CHAPTER 1:INTRODUCTION

1.1.REPORT DESCRIPTION
1.2.KEY MARKET SEGMENTS
1.3.RESEARCH METHODOLOGY

1.3.1.Primary research
1.3.2.Secondary research
1.3.3.Analyst tools & models

CHAPTER 2:EXECUTIVE SUMMARY

2.1.CXO PERSPECTIVE

CHAPTER 3:MARKET LANDSCAPE

3.1.MARKET DEFINITION AND SCOPE
3.2.KEY FINDINGS

3.2.1.Top investment pockets
3.2.2.Top impacting factors

3.3.PORTER'S FIVE FORCES ANALYSIS
3.4.KEY PLAYER POSITIONING
3.5.MARKET DYNAMICS

3.5.1.Drivers

3.5.1.1.The need to improve uptime of equipment and maintenance cost reduction
3.5.1.2.Increase in investment on predictive maintenance
3.5.1.1.Rise in need to extend lifetime of aging assets

3.5.2.Restraints

3.5.2.1.Lack of skilled staff
3.5.2.2.Difficult to implement
3.5.2.3.Data privacy and security concerns

3.5.3.Opportunity

3.5.3.1.Integration of predictive maintenance with IIoT and use of machine learning
3.5.3.2.Real-time condition monitoring to assist in taking prompt actions
3.5.3.3.Growth in need for remote monitoring and asset management post pandemic

3.6.VALUE CHAIN ANALYSIS
3.7.ROBOTICS ADOPTION IN MANUFACTURING
3.8.AI IMPLEMENTATION ANALYSIS ACROSS INDUSTRY VERTICALS
3.9.QUALITATIVE INSIGHTS (DETECTION AND DIAGNOSIS)

3.9.1.Case Studies

3.9.1.1.Muller industries adopted Augury's Auguscope device for predictive maintenance
3.9.1.2.Euromicron subsidiary Telent gained IoT master agreement from Deutsche Bahn
3.9.1.3.VAALCO to adopt PIMS from INTECSEA for subsea repair campaign
3.9.1.4.Israel Electric Corporation adopted Schneider Electric enables predictive maintenance to enhance reliability

3.10.MODELS AND APPROACHES

3.10.1.Statistical Pattern Classification:

3.10.1.1.Bayesian Network
3.10.1.2.Neural networks
3.10.1.3.Linear Classification
3.10.1.4.Hybrid Models

3.10.2.Pattern Classification: Phases and Components

3.10.2.1.Training Phase
3.10.2.2.Testing Phase

3.10.3.Sub problems Pattern Classification

3.10.3.1.Feature Extraction
3.10.3.2.Over fitting
3.10.3.3.Model Selection
3.10.3.4.Prior Knowledge
3.10.3.5.Missing Features
3.10.3.6.Mereology
3.10.3.7.Segmentation
3.10.3.8.Context
3.10.3.9.Invariance's Evidence
3.10.3.10.Pooling Costs and Risks
3.10.3.11.Computational Complexity

3.11.COVID-19 IMPACT ANALYSIS ON PREDICTIVE MAINTENANCE MARKET

3.11.1.Impact on market size
3.11.2.Consumer trends, preferences, and budget impact
3.11.3.Regulatory framework
3.11.4.Economic impact
3.11.5.Key player strategies to tackle negative impact
3.11.6.Opportunity window (due to COVID outbreak)

CHAPTER 4:PREDICTIVE MAINTENANCE MARKET, BY COMPONENT

4.1.OVERVIEW
4.2.SOLUTION

4.2.1.Key market trends, growth factors, and opportunities
4.2.2.Market size and forecast, by region
4.2.3.Market analysis, by country

4.3.SERVICE

4.3.1.Key market trends, growth factors, and opportunities
4.3.2.Market size and forecast, by region
4.3.3.Market analysis, by country
4.3.4.Professional Service

4.3.4.1.Market size and forecast
4.3.4.2.Support and Maintenance
4.3.4.3.Deployment and Integration
4.3.4.4.Training and Education

4.3.5.Managed Service

CHAPTER 5:PREDICTIVE MAINTENANCE MARKET, BY TECHNIQUE

5.1.OVERVIEW
5.2.VIBRATION MONITORING

5.2.1.Key market trends, growth factors, and opportunities
5.2.2.Market size and forecast, by region
5.2.3.Market analysis, by country

5.3.ELECTRICAL TESTING

5.3.1.Key market trends, growth factors, and opportunities
5.3.2.Market size and forecast, by region
5.3.3.Market analysis, by country

5.4.OIL ANALYSIS

5.4.1.Key market trends, growth factors, and opportunities
5.4.2.Market size and forecast, by region
5.4.3.Market analysis, by country

5.5.ULTRASONIC LEAK DETECTORS

5.5.1.Key market trends, growth factors, and opportunities
5.5.2.Market size and forecast, by region
5.5.3.Market analysis, by country

5.6.SHOCK PULSE

5.6.1.Key market trends, growth factors, and opportunities
5.6.2.Market size and forecast, by region
5.6.3.Market analysis, by country

5.7.INFRARED

5.7.1.Key market trends, growth factors, and opportunities
5.7.2.Market size and forecast, by region
5.7.3.Market analysis, by country

5.8.OTHERS

5.8.1.Key market trends, growth factors, and opportunities
5.8.2.Market size and forecast, by region
5.8.3.Market analysis, by country

CHAPTER 6:PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT TYPE

6.1.OVERVIEW
6.2.CLOUD

6.2.1.Key market trends, growth factors, and opportunities
6.2.2.Market size and forecast, by region
6.2.3.Market analysis, by country

6.3.ON-PREMISE

6.3.1.Key market trends, growth factors, and opportunities
6.3.2.Market size and forecast, by region
6.3.3.Market analysis, by country

CHAPTER 7:PREDICTIVE MAINTENANCE MARKET, BY STAKEHOLDER

7.1.OVERVIEW
7.2.MRO

7.2.1.Key market trends, growth factors, and opportunities
7.2.2.Market size and forecast, by region
7.2.3.Market analysis, by country

7.3.OEM/ODM

7.3.1.Key market trends, growth factors, and opportunities
7.3.2.Market size and forecast, by region
7.3.3.Market analysis, by country

7.4.TECHNOLOGY INTEGRATORS

7.4.1.Key market trends, growth factors, and opportunities
7.4.2.Market size and forecast, by region
7.4.3.Market analysis, by country
7.4.4.Pure play
7.4.5.End-to-end

CHAPTER 8:PREDICTIVE MAINTENANCE MARKET, BY INDUSTRY VERTICAL

8.1.OVERVIEW
8.2.MANUFACTURING

8.2.1.Key market trends, growth factors, and opportunities
8.2.2.Market size and forecast, by region
8.2.3.Market analysis, by country

8.3.ENERGY & UTILITIES

8.3.1.Key market trends, growth factors, and opportunities
8.3.2.Market size and forecast, by region
8.3.3.Market analysis, by country

8.4.AEROSPACE & DEFENSE

8.4.1.Key market trends, growth factors, and opportunities
8.4.2.Market size and forecast, by region
8.4.3.Market analysis, by country

8.5.TRANSPORTATION & LOGISTICS

8.5.1.Key market trends, growth factors, and opportunities
8.5.2.Market size and forecast, by region
8.5.3.Market analysis, by country

8.6.GOVERNMENT

8.6.1.Key market trends, growth factors, and opportunities
8.6.2.Market size and forecast, by region
8.6.3.Market analysis, by country

8.7.HEALTHCARE

8.7.1.Key market trends, growth factors, and opportunities
8.7.2.Market size and forecast, by region
8.7.3.Market analysis, by country

8.8.OTHERS

8.8.1.Key market trends, growth factors, and opportunities
8.8.2.Market size and forecast, by region
8.8.3.Market analysis, by country

CHAPTER 9:PREDICTIVE MAINTENANCE MARKET, BY REGION

9.1.OVERVIEW
9.2.NORTH AMERICA

9.2.1.Key market trends, growth factors, and opportunities
9.2.2.Market size and forecast, by component
9.2.3.Market size and forecast, by technique
9.2.4.Market size and forecast, by deployment type
9.2.5.Market size and forecast, by stakeholders
9.2.6.Market size and forecast, by industry vertical
9.2.7.Market analysis, by country

9.2.7.1.U.S.

9.2.7.1.1.Market size and forecast, by component
9.2.7.1.2.Market size and forecast, by technique
9.2.7.1.3.Market size and forecast, by deployment type
9.2.7.1.4.Market size and forecast, by stakeholders
9.2.7.1.5.Market size and forecast, by industry vertical

9.2.7.2.Canada

9.2.7.2.1.Market size and forecast, by component
9.2.7.2.2.Market size and forecast, by technique
9.2.7.2.3.Market size and forecast, by deployment type
9.2.7.2.4.Market size and forecast, by stakeholders
9.2.7.2.5.Market size and forecast, by industry vertical

9.3.EUROPE

9.3.1.Key market trends, growth factors, and opportunities
9.3.2.Market size and forecast, by component
9.3.3.Market size and forecast, by technique
9.3.4.Market size and forecast, by deployment type
9.3.5.Market size and forecast, by stakeholders
9.3.6.Market size and forecast, by industry vertical
9.3.7.Market analysis, by country

9.3.7.1.Germany

9.3.7.1.1.Market size and forecast, by component
9.3.7.1.2.Market size and forecast, by technique
9.3.7.1.3.Market size and forecast, by deployment type
9.3.7.1.4.Market size and forecast, by stakeholders
9.3.7.1.5.Market size and forecast, by industry vertical

9.3.7.2.France

9.3.7.2.1.Market size and forecast, by component
9.3.7.2.2.Market size and forecast, by technique
9.3.7.2.3.Market size and forecast, by deployment type
9.3.7.2.4.Market size and forecast, by stakeholders
9.3.7.2.5.Market size and forecast, by industry vertical

9.3.7.3.UK

9.3.7.3.1.Market size and forecast, by component
9.3.7.3.2.Market size and forecast, by technique
9.3.7.3.3.Market size and forecast, by deployment type
9.3.7.3.4.Market size and forecast, by stakeholders
9.3.7.3.5.Market size and forecast, by industry vertical

9.3.7.4.Italy

9.3.7.4.1.Market size and forecast, by component
9.3.7.4.2.Market size and forecast, by technique
9.3.7.4.3.Market size and forecast, by deployment type
9.3.7.4.4.Market size and forecast, by stakeholders
9.3.7.4.5.Market size and forecast, by industry vertical

9.3.7.5.Rest of Europe

9.3.7.5.1.Market size and forecast, by component
9.3.7.5.2.Market size and forecast, by technique
9.3.7.5.3.Market size and forecast, by deployment type
9.3.7.5.4.Market size and forecast, by stakeholders
9.3.7.5.5.Market size and forecast, by industry vertical

9.4.ASIA-PACIFIC

9.4.1.Key market trends, growth factors, and opportunities
9.4.2.Market size and forecast, by component
9.4.3.Market size and forecast, by technique
9.4.4.Market size and forecast, by deployment type
9.4.5.Market size and forecast, by stakeholders
9.4.6.Market size and forecast, by industry vertical
9.4.7.Market analysis, by country

9.4.7.1.Japan

9.4.7.1.1.Market size and forecast, by component
9.4.7.1.2.Market size and forecast, by technique
9.4.7.1.3.Market size and forecast, by deployment type
9.4.7.1.4.Market size and forecast, by stakeholders
9.4.7.1.5.Market size and forecast, by industry vertical

9.4.7.2.China

9.4.7.2.1.Market size and forecast, by component
9.4.7.2.2.Market size and forecast, by technique
9.4.7.2.3.Market size and forecast, by deployment type
9.4.7.2.4.Market size and forecast, by stakeholders
9.4.7.2.5.Market size and forecast, by industry vertical

9.4.7.3.India

9.4.7.3.1.Market size and forecast, by component
9.4.7.3.2.Market size and forecast, by technique
9.4.7.3.3.India size and forecast, by deployment type
9.4.7.3.4.Market size and forecast, by stakeholders
9.4.7.3.5.Market size and forecast, by industry vertical

9.4.7.4.South Korea

9.4.7.4.1.Market size and forecast, by component
9.4.7.4.2.Market size and forecast, by technique
9.4.7.4.3.Market size and forecast, by deployment type
9.4.7.4.4.Market size and forecast, by stakeholders
9.4.7.4.5.Market size and forecast, by industry vertical

9.4.7.5.Rest of Asia-Pacific

9.4.7.5.1.Market size and forecast, by component
9.4.7.5.2.Market size and forecast, by technique
9.4.7.5.3.Market size and forecast, by deployment type
9.4.7.5.4.Market size and forecast, by stakeholders
9.4.7.5.5.Market size and forecast, by industry vertical

9.5.LAMEA

9.5.1.Key market trends, growth factors, and opportunities
9.5.2.Market size and forecast, by component
9.5.3.Market size and forecast, by technique
9.5.4.Market size and forecast, by deployment type
9.5.5.Market size and forecast, by stakeholders
9.5.6.Market size and forecast, by industry vertical
9.5.7.Market analysis, by country

9.5.7.1.Latin America

9.5.7.1.1.Market size and forecast, by component
9.5.7.1.2.Market size and forecast, by technique
9.5.7.1.3.Market size and forecast, by deployment type
9.5.7.1.4.Market size and forecast, by stakeholders
9.5.7.1.5.Market size and forecast, by industry vertical

9.5.7.2.Middle East

9.5.7.2.1.Market size and forecast, by component
9.5.7.2.2.Market size and forecast, by technique
9.5.7.2.3.Market size and forecast, by deployment type
9.5.7.2.4.Market size and forecast, by stakeholders
9.5.7.2.5.Market size and forecast, by industry vertical

9.5.7.3.Africa

9.5.7.3.1.Market size and forecast, by component
9.5.7.3.2.Market size and forecast, by technique
9.5.7.3.3.Market size and forecast, by deployment type
9.5.7.3.4.Market size and forecast, by stakeholders
9.5.7.3.5.Market size and forecast, by industry vertical

CHAPTER 10:COMPETITIVE LANDSCAPE

10.1.COMPETITIVE DASHBOARD
10.2.TOP WINNING STRATEGIES
10.3.KEY DEVELOPMENTS

10.3.1.Product development
10.3.2.Partnership
10.3.3.Product Launch
10.3.4.Acquisition
10.3.5.Agreement
10.3.6.Collaboration
10.3.7.Business Expansion

CHAPTER 11:COMPANY PROFILES

11.1.ASYSTOM

11.1.1.Company overview
11.1.2.Key executives
11.1.3.Company snapshot
11.1.4.Product portfolio
11.1.5.Key strategic moves and developments

11.2.C3.AI, INC.

11.2.1.Company overview
11.2.2.Key executives
11.2.3.Company snapshot
11.2.4.Operating business segments
11.2.5.Product portfolio
11.2.6.Business performance
11.2.7.Key strategic moves and developments

11.3.ENGINEERING CONSULTANTS GROUP, INC.

11.3.1.Company overview
11.3.2.Key executives
11.3.3.Company snapshot
11.3.4.Product portfolio
11.3.5.Key strategic moves and developments

11.4.EXPERT MICROSYSTEMS, INC.

11.4.1.Company overview
11.4.2.Key Executives
11.4.3.Company snapshot
11.4.4.Product portfolio

11.5.FIIX INC.

11.5.1.Company overview
11.5.2.Key executives
11.5.3.Company snapshot
11.5.4.Product portfolio
11.5.5.Key strategic moves and developments

11.6.OPERATIONAL EXCELLENCE (OPEX) GROUP LTD

11.6.1.Company overview
11.6.2.Key Executives
11.6.3.Company snapshot
11.6.4.Product portfolio
11.6.5.Key strategic moves and developments

11.7.SIGMA INDUSTRIAL PRECISION

11.7.1.Company overview
11.7.2.Key Executives
11.7.3.Company snapshot
11.7.4.Product portfolio

11.8.SPARKCOGNITION

11.8.1.Company overview
11.8.2.Key Executives
11.8.3.Company snapshot
11.8.4.Product portfolio
11.8.5.Key strategic moves and developments

11.9.TIBCO SOFTWARE INC

11.9.1.Company overview
11.9.2.Key Executives
11.9.3.Company snapshot
11.9.4.Product portfolio
11.9.5.Key strategic moves and developments

11.10.UPTAKE TECHNOLOGIES INC.

11.10.1.Company overview
11.10.2.Key Executives
11.10.3.Company snapshot
11.10.4.Product portfolio
11.10.5.Key strategic moves and developments

11.11.GENERAL ELECTRIC

11.11.1.Company overview
11.11.2.Key executives
11.11.3.Company snapshot
11.11.4.Operating business segments
11.11.5.Product portfolio
11.11.6.R&D expenditure
11.11.7.Business performance
11.11.8.Key strategic moves and developments

11.12.HITACHI, LTD.

11.12.1.Company overview
11.12.2.Key executives
11.12.3.Company snapshot
11.12.4.Operating business segments
11.12.5.Product portfolio
11.12.6.R&D Expenditure
11.12.7.Business performance
11.12.8.Key strategic moves and developments

11.13.INTERNATIONAL BUSINESS MACHINES CORPORATION

11.13.1.Company overview
11.13.2.Key Executives
11.13.3.Company snapshot
11.13.4.Operating business segments
11.13.5.Product portfolio
11.13.6.R&D Expenditure
11.13.7.Business performance
11.13.8.Key strategic moves and developments

11.14.MICROSOFT CORPORATION

11.14.1.Company overview
11.14.2.Key executives
11.14.3.Company snapshot
11.14.4.Operating business segments
11.14.5.Product portfolio
11.14.6.R&D Expenditure
11.14.7.Business performance
11.14.8.Key strategic moves and developments

11.15.PTC INC.

11.15.1.Company overview
11.15.2.Key Executives
11.15.3.Company snapshot
11.15.4.Operating business segments
11.15.5.Product portfolio
11.15.6.R&D Expenditure
11.15.7.Business performance
11.15.8.Key strategic moves and developments

11.16.SAP

11.16.1.Company overview
11.16.2.Key Executives
11.16.3.Company snapshot
11.16.4.Operating business segments
11.16.5.Product portfolio
11.16.6.R&D Expenditure
11.16.7.Business performance
11.16.8.Key strategic moves and developments

11.17.SAS INSTITUTE INC.

11.17.1.Company overview
11.17.2.Key Executives
11.17.3.Company snapshot
11.17.4.Product portfolio
11.17.5.Key strategic moves and developments

11.18.SCHNEIDER ELECTRIC SE

11.18.1.Company overview
11.18.2.Key executives
11.18.3.Company snapshot
11.18.4.Operating business segments
11.18.5.Product portfolio
11.18.6.R&D Expenditure
11.18.7.Business performance
11.18.8.Key strategic moves and developments

11.19.SOFTWARE AG

11.19.1.Company overview
11.19.2.Key Executives
11.19.3.Company snapshot
11.19.4.Operating business segments
11.19.5.Product portfolio
11.19.6.R&D Expenditure
11.19.7.Business performance
11.19.8.Key strategic moves and developments

11.20.RELIABILITY SOLUTIONS SP. Z O.O.

11.20.1.Company overview
11.20.2.Key Executives
11.20.3.Company snapshot
11.20.4.Product portfolio
11.20.5.Key strategic moves and developments