Computational Intelligence for Sustainable Development / Brojo Kishore Mishra, editor.

Format:

Book

Contributor:

Mishra, Brojo Kishore, 1979- editor.

Series:

Agriculture issues and policies.

Agriculture Issues and Policies Series

Language:

English

Subjects (All):

Computational intelligence.

Sustainable development.

Physical Description:

1 online resource (444 pages)

Edition:

First edition.

Place of Publication:

New York : Nova Science Publishers, Inc., [2022]

Summary:

"This book covers the latest advances in the field of computational intelligence with a special focus on Sustainable Development Goals (SDG) such as promoting sustainable agriculture, good health, clean water and sanitation, affordable and clean energy, sustainable cities and communities, sustainable industrialization and innovation, and sustainable use of terrestrial ecosystems. This book would be an excellent resource for data scientists, engineers, students and professors of higher education, computer scientists, researchers, and academicians"-- Provided by publisher.

Contents:

Intro

Contents

Preface

Chapter 1

Sustainable Healthcare and Artificial Intelligence: Some Facts

Abstract

Introduction

AI in Different Healthcare Segments

Laboratory Medicine and AI

Test Selection

AI Consequences of Error

Big Data Analysis and AI

AI in Modern Biosciences Research

Detection of Different Diseases

Melanoma Detection

Diabetic Retinopathy Detection

AI in Alzheimer's Disease

AI in Cardiovascular Disease

AI in Diabetic Retinopathy

AI in Lung Cancer

AI in Kidney Disease

AI in Fatty Liver Disease

AI in Inflammatory Bowel Disease (IBD)

AI in Myeloproliferative Neoplasms (MPNs)

AI in Parkinson's Disease (PD)

Others

COVID-19 and AI

Other Uses

Face Beatification

AI in Pharmaceutical Industry

AI in Drug Discovery

AI in Drug Repurposing

AI in Clinical Trials

Data Security and Encryption

Social Stigma and AI

Discussion

Conclusion

References

Chapter 2

Rice Leaf Diseases Prediction using PSO Segmentation and Deep CNN Classification

Related Works

Proposed Method

Image Acquisition

Image Preprocessing

Feature Extraction

PSO Segmentation

DCNN

Rice Disease Type and Dataset Descriptions

Data Types and Description

Data Preprocessing

Chapter 3

Computational Intelligence for Sustainable Smart Cities and Communities

Sustainable Urbanism and Smart Urbanism Paradigms

Sustainable Cities

Compact Cities

Eco-Cities

Smart Cities

Data-Driven Smart Cities

Artificial Intelligence for Smart and Sustainable Cities

AI in Smart Cities

How AI Can Be Used within Smart Cities

Security

Maintenance

Predicting Future Needs

Controlling Pollution

Parking Systems

Public Transportation.

Waste Management

Traffic Management

Energy Tracking

The Environment

How AI and Machine Learning Accelerates the Development of Smart Cities

Role of Internet of Things in Smart Cities

IoT Technology and Implementation in Smart Cities

Big Data for Smart Cities

Smart Education

Smart Traffic Lights

Smart Grid

Data Storage in Smart Cities

Cloud Storage

Edge Computing

Hybrid Data Storage

Challenges of Big Data in Smart Cities

Data Sources and Characteristics

Data and Information Sharing

Data Quality

Security and Privacy

Cost

Smart City Population

Biographical Sketches

Chapter 4

DairyShop: A Machine Learning-Based Platform for One-Stop Dairy Product Management

Problem Statement

The Need to Incorporate Artificial Intelligence and Machine Learning Frameworks in Web Development

AI and ML Delight the Customer Support Team

AI and ML Help Maximize User Experience (UX)

AI and ML Provide Fast Access to Information

AI and ML Streamline Marketing Strategy

Available Machine Learning Frameworks

Microsoft Cognitive Toolkit

Tensor Flow

Apache Mahout

Caffe

Apache Singa

Business Benefits of Ecommerce Machine Learning

Improved Transformations

Functioning of Marketing Campaigns with Greater Relevance

Improvement the Efficiency of In-House Operations

Well Informative Decision Making

Proposed Framework

Explanation of Proposed Framework

System Requirement Analysis

Information Gathering

System Analysis

Design Objectives

Description of Architectural Design

Procedural/Modular Approach

Shop Products Module

Product Description Module

Shopping Cart Module

View Schemes Module

Scheme Description Module

Application Summary Module

Technical Discussions.

Software Testing

Machine Learning Life Cycle on Software testing

Identifying Data Sources

Preparing Data

Data Wrangling

Analyzing Data

Training the Model

Testing the ML Model

Sustainable Software Testing Principles

Chapter 5

Recent Developments in Data Science and Its Challenges

Data Science Analysis

Challenges in Data Science

Chapter 6

Intuitionistic Fuzzy Stream Cipher for Protecting Second Layer Lightning Network Transactions in Blockchain

1. Introduction

2. The Concepts

2.1. Intuitionistic Fuzzy System

2.2. The Blockchain

2.3. The Lighting Network

2.4. The Public Key Algorithm

2.5. The Cryptographic Hash Function

2.6. The Stream Cipher

3. Literature Review

4. Modelling and Discussion

4.1. The IF Stream Cipher

4.2. Security Model for Second Layer Lighting Network

4.3. Discussion

5. Comparative Results

5.1. Entropy

5.2. Floating Frequency

5.3. Histogram

5.4. N-Gram

5.5. Autocorrelation

5.6. Periodicity

Chapter 7

Synthesis of Bio-Fertilizers with Nutrients (NPK) for Agricultural Use from Organic Matters

Plant Nutrient

Nutrients Needed for Plant Growth

Alternative Methods Present to Supplement Micro-Nutrients

Fertility or Nutrition

Essential vs Beneficial Nutrients

The Mineral Elements Needed for Plant Growth

The Elements of Complete Plant Nutrition

Micronutrients

Bio-Fertilizers

How Bio-Fertilizer Differs from Chemical Synthetic Fertilizer?

Synthesizing the Bio-Fertilizers

Working of Bio-Fertilizers

Advantages of Bio Fertilizers

Types of Bio Fertilizers

Bio-Fertilizers Categories as per the Serving Purposes

Nitrogen Fixing Bio Fertilizers.

Phosphorus Solubilizing Biofertilizers

Phosphorus Mobilizing Bio fertilizers

Bio Fertilizers for Micro Nutrients

Plant Growth Promoting Rhizobacteria

Bio-Fertilizers Categories as per the State of Matters

Solid Bio-Fertilizers

Liquid Bio-Fertilizers

Advantages of the Liquid Bio Fertilizers

Plant Regulators and Hormones

Plant Regulator

Plant Hormone

Vitamin

Inhibitor

Growth Hormones: Auxin

Growth Hormones: Gibberellins

Wound Hormone

Root Growth Hormones

Leaf Growth Hormone: Phyllocaline

Flowering Hormone: Florigen

Reproductive Hormones

Growth Factors

Endogenous and Exogenous Plant Hormones

Exogenous Source of Hormones with Essential Nutrients

Amla

Termite Mounds

Banana

Cow Dung

Bael

Jaggery

Different Plant Seeds

Aerobic Composting

Anaerobic Composting

How to Make Bio-Fertilizers

How to Apply Bio-Fertilizers

How to Store

Formation of the Waste Decomposer Solution

As Manure

As Bio-Pesticide

Nitrogen Alternate (N) Solution

Phosphorus Alternate (P) Solution

Potassium Alternate (K) Solution

Chapter 8

IoT-Based Security System Using ESP-32 and Lasers and It's Various Applications

1.1. Food Innovation

1.2. Area of Utility

1.3. Embedded Sensors

1.4. Basics of IoT

1.4.1. Internet of Things

1.4.2. IoT Cloud Interface

1.4.3. What IoT Is All About?

1.4.4. What Devices Makes It to IoT?

1.4.5. Are Mobile Phones IoT Devices?

1.4.6. IoT Devices

1.4.7. IoT Platforms

1.4.8. Wearable Platform

1.4.9. Embedded Platform

1.4.10. Cloud Platform

1.4.11. Axeda Provides Infrastructure for M2M Architecture

1.5. Introduction of Hardwares

1.5.1. Arduino

1.5.2. Arduino Uno

1.5.3. Arduino Uno Technical Specifications

1.5.4. ESP8266.

1.5.4.1. Introduction to ESP8266

1.5.5. Block Diagram of ESP8266

1.5.6. Characteristics of ESP8266

1.5.7. Schematic Diagram ESP8266-EX

1.5.8. ESP Modules

1.5.9. ESP8266 Applications

1.5.10. Explore ESP8266 Wi-Fi Module

1.5.11. Schematic Diagram of Explore ESP8266 Wi-Fi Module

1.5.12. AT Commands

1.5.13. Soil Moisture Sensor

1.5.14. Submersible Water Pump

Chapter 9

Column Test Methodology and Its Versatile Applications in Geo-Environmental Engineering

Materials and Methods

Soils

Column Tests

Determination of Transport Parameters from Column Test Results

Column Leaching Tests

Determination of Transport Parameters from Column Leaching Test Results

Results and Discussions

Applications of Transport Parameters in the Design of Liner Thickness

Applications of Transport Parameters in Soil Washing

Applications of Transport Parameters in Immobilization Technique

Chapter 10

The Effectiveness of Arduino Ultrasonic and Passive Infrared Receivers on the Perception of Physical Distancing

Problems Formulation

Objectives and Benefits of Research

Research Objectives

Research Benefits

Research Method

Research Design

Location and Time of the Research

Subject of the Research

Data Collection Instruments

Literature Review

Ultrasonic Sensor and PIR Sensor Necklace

The Principals and Procedure of Pir Sensor

Arduino Nano Ultrasonic Sensor

Ultrasonic Sensor

The Working Principals of Ultrasonic Sensor

Arduino Nano

Components in Ultrasonic Sensors and Pir Sensors

Buzzer

LED

Batteries

Strategy of Ultrasonic Arduino with Passive Infra Red Receiver on Physical Distancing Perception

Description of Respondents by Gender.

Descriptions of Respondent's Age.

Notes:

Description based on publisher supplied metadata and other sources.

Description based on print version record.

Includes bibliographical references and index.

Other Format:

Print version: Mishra, Brojo K. Computational Intelligence for Sustainable Development

ISBN:

9798886973464

OCLC:

1348286015