Adaptive stochastic optimization techniques with applications. (2016)

• Record Type: Book
• Further Information: Note: By James A. Momoh.
• Authors: Momoh, James A, 1950-
• Contents: Introduction; Intelligent Systems and Adaptive Dynamic Programming Techniques; Outline; References; Suggested Readings CLASSICAL OPTIMIZATION TECHNIQUES Static Optimization Techniques; Introduction; Definition; Applications of Static Optimization; Constraints and Limitation of Static Optimization Techniques; Solution Techniques; Conclusion; Problem Set; References; Suggested Readings Dynamic Optimization Techniques and Optimal Control; Introduction; Definitions of Dynamic Programming; Dynamic Programming Formulations; Optimal Control; Pontryagin’s Minimum Principle; Illustrative Examples; Conclusions; Problem Set; References; Suggested Readings Decision Analysis Tools; Introduction; Classification of Decision Analysis; Decision Analysis Techniques Based on Probability Methods; Analytical Hierarchical Programming (AHP); Analytical Network Process (ANP); Cost-Benefit Analysis; Risk Assessment Strategy for Decision Support; Game Theory; Illustrative Examples; Conclusion; Problem Set; References; Suggested Readings Intelligent Systems; Introduction; Expert Systems; Fuzzy Logic Systems; Artificial Neural Networks; Genetic Algorithm; Application of Intelligent System to Power System; Illustrative Examples; Conclusion; Problem Set; References; Suggested Readings Evolutionary Programming and Heuristic Optimization; Introduction; Particle Swarm Optimization; Ant Colony Optimization; Genetic Algorithm; Annealing Method; Pareto Multiples Optimization; Tabu Search Optimization Method; Conclusion; References; Suggested Readings Stochastic and Adaptive Dynamic Programming Fundamentals; Overview; Introduction to Stochastic Programming; Stochastic Programming Variants; Definition of ADP; ADP Formulation; Illustrative Examples; Conclusion; Problem Set; References; Suggested Readings APPLICATIONS TO POWER SYSTEMS Introduction to Power System Applications; Overview of Power System Optimization Models; Overview of Power System Applications Optimal Power Flow; Introduction; History of Optimum Power Flow (OPF) Computation; OPF Problem Formulations and Computation; Methods Used in OPF; Cases; Conclusion; Problem Set; References; Suggested Readings Vulnerability Assessment; Introduction; Generalized Model for Vulnerability Assessment; Methods Used in Vulnerability Assessment; Vulnerability Assessment Challenges; Cases; Conclusion; Problem Set; References; Suggested Readings Voltage/VAr; Introduction; History of Voltage/VAr Control; Models and Formulation; Methods Used in Voltage/VAr; Cases; Conclusion; Problem Set; References; Suggested Readings Unit Commitment; Introduction; History of Unit Commitment Optimization; Objective Function; A Simple Merit Order Scheme; Methods for Unit Commitment; Challenges Facing Unit Commitment Optimization; Cases; Conclusion; Problem Set; References; Suggested Readings Control Coordination; Introduction; Control Strategy; Coordinated Control Design; Problem Definition and Formulation; Methods Used in Control Coordination; Cases; Conclusion; Problem Set; References; Suggested Readings Reliability and Reconfiguration; Introduction; Reliability; Reconfiguration; Optimization of Reliability and Reconfiguration; Cases; Conclusion; Problem Set; References; Suggested Readings Smart Grid and Adaptive Dynamic Stochastic Optimization; Introduction; Power Grid Generation Level in Smart Grid; Bulk Power System Automation of Smart Grid at Transmission Level; Distribution System of the Power Grid; End User/Appliance Level of the Smart Grid; Design Smart Grid Using Advanced Optimization and Control Techniques; Applications for Dynamic Stochastic Optimum Power Flow (DSOPF); DSOPF Application to Smart Grid; Computational Challenges for the Development of Smart Grid; Cases; Conclusion; References; Suggested Readings Epilogue; Design of Optimal Future Grid with Different Distributed Energy Resources with the Capability for Sustainability, Economies of Scale, and Resilient to Different Attacks; Storage and Energy Management under Uncertainties; Transmission Challenges and Optimization for Smart Grid; Next-Generation Distribution Grid
• Edition: 1st
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2016
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 621.310151; Electric power systems -- Control -- Mathematics; Mathematical optimization; Stochastic processes
• Languages: English
• ISBNs: 9781439829790
• Notes: Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.