Stochastic optimization for distributed energy resources in smart grids. ([2017])
- Record Type:
- Book
- Title:
- Stochastic optimization for distributed energy resources in smart grids. ([2017])
- Main Title:
- Stochastic optimization for distributed energy resources in smart grids
- Further Information:
- Note: Yuanxiong Guo, Yuguang Fang, Pramod P. Khargonekar.
- Other Names:
- Guo, Yuanxiong
Fang, Yuguang
Khargonekar, P (Pramod) - Contents:
- Preface; Contents; Acronyms; 1 Hierarchical Architecture for Distributed Energy Resource Management; 1.1 Introduction to DERs; 1.2 Research Challenges for Integrating DERs; 1.3 A Novel Hierarchical Architecture for DER Management; 1.4 Related Work; References; 2 Optimal Energy Management for Smart Homes; 2.1 System Model; 2.1.1 Renewable Energy Generation; 2.1.2 Energy Storage; 2.1.3 Electricity Market; 2.1.4 Control Objective; 2.2 Inelastic Energy Demand; 2.2.1 Relaxed Problem; 2.2.2 Our Proposed Algorithm; 2.2.3 Algorithmic Properties; 2.3 Elastic Energy Demand; 2.3.1 Relaxed Problem. 2.3.2 Delay-Aware Virtual Queue2.3.3 Our Proposed Algorithm; 2.3.4 Algorithmic Properties; 2.4 Performance Evaluation; 2.4.1 Simulation Setup; 2.4.2 Results and Analysis; Appendix; Proof of Theorem 2.1; Proof of Lemma 3.1; Proof of Theorem 2.2; References; 3 Decentralized Coordination of Energy Consumption for Smart Neighborhoods; 3.1 System Model; 3.1.1 Load Serving Entity; 3.1.2 Energy Loads; 3.1.3 Energy Storage; 3.1.4 Renewable Distributed Generation; 3.2 Problem Formulation; 3.3 Online Distributed Algorithm; 3.3.1 Relaxed Problem; 3.3.2 Delay-Aware Virtual Queue. 3.3.3 The Lyapunov Approach3.3.4 Distributed Algorithm; 3.4 Performance Analysis; 3.5 Performance Evaluation; 3.5.1 Simulation Setup; 3.5.2 Results and Analysis; Appendix; The Worst-case Delay for Buffered Elastic Loads; References; 4 Risk-Constrained Optimal Energy Management for SmartMicrogrids; 4.1 System Model; 4.1.1Preface; Contents; Acronyms; 1 Hierarchical Architecture for Distributed Energy Resource Management; 1.1 Introduction to DERs; 1.2 Research Challenges for Integrating DERs; 1.3 A Novel Hierarchical Architecture for DER Management; 1.4 Related Work; References; 2 Optimal Energy Management for Smart Homes; 2.1 System Model; 2.1.1 Renewable Energy Generation; 2.1.2 Energy Storage; 2.1.3 Electricity Market; 2.1.4 Control Objective; 2.2 Inelastic Energy Demand; 2.2.1 Relaxed Problem; 2.2.2 Our Proposed Algorithm; 2.2.3 Algorithmic Properties; 2.3 Elastic Energy Demand; 2.3.1 Relaxed Problem. 2.3.2 Delay-Aware Virtual Queue2.3.3 Our Proposed Algorithm; 2.3.4 Algorithmic Properties; 2.4 Performance Evaluation; 2.4.1 Simulation Setup; 2.4.2 Results and Analysis; Appendix; Proof of Theorem 2.1; Proof of Lemma 3.1; Proof of Theorem 2.2; References; 3 Decentralized Coordination of Energy Consumption for Smart Neighborhoods; 3.1 System Model; 3.1.1 Load Serving Entity; 3.1.2 Energy Loads; 3.1.3 Energy Storage; 3.1.4 Renewable Distributed Generation; 3.2 Problem Formulation; 3.3 Online Distributed Algorithm; 3.3.1 Relaxed Problem; 3.3.2 Delay-Aware Virtual Queue. 3.3.3 The Lyapunov Approach3.3.4 Distributed Algorithm; 3.4 Performance Analysis; 3.5 Performance Evaluation; 3.5.1 Simulation Setup; 3.5.2 Results and Analysis; Appendix; The Worst-case Delay for Buffered Elastic Loads; References; 4 Risk-Constrained Optimal Energy Management for SmartMicrogrids; 4.1 System Model; 4.1.1 Combined Heat and Power; 4.1.2 Deferrable Load; 4.1.3 Electrical and Thermal Storage; 4.1.4 Heat Supply and Balance; 4.1.4.1 Linearized Power Flow Equations; 4.1.4.2 Network Constraints; 4.1.5 Electricity Market; 4.2 Problem Formulation; 4.2.1 Conditional Value at Risk. 4.2.2 Objective Function4.3 Solution Approach; 4.4 Case Study; 4.4.1 Numerical Settings; 4.4.2 Simulation Results; 4.4.2.1 Stochastic Approach Versus Deterministic Approach; 4.4.2.2 Expected Operating Cost and CVaR; 4.4.2.3 Voltage Regulation Tests; 4.4.2.4 Sensitivity Analysis; References; 5 Conclusion; 5.1 Concluding Remarks; 5.2 Future Work. … (more)
- Publisher Details:
- Cham, Switzerland : Springer
- Publication Date:
- 2017
- Extent:
- 1 online resource
- Subjects:
- 004.6
Computer science
Computer networks
Smart power grids
Power resources -- Management
Computer engineering
COMPUTERS -- Computer Literacy
COMPUTERS -- Computer Science
COMPUTERS -- Data Processing
COMPUTERS -- Hardware -- General
COMPUTERS -- Information Technology
COMPUTERS -- Machine Theory
COMPUTERS -- Reference
COMPUTERS -- Networking -- General
Computer engineering
Computer networks
Power resources -- Management
Smart power grids
Computer Science
Computer Communication Networks
Communications Engineering, Networks
Technology & Engineering -- Telecommunications
Communications engineering / telecommunications
Computer Communication Networks
Telecommunication
Computers -- Hardware -- Network Hardware
Network hardware
Electronic books - Languages:
- English
- ISBNs:
- 9783319595290
3319595296 - Related ISBNs:
- 9783319595283
3319595288 - Notes:
- Note: Includes bibliographical references.
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