustering Coefficient
- Characteristic Path Length
- Global Efficiency
- Modularity
- Transitivity
- Small-Worldness
- Artificial Neural Networks
- Results
- Graph Metrics between Groups
- ANN Performance Evaluation
- Discussion
- Conflict of Interest Statement
- Acknowledgments
- References
- Chapter 5
- Investigation of the Effect of Graphene Oxide and Aluminum Oxide Particles on the Mechanical Properties of Glass/Kevlar/Carbon Fiber Reinforced Epoxy Composites
- Abstract
- Introduction
- Methods
- Materials
- Preparing of Composite Specimens
- Characterization
- Results and Discussion
- Conclusion
- References
- Chapter 6
- Conversion from Conventional Power Distribution Networks to Smart Power Distribution Networks
- Abstract