Metaheuristic and Evolutionary Computation: Algorithms and Applications

✍ Scribed by Hasmat Malik, Atif Iqbal, Puneet Joshi, Sanjay Agrawal, Farhad Ilahi Bakhsh

• Publisher: Springer Singapore;Springer
• Year: 2021
• Tongue: English
• Leaves: 830
• Series: Studies in Computational Intelligence 916
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book addresses the principles and applications of metaheuristic approaches in engineering and related fields. The first part covers metaheuristics tools and techniques such as ant colony optimization and Tabu search, and their applications to several classes of optimization problems. In turn, the book’s second part focuses on a wide variety of metaheuristics applications in engineering and/or the applied sciences, e.g. in smart grids and renewable energy. In addition, the simulation codes for the problems discussed are included in an appendix for ready reference.

Intended for researchers aspiring to learn and apply metaheuristic techniques, and gathering contributions by prominent experts in the field, the book offers readers an essential introduction to metaheuristics, its theoretical aspects and applications.

✦ Table of Contents

Front Matter ....Pages i-xxix
Front Matter ....Pages 1-1
Introduction: Optimization and Metaheuristics Algorithms (Padam Singh, Sushil Kumar Choudhary)....Pages 3-33
Metaheuristics Paradigms for Renewable Energy Systems: Advances in Optimization Algorithms (Ahmad Faiz Minai, Hasmat Malik)....Pages 35-61
Tackling Power Quality Issues Using Metaheuristics (Peeyush Kala, Puneet Joshi, Medha Joshi, Sanjay Agarwal, Lokesh K. Yadav)....Pages 63-85
Meta-Heuristic Application in Suppression of Noise (Rohun Nisa, Asifa Baba)....Pages 87-106
A Review on Genetic Algorithm and Its Application in Power System Engineering (Vimal Singh Bisht, Navneet Joshi, Govind Singh Jethi, Abhijit Singh Bhakuni)....Pages 107-130
Different Variants of Particle Swarm Optimization Algorithms and Its Application: A Review (Ayush Mittal, Amruta Pattnaik, Anuradha Tomar)....Pages 131-163
Applications of Metaheuristics in Power Electronics (Peeyush Kala, Puneet Joshi, Medha Joshi, Sanjay Agarwal, Lokesh K. Yadav)....Pages 165-176
Cuckoo Search Algorithm: A Review of Recent Variants and Engineering Applications (Abhinav Sharma, Abhishek Sharma, Vinay Chowdary, Aayush Srivastava, Puneet Joshi)....Pages 177-194
Energy Management System for Hybrid Energy System: Renewable Integration, Modeling and Optimization, Control Aspects and Conceptual Framework (Geeta Kumari, Akanksha Sharma, H. P. Singh, R. K. Viral, S. K. Sinha, Naqui Anwer)....Pages 195-206
Recent Advances and Application of Metaheuristic Algorithms: A Survey (2014–2020) (Neha Khanduja, Bharat Bhushan)....Pages 207-228
Introduction to Renewable Energy Market and Metaheuristic Algorithms for Condition Monitoring of Photovoltaic Parameter Estimation (Pradeep Kumar)....Pages 229-250
Front Matter ....Pages 251-251
Applications of Meta-heuristics in Renewable Energy Systems (Manoj Kumawat, Nitin Gupta, Naveen Jain, Vivek Shrivastava, Gulshan Sharma)....Pages 253-282
Data-Driven Occupancy Detection Hybrid Model Using Particle Swarm Optimization Based Artificial Neural Network (Nuzhat Fatema, Hasmat Malik)....Pages 283-297
A Maiden Application of Competitive Swarm Optimizer for Solution of Economic Load Dispatch with Parameter Estimation (Abhishek Rajan, Abhay Sahu, Debashish Deka, Tanmoy Malakar)....Pages 299-335
Optimal Controller Parameter Tuning of PSS Using Sine-Cosine Algorithm (Ramesh Devarapalli, Biplab Bhattacharyya)....Pages 337-360
Application of Multi-objective Hybrid DE-PSO Optimization Technique for Network Congestion Management Through Distributed Energy Storage System (Divya Asija, Pallavi Choudekar)....Pages 361-385
Optimization Solutions Using Particle Swarm Optimization in Power Systems (Bartosz Tarakan, Marcin Sarnicki, Patrick D. Strankowski)....Pages 387-436
Switching Angles Computations Using PSO in Selective Harmonics Minimization PWM (Salman Ahmad, Atif Iqbal)....Pages 437-461
ACO with Heuristic Desirability for Web Page Positioning Problem (Harpreet Singh, Parminder Kaur)....Pages 463-475
Generating Functions of (p, q)-Analogue of I-Function Satisfying Truesdell’s Ascending and Descending (F_{p,q})-Equation (Altaf Ahmad Bhat, Fozia S. Qazi, D. K. Jain)....Pages 477-489
Traffic Signal Control to Optimize Run Time for Energy Saving: A Smart City Paradigm (Tarkeshwar Mahto, Hasmat Malik)....Pages 491-497
Analysis of Lead-Acid and Lithium-Ion Batteries as Energy Storage Technologies for the Grid-Connected Microgrid Using Dispatch Control Algorithm (Mohd Alam, Kuldeep Kumar, Viresh Dutta)....Pages 499-515
Novel Application of Grid Search Algorithm for Optimization of Photovoltaic-Wind-Diesel Hybrid Systems with and Without Tracking Systems for Power Generation (Amit Kumar Yadav)....Pages 517-527
Comparison of Meta-heuristic with Evolutionary and Local Search Methods for Feature Selection (Ankita Bansal, Abha Jain)....Pages 529-554
Low Computational Artificial Intelligence Genetic Algorithm Assisted SLM PAPR Reduction Technique for Upcoming 5G Based Smart Hospital (Arun Kumar, Avireni Bhargav, Anitha Karthikeyan, Karthikeyan Rajagopal, Ashok Kumar Srinivasan, Adhena Nigus Tsegay)....Pages 555-567
Transmission Congestion Management Using Multi Objective Hybrid Flower Pollination and Particle Swarm Optimization Algorithm by Optimal Placement of TCSC (Pallavi Choudekar, Divya Asija)....Pages 569-583
Input Voltage and Slip Power Control Schemes Based Performance Optimization of Grid-Connected Induction Generator (Farhad Ilahi Bakhsh, Md. Tabrez, Salman Hameed)....Pages 585-594
A Computational Intelligence Approach for Power Quality Monitoring (Papia Ray, Monalisa Biswal)....Pages 595-627
Diagonal Recurrent Neural Network Based Prediction Model for Sales Forecasting (Raman Tiwari, Rajesh Kumar, Smriti Srivastava, Rajat Gera)....Pages 629-648
Depth Estimation Using Convolutional Neural Network with Transfer Learning (Umang Soni, Hemant Yadav)....Pages 649-664
Novel Application of Linear Scaling to Improve Accuracy of Optimized Artificial Neural Network Using Levenberg-Marquardt Algorithm in Prediction of Daily Nitrogen Oxide for Health Management (Vibha Yadav, Satyendra Nath)....Pages 665-688
Metaheurestic Algorithm Based Hybrid Model for Identification of Building Sale Prices (Nuzhat Fatema, Hasmat Malik, Atif Iqbal)....Pages 689-704
Comparative Analysis of Optimal Scheduling of Multi-objective Non-convex Combined Heat and Power Units Using AI Techniques (G. Rahul Prashanth, Siddharth Suhas Joshi, Vinay Kumar Jadoun, Nikhil Gupta, K. R. Niazi, Anil Swarnkar)....Pages 705-728
Optimization Solutions for Demand Side Management (Naladi Ram Babu, Tirumalasetty Chiranjeevi, Lalit Chandra Saikia, Dhenuvakonda Koteswara Raju)....Pages 729-746
Back Matter ....Pages 747-820

✦ Subjects

Engineering; Computational Intelligence; Optimization