Intelligent Systems and Machine Learning for Industry : Advancements, Challenges, and Practices (Computational Methods for Industrial Applications)

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Intelligent Systems and Machine Learning for Industry : Advancements, Challenges, and Practices (Computational Methods for Industrial Applications)

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  • 製本 Hardcover:ハードカバー版/ページ数 362 p.
  • 言語 ENG
  • 商品コード 9781032261447
  • DDC分類 670

Full Description

The book explores the concepts and challenges in developing novel approaches using the Internet of Things, intelligent systems, machine intelligence systems, and data analytics in various industrial sectors such as manufacturing, smart agriculture, smart cities, food processing, environment, defense, stock market and healthcare. Further, it discusses the latest improvements in the industrial sectors using machine intelligence learning and intelligent systems techniques, especially robotics.

Features:

• Highlights case studies and solutions to industrial problems using machine learning and intelligent systems.

• Covers applications in smart agriculture, smart healthcare, intelligent machines for disaster management, and smart manufacturing.

• Provides the latest methodologies using machine intelligence systems in the early forecasting of weather.

• Examines the research challenges and identifies the gaps in data collection and data analysis, especially imagery, signal, and speech.

• Provides applications of digitization and smart processing using the Internet of Things and effective intelligent agent systems in manufacturing.

• Discusses a systematic and exhaustive analysis of intelligent software effort estimation models.

It will serve as an ideal reference text for graduate students, post-graduate students, IT Professionals, and academic researchers in the fields of electrical engineering, electronics and communication engineering, computer engineering, and information technology.

Contents

Chapter 1
A Framework for a Virtual Reality-based Medical Support System
Mohammad Nasfikur, Rahman Khan, Kari J Lippert

Chapter 2
ConvMax: Classification of COVID-19, Pneumonia and Normal lungs from X-ray Images using CNN with Modified Max-Pooing Layer
Kinjal A. Patel, Ashish Patel, Darshil P. Patel, Shubham J. Bhanderi

Chapter 3
Biorthogonal Filter-Based Algorithm for Denoising and Segmentation of Fundus Images
Udayini Chandana, Kezia Joseph Mosiganti, Mukil Alagirisamy

Chapter 4
Deep learning based Automatic Detection of Breast Lesions on Ultrasound Images
Telagarapu Prabhakar, Wilfrido Gómez-Flores, C Kishor Kumar Reddy

Chapter 5
Heart Disease Prediction using Enhanced Machine Learning Techniques
Ibomoiye Domor Mienye, Yanxia Sun

Chapter 6
Immersive Technologies in Healthcare Education
Mohammad Nasfikur Rahman Khan, Kari J Lippert

Chapter 7
Implications of Technological Trend Towards Smart Farming
S. Kripa, V. Jeyalakshmi, Masoud Daneshtalab, Manickavasagan Annamalai

Chapter 8
A Smart Sensing Technology for Monitoring Marine Environment Condition
Noorashikin Md Noor, Khairul Nizam Abdul Maulud, Siti Norliyana Harun

Chapter 9
Managing Agriculture Pollution Using Life Cycle Assessment and Artificial Intelligence Methods Siti Norliyana Harun, Marlia M. Hanafiah, Noorashikin Md Noor

Chapter 10
Ensemble Techniques for Effective Prediction of Crop Selection in Coastal Andhra Deltaic Region
A Vanathi, S. Rama Sree, K. Swaroopa

Chapter 11
Artificial Intelligence-based Quality Inference for Food Processing Industry Applications
Ninja Begum, Shagufta Rizwana, Manuj Kumar Hazarika

Chapter 12
A Study on Intelligent System and its Influence for Smarter Defense Service
P.R Anisha, C. Kishor Kumar Reddy, Nhu Gia Nguyen

Chapter 13
Steam Turbine Controller using Fuzzy logic
Abhay Krishan, Sachin Umrao

Chapter 14
Speech Recognition for Indian Accent English using Transformer Model
P. Teja, Anjali Gupta, Sakshi, Mathang Peddi

Chapter 15
Stock Market Prediction using Sentiment Analysis with LSTM and RFR
Monica Madan, Ashima Rani

Chapter 16
A Systematic and Exhaustive Analysis of Intelligent Software Effort Estimation Models
Dr. S. Rama Sree, S.N.S.V.S.C Ramesh, A. Vanathi and V. Ravi Kishore

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