Artificial Intelligence-Based Energy Management Systems for Smart Microgrids

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Artificial Intelligence-Based Energy Management Systems for Smart Microgrids

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  • 製本 Paperback:紙装版/ペーパーバック版/ページ数 374 p.
  • 言語 ENG
  • 商品コード 9781032268835
  • DDC分類 621.31

Full Description

Modeling and optimization of energy management systems for micro- and mini-grids play an important role in the fields of energy generation dispatch, system operation, protection coordination, power quality issues, and peak demand conflict with grid security. This comprehensive reference text provides an in-depth insight into these topics. This text discusses the use of meta-heuristic and artificial intelligence algorithms for developing energy management systems with energy use prediction for mini- and microgrid systems. It covers important concepts including modeling of microgrid and energy management systems, optimal protection coordination-based microgrid energy management, optimal energy dispatch with energy management systems, and peak demand management with energy management systems.

Key Features:




Presents a comprehensive discussion of mini- and microgrid concepts



Discusses AC and DC microgrid modeling in detail



Covers optimization of mini- and microgrid systems using AI and meta-heuristic techniques



Provides MATLAB®-based simulations on a mini- and microgrid

Comprehensively discussing concepts of microgrids with the help of software-based simulations, this text will be useful as a reference text for graduate students and professionals in the fields of electrical engineering, electronics and communication engineering, renewable energy, and clean technology.

Contents

Chapter 1 Flexibility of Microgrids with Energy Management Systems

Hooman Firoozi, Hosna Khajeh, and Hannu Laaksonen

Chapter 2 Hybrid Particle Swarm Optimization - Artificial Neural Network Algorithm for Energy Management

Kranthi Kumar, Altaf Q. H. Badar, and Sanjeevikumar Padmanabhan

Chapter 3 Community Microgrid Energy Scheduling Based on the Grey Wolf Optimization Algorithm

Md Shafiullah, Md Ershadul Haque, Shorab Hossain, Md. Sanower Hossain, and Md Juel Rana

Chapter 4 Different Optimization Algorithms for Optimal Coordination of Directional Overcurrent Relays

Ahmed Korashy, Salah Kamel, Abdel-Raheem Youssef, and Francisco Jurado

Chapter 5 Microgrids—A Future Perspective

Akhil Gupta, Kamal Kant Sharma, and Gagandeep Kaur

Chapter 6 Control Techniques for the Operation and Power Management of Smart DC Microgrids

Mahesh Kumar

Chapter 7 Analysis and Optimization of a PV-Integrated Rural Distribution Network

P. K. Bhatt, Om Prakash Mahela, and Baseem Khan

Chapter 8 Fuzzy C-Means Clustering and K-NN Regression-Based Protection Scheme for Transmission Lines

Amit Kumar Gangwar and Abdul Gafoor Shaik

Chapter 9 Estimation of Solar Insolation Along with Worldwide Airports Situated on Different Latitude Locations: A Case Study of Rajasthan State, India

Gori Shanakr Sharma, Om Prakash Mahela, Baseem Khan, and Akhil Ranjan Garg

Chapter 10 An Algorithm For Identification of Multiple Power Quality Disturbances

Om Prakash Mahela, Shruti Rathore, Shoyab Ali, and Baseem Khan

Chapter 11 Recognition of Simple Power Quality Disturbances

Using Wavelet Packet-Based Fast Kurtogram and Ruled Decision Tree Algorithm

Om Prakash Mahela, Anup Singh, Sunil Agarwal, and Baseem Khan

Chapter 12 Identification of Transmission Line Faults Using Voltage-Based Stockwell Transform Features and Decision Rules Supported Fault Classification

Om Prakash Mahela, Vishnu Dutt Sharma, Sunil Agarwal, and Baseem Khan

Chapter 13 Algorithm Based on Harmonic Wavelet Transform and Rule-Based Decision Tree for Detection and Classification of Transmission Line Faults

Rajendra Mahla, Neeraj Gupta, and Akhil Ranjan Garg

Chapter 14 A Voltage-Based Algorithm Using the Gabor Wigner Distribution and Rule-Based Decision Tree for the Detection of Transmission Line Faults

Rajendra Mahla, Ravi Kishor Ranjan, Baseem Khan, and Om Prakash Mahela

Chapter 15 Power Quality Estimation and Event Detection in a Distribution System in the Presence of Renewable Energy

Rajkumar Kaushik, Pramod Kumar Bhatt, and Om Prakash Mahela

Chapter 16 Recognition and Categorization of PQ Disturbances Using a Power Quality Index and Mesh Plots

Om Prakash Mahela, Shoyab Ali, Shruti Rathore, Baseem Khan, Krishan Gopal Sharma, and Akhil Ranjan Garg

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