Genetic programming is a new and evolutionary method that has become a novel area of research within artificial intelligence known for automatically generating high-quality solutions to optimization and search problems. This automatic aspect of the algorithms and the mimicking of natural selection and genetics makes genetic programming an intelligent component of problem solving that is highly regarded for its efficiency and vast capabilities. With the ability to be modified and adapted, easily distributed, and effective in large-scale/wide variety of problems, genetic algorithms and programming can be utilized in many diverse industries. This multi-industry uses vary from finance and economics to business and management all the way to healthcare and the sciences. The use of genetic programming and algorithms goes beyond human capabilities, enhancing the business and processes of various essential industries and improving functionality along the way. The Research Anthology on Multi-Industry Uses of Genetic Programming and Algorithms covers the implementation, tools and technologies, and impact on society that genetic programming and algorithms have had throughout multiple industries. By taking a multi-industry approach, this book covers the fundamentals of genetic programming through its technological benefits and challenges along with the latest advancements and future outlooks for computer science. This book is ideal for academicians, biological engineers, computer programmers, scientists, researchers, and upper-level students seeking the latest research on genetic programming.
Author(s): Information Resources Management Association
Publisher: IGI Global
Year: 2021
Language: English
Pages: xxxiv+1534
Research Anthology on Multi-Industry Uses of Genetic Programming and Algorithms
List of Contributors
Table of Contents
Preface
Section 1: Fundamental Concepts and Theories
1 Mathematical Optimization by Using Particle Swarm Optimization, Genetic Algorithm, and Differential Evolution and Its Similarities
2 Missing Value Imputation Using ANN Optimized by Genetic Algorithm
3 A Unified Feature Selection Model for High Dimensional Clinical Data Using Mutated Binary Particle Swarm Optimization and Genetic Algorithm
4 PID Control Algorithm Based on Genetic Algorithm and its Application in Electric Cylinder Control
5 Portfolio Optimization and Asset Allocation With Metaheuristics: A Review
Section 2: Development and Design Methodologies
6 Determination of Spatial Variability of Rock Depth of Chennai
7 Optimization of Windspeed Prediction Using an Artificial Neural Network Compared With a Genetic Programming Model
8 A Novel Hybrid Genetic Algorithm for Unconstrained and Constrained Function Optimization
9 An Improved Genetic Algorithm for Document Clustering on the Cloud
10 Research on an Improved Coordinating Method Based on Genetic Algorithms and Particle Swarm Optimization
11 A Hybrid Approach for Shape Retrieval Using Genetic Algorithms and Approximate Distance
12 Innovative Genetic Algorithmic Approach to Select Potential Patches Enclosing Real and Complex Zeros of Nonlinear Equation
13 Neuronal Communication Genetic Algorithm-Based Inductive Learning
14 Genetic Algorithm With Hill Climbing for Correspondences Discovery in Ontology Mapping
15 Cross-Project Change Prediction Using Meta-Heuristic Techniques
16 Environmental Adaption Method: A Heuristic Approach for Optimization
17 Decision Choice Optimization With Genetic Algorithm in Communication Networks
18 Optimal Designs by Means of Genetic Algorithms
19 T-Spanner Problem: Genetic Algorithms for the T-Spanner Problem
20 An Improved Genetic Algorithm for Solving Multi Depot Vehicle Routing Problems
21 A Modified Kruskal’s Algorithm to Improve Genetic Search for Open Vehicle Routing Problem
Section 3: Tools and Technologies
22 Gene Expression Programming
23 Genetic-Fuzzy Programming Based Linkage Rule Miner (GFPLR-Miner) for Entity Linking in Semantic Web
24 Implement Multichannel Fractional Sample Rate Convertor using Genetic Algorithm
25 A Genetic-Algorithms-Based Technique for Detecting Distributed Predicates
26 A Multi-Objective Approach fo rMaterialized View Selection
27 Tracking Patterns with Particle Swarm Optimization and Genetic Algorithms
28 Exploration of Fuzzy System With Applications
29 Best Feature Selection for Horizontally Distributed Private Biomedical Data Based on Genetic Algorithms
30 Intelligent Computing in Medical Imaging: A Study
31 Optimization Techniques Applications in Biochemical Engineering and Controlled Drug Delivery: Current Practices andForthcoming Challenges
32 Application of Computational Intelligence in Network Intrusion Detection: A Review
33 Determining Headache Diseases With Genetic Algorithm
34 Web Page Recommender System using hybrid of Genetic Algorithm and Trust for Personalized Web Search
35 A Multiobjective Genetic-Algorithm-Based Optimization of Micro-Electrical Discharge Drilling: Enhanced Quality Micro-Hole Fabrication in Inconel 718
Section 4: Utilization and Applications
36 Application of Natural-Inspired Paradigms on System Identification: Exploring the Multivariable Linear Time Variant Case
37 Variable Selection Method for Regression Models Using Computational Intelligence Techniques
38 Delay Optimization Using Genetic Algorithm at the Road Intersection
39 Energy and SLA Efficient Virtual Machine Placement in Cloud Environment Using Non-Dominated Sorting Genetic Algorithm
40 The Genetic Algorithm: An Application on Portfolio Optimization
41 DNA Fragment Assembly Using Quantum-Inspired Genetic Algorithm
42 Genetic Algorithm-Influenced Top-N Recommender System to Alleviate the NewUser Cold Start Problem
43 GA-Based OptimizedImage Watermarking Method With Histogram and Butterworth Filtering
44 Performance Analysis of Nature-Inspired Algorithms-Based Bayesian Prediction Models for Medical Data Sets
45 Medical Image Thresholding Using Genetic Algorithm and Fuzzy Membership Functions: A Comparative Study
46 Analysis and Comparison of Clustering Techniques for Chronic Kidney Disease With Genetic Algorithm
47 An Efficient Batch Scheduling Model for Hospital Sterilization Services Using Genetic Algorithm
48 Implementing Genetic Algorithms to Assist Oil and Gas Pipeline Integrity Assessment and Intelligent Risk Optimization
Section 5: Organizational and Social Implications
49 A Secured Predictive Analytics Using Genetic Algorithm and Evolution Strategies
50 Optimization and Evolution in Architectural Morphogenesis: Evolutionary Principles Applied to Mass Housing
51 Home Load-Side Management in Smart Grids Using Global Optimization
52 A Novel Approach for Business Process Model Matching Using Genetic Algorithms
53 Performance Evaluation of Population Seeding Techniques of Permutation-Coded GA Traveling Salesman Problems Based Assessment: Performance Evaluation of Population Seeding Techniques of Permutation-Coded GA
54 Real Time Scheduling Optimization
55 New Hybrid Genetic Based Approach for Real-Time Scheduling of Reconfigurable Embedded Systems
56 Solving Flow Shop Scheduling Problems with Blocking byusing Genetic Algor
57 Genetic Algorithm Approach for Inventory and Supply Chain Management: A Review
58 A Decision-Making Tool for the Optimization of Empty Containers’ Return in the Liner Shipping: Optimization by Using the Genetic Algorithm
59 Solving Nurse Scheduling Problem via Genetic Algorithm in Home Healthcare
60 Use SUMO Simulator for the Determination of Light Times in Order to Reduce Pollution: A Case Study in the City Center of Rio Grande, Brazil
61 A Rule Based Classification for Vegetable Production Using Rough Set and Genetic Algorithm
Section 6: Critical Issues and Challenges
62 A Survey on Grey Optimization
63 Genetic-Algorithm-Based Performance Optimization for Non-Linear MIMO System
64 Privacy Preserving Feature Selection for Vertically Distributed Medical Data Based on Genetic Algorithms and Naïve Bayes
65 Applying the Computational Intelligence Paradigm to Nuclear Power Plant Operation: A Review (1990-2015)
66 The Study of Genetic Type Steganographic Models to Increase Noise Immunity of IoT Systems
Section 7: Emerging Trends
67 An Improved Genetic Algorithm and A New Discrete Cuckoo Algorithm for Solving the Classical Substitution Cipher
68 Performance Evaluation of VM Placement Using Classical Bin Packing and Genetic Algorithm for Cloud Environment
70 Genetic Algorithm Influenced Top-N Recommender System to Alleviate New User Cold Start Problem
71 A Hybrid Tabu Genetic Metaheuristic for Selection of Security Controls
Index
69 A Controlled Stability Genetic Algorithm With the New BLF2G Guillotine Placement Heuristic for the Orthogonal Cutting-Stock Problem
