Electrical Digital Twin Market

Table of Contents

1 Introduction (Page No. - 15)
    1.1 Objectives of the Study
    1.2 Definition
    1.3 Market Scope
           1.3.1 Market Segmentation
           1.3.2 Regional Scope
    1.4 Years Considered for the Study
    1.5 Currency
    1.6 Limitations
    1.7 Stakeholders

2 Research Methodology (Page No. - 19)
    2.1 Scope
    2.2 Market Size Estimation
           2.2.1 Demand-Side Analysis
                    2.2.1.1 Assumptions
           2.2.2 Supply-Side Analysis
                    2.2.2.1 Calculation
           2.2.3 Forecast
           2.2.4 Some of the Insights of Industry Experts

3 Executive Summary (Page No. - 23)

4 Premium Insights (Page No. - 27)
    4.1 Attractive Opportunities in the Electrical Digital Twin Market
    4.2 Electrical Digital Twin Market, By Deployment Type
    4.3 Electrical Digital Twin Market, By Twin Type
    4.4 North American Electrical Digital Twin Market, By Application & Country
    4.5 Electrical Digital Twin Market, By End-User
    4.6 Electrical Digital Twin Market, By Region

5 Market Overview (Page No. - 30)
    5.1 Introduction
    5.2 Market Dynamics
           5.2.1 Drivers
                    5.2.1.1 Improved Accuracy and Efficiency in Power Sector Operations
                    5.2.1.2 Streamlined Integration of Renewable Energy Technologies
                    5.2.1.3 Reduced Unplanned Downtime and Maintenance Costs
           5.2.2 Restraints
                    5.2.2.1 Deployment Challenge and System Complexity
                    5.2.2.2 Data Privacy and Security Concerns
           5.2.3 Opportunities
                    5.2.3.1 Growing Impact of Machine Learning and Ai on Digital Twin Applications
                    5.2.3.2 Network Level Optimization
           5.2.4 Challenges
                    5.2.4.1 Limited Support for Implementation From Stakeholders
                    5.2.4.2 Lack of Skilled Talent and Workforce

6 Electrical Digital Twin Market, By Twin Type (Page No. - 36)
    6.1 Introduction
    6.2 Digital Gas & Steam Power Plant
           6.2.1 Need to Reduce Fuel Consumption and Environmental Emissions is Driving the Market
    6.3 Digital Grid
           6.3.1 Ability to Integrate Greater Levels of Renewable Energy Resources is Driving the Market
    6.4 Digital Wind Farm
           6.4.1 Optimizing Operations and Improving the Performance of A Wind Turbine are Driving the Market
    6.5 Digital Hydropower Plant
           6.5.1 Improved Asset Life and Higher Operational Efficiency are Driving the Market
    6.6 Distributed Energy Resources
           6.6.1 Real-Time Optimization of Resources is Driving the Market

7 Electrical Digital Twin Market, By Application (Page No. - 44)
    7.1 Introduction
    7.2 Asset Performance Management
           7.2.1 Rise in Need to Minimize Unplanned Outages on Assets is Expected to Drive the Asset Performance Management Segment
                    7.2.1.1 Equipment Health
                    7.2.1.2 Reliability Management
                    7.2.1.3 Maintenance Optimization
    7.3 Business & Operations Optimization
           7.3.1 Increase in Demand for Operational Excellence Across Power Utilities is Expected to Drive the Business & Operations Optimization Segment
                    7.3.1.1 Operational Flexibility
                    7.3.1.2 Outage Management
    7.4 Digital Twin Aggregate
           7.4.1 Continuous Monitoring of Power Plant Assets is Likely to Drive the Demand for Digital Twin Aggregate

8 Electrical Digital Twin Market, By Deployment Type (Page No. - 50)
    8.1 Introduction
    8.2 Cloud
           8.2.1 Continuous Monitoring of Assets Through Cloud-Based Deployment is Driving the Market
    8.3 On-Premises
           8.3.1 Need for Increased Security is Driving the Market

9 Electrical Digital Twin Market, By End-User (Page No. - 54)
    9.1 Introduction
    9.2 Utilities
           9.2.1 Growing Penetration of Digital Solutions is Expected to Drive the Utilities Segment
           9.2.2 Federal Utilities
           9.2.3 Independent Power Producers
    9.3 Grid Infrastructure Operators
           9.3.1 Rise in Need for Grid Digitalization is Expected to Drive the Grid Infrastructure Operators Segment

10 Electrical Digital Twin Market, By Region (Page No. - 58)
     10.1 Introduction
     10.2 North America
             10.2.1 US
                        10.2.1.1 Investment in Digital Technologies and Need for Renewable Energy Integration are Driving the Market
             10.2.2 Canada
                        10.2.2.1 Need for Better Outage Management and Reducing Cost of Operations are Driving the Market
             10.2.3 Mexico
                        10.2.3.1 Investments in Renewable Energy Technologies and Need for Decarbonization are Expected to Drive the Market
     10.3 Asia Pacific
             10.3.1 China
                        10.3.1.1 Need for Smooth Grid Operations Due to Renewable Penetration and Electric Vehicles is Driving the Market
             10.3.2 Japan
                        10.3.2.1 Need for Power Sector Optimization and Rising Cost of Power are Driving the Market
             10.3.3 Australia
                        10.3.3.1 Grid Reliability and Energy Security are Driving the Market
             10.3.4 Rest of Asia Pacific
                        10.3.4.1 Higher Renewable Penetration and Better Forecasting Needs are Driving the Electrical Digital Twin Market
     10.4 Europe
             10.4.1 Germany
                        10.4.1.1 Need to Incorporate Higher Renewable Penetration and Ensuring Stable Grid Operations are Driving the Market
             10.4.2 UK
                        10.4.2.1 Integration Challenge of Renewables and Need to Reduce Volatile Energy Prices are Driving the Market
             10.4.3 France
                        10.4.3.1 Grid Reliability and Increasing Shift Toward Renewable Energy are Driving the Market
             10.4.4 The Nordic Countries
                        10.4.4.1 Need for Stable Interconnected Grid is Driving the Market
             10.4.5 Rest of Europe
                        10.4.5.1 Need for Sustainable Energy and Grid Operations are Driving the Electrical Digital Twin Market
     10.5 South America
             10.5.1 Brazil
                        10.5.1.1 Increase in Electricity Consumption and Investments in Power Generation Sources are Driving the Market
             10.5.2 Argentina
                        10.5.2.1 Focus on Reconstructing the Electricity Market is Driving the Electrical Digital Twin Market
             10.5.3 Rest of South America
     10.6 Middle East & Africa
             10.6.1 Saudi Arabia
                        10.6.1.1 Integrating Renewables to the Grid is Driving the Market
             10.6.2 UAE
                        10.6.2.1 Increasing Investments in Renewable Energy are Likely to Drive the Market
             10.6.3 South Africa
                        10.6.3.1 Rise in Demand for Asset Management is Expected to Drive the Market
             10.6.4 Rest of Middle East & Africa

11 Competitive Landscape (Page No. - 91)
     11.1 Introduction
     11.2 Competitive Leadership Mapping
             11.2.1 Visionary Leaders
             11.2.2 Innovators
             11.2.3 Dynamic
             11.2.4 Emerging
     11.3 Market Share Analysis
     11.4 Competitive Scenario
             11.4.1 New Product Developments
             11.4.2 Mergers & Acquisitions
             11.4.3 Contracts & Agreements
             11.4.4 Expansions & Investments
             11.4.5 Others

12 Company Profile (Page No. - 98)
     (Business Overview, Products Offered, Recent Developments, and MnM View)* 
     12.1 ABB
     12.2 AVEVA
     12.3 Emerson
     12.4 Etteplan
     12.5 GE
     12.6 Siemens
     12.7 Wipro
     12.8 SAS Institute
     12.9 Acpd Services
     12.10 Microsoft
     12.11 IBM
     12.12 Fujitsu
*Details on Business Overview, Products Offered, Recent Developments, and MnM View Might Not Be Captured in Case of Unlisted Companies 

13 Appendix (Page No. - 124)
     13.1 Insights of Industry Experts
     13.2 Discussion Guide
     13.3 Knowledge Store: Marketsandmarkets’ Subscription Portal
     13.4 Available Customizations
     13.5 Related Reports
     13.6 Author Details

List of Tables (63 Tables)

Table 1 Investment in Digital Twin Technologies and Projects is the Major Determining Factor for the Electrical Digital Twin Market
Table 2 Electrical Digital Twin Market Snapshot
Table 3 Electrical Digital Twin Market Size, By Twin Type,2017–2024 (USD Million)
Table 4 Digital Gas & Steam Power Plant: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 5 Digital Grid: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 6 Digital Wind Farm: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 7 Digital Hydropower Plant: Electrical Digital Twin Market Size,By Region, 2017–2024 (USD Million)
Table 8 Distributed Energy Resources: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 9 Electrical Digital Twin Market Size, By Application, 2017–2024 (USD Million)
Table 10 Asset Performance Management: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 11 Business & Operations Optimization: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 12 Digital Twin Aggregate: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 13 Electrical Digital Twin Market Size, By Deployment Type,2017–2024 (USD Million)
Table 14 Cloud: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 15 On-Premises: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 16 Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 17 Utilities: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 18 Grid Infrastructure Operators: Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 19 Electrical Digital Twin Market Size, By Region, 2017–2024 (USD Million)
Table 20 North America: Electrical Digital Twin Market Size, By Twin Type, 2017–2024 (USD Million)
Table 21 North America: Electrical Digital Twin Market Size, By Application, 2017–2024 (USD Million)
Table 22 North America: Electrical Digital Twin Market Size, By Deployment Type, 2017–2024 (USD Million)
Table 23 North America: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 24 North America: Electrical Digital Twin Market Size, By Country, 2017–2024 (USD Million)
Table 25 US: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 26 Canada: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 27 Mexico: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 28 Asia Pacific: Electrical Digital Twin Market Size, By Twin Type, 2017–2024 (USD Million)
Table 29 Asia Pacific: Electrical Digital Twin Market Size, By Application, 2017–2024 (USD Million)
Table 30 Asia Pacific: Electrical Digital Twin Market Size, By Deployment Type, 2017–2024 (USD Million)
Table 31 Asia Pacific: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 32 Asia Pacific: Electrical Digital Twin Market Size, By Country, 2017–2024 (USD Million)
Table 33 China: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 34 Japan: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 35 Australia: Electrical Digital Twin Market Size, By End-User,2017–2024 (USD Million)
Table 36 Rest of Asia Pacific: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 37 Europe: Electrical Digital Twin Market Size, By Twin Type,2017–2024 (USD Million)
Table 38 Europe: Electrical Digital Twin Market Size, By Application, 2017–2024 (USD Million)
Table 39 Europe: Electrical Digital Twin Market Size, By Deployment Type, 2017–2024 (USD Million)
Table 40 Europe: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 41 Europe: Electrical Digital Twin Market Size, By Country, 2017–2024 (USD Million)
Table 42 Germany: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 43 UK: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 44 France: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 45 The Nordic Countries: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 46 Rest of Europe: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 47 South America: Electrical Digital Twin Market Size, By Twin Type, 2017–2024 (USD Million)
Table 48 South America: Electrical Digital Twin Market Size, By Application, 2017–2024 (USD Million)
Table 49 South America: Electrical Digital Twin Market Size, By Deployment Type, 2017–2024 (USD Million)
Table 50 South America: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 51 South America: Electrical Digital Twin Market Size, By Country, 2017–2024 (USD Million)
Table 52 Brazil: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 53 Argentina: Electrical Digital Twin Market Size, By End-User,2017–2024 (USD Million)
Table 54 Rest of South America: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 55 Middle East & Africa: Electrical Digital Twin Market Size, By Twin Type, 2017–2024 (USD Million)
Table 56 Middle East & Africa: Electrical Digital Twin Market Size, By Application, 2017–2024 (USD Million)
Table 57 Middle East & Africa: Electrical Digital Twin Market Size,By Deployment Type, 2017–2024 (USD Million)
Table 58 Middle East & Africa: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 59 Middle East & Africa: Electrical Digital Twin Market Size, By Country, 2017–2024 (USD Million)
Table 60 Saudi Arabia: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 61 UAE: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 62 South Africa: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)
Table 63 Rest of Middle East & Africa: Electrical Digital Twin Market Size, By End-User, 2017–2024 (USD Million)

List of Figures (37 Figures)

Figure 1 North America Dominated the Electrical Digital Twin Market,By Region, in 2018
Figure 2 Digital Gas & Steam Power Plant Segment is Expected to Hold the Largest Share of the Electrical Digital Twin Market,By Twin Type, During the Forecast Period
Figure 3 Asset Performance Management Segment is Expected to Lead the Electrical Digital Twin Market, By Application, During the Forecast Period
Figure 4 On-Premises Segment is Expected to Lead the Electrical Digital Twin Market, By Deployment Type, During the Forecast Period
Figure 5 Utilities Segment is Expected to Lead the Electrical Digital Twin Market, By End-User, During the Forecast Period
Figure 6 Improved Accuracy and Efficiency in Power Sector Operations is Driving the Electrical Digital Twin Market
Figure 7 On-Premises Segment is Expected to Dominate the Electrical Digital Twin Market, By Deployment Type, During the Forecast Period
Figure 8 Digital Gas & Steam Power Plant Segment is Expected to Dominate the Electrical Digital Twin Market, By Twin Type, During the ForecastPeriod 28
Figure 9 Asset Performance Management and the Us Dominated the North American Electrical Digital Twin Market in 2018
Figure 10 Utilities Segment is Expected to Dominate the Electrical Digital Twin Market, By End-User, During the Forecast Period
Figure 11 North American Electrical Digital Twin Market is Expected to Grow at the Highest Cagr During the Forecast Period
Figure 13 Drivers, Restraints, Opportunities, and Challenges
Figure 14 Global Renewable Energy Share in the Generation Mix, 2016–2023
Figure 15 Renewable Energy Consumption, By Technology, 2017–2023
Figure 16 Electrical Digital Twin Market, By Twin Type, 2019–2024 (USD Million)
Figure 17 Renewable Energy Capacity Addition, By Technology, 2015–2018 (In Gw)
Figure 18 Asset Performance Management Segment LED the Electrical Digital Twin Market, By Application, in 2018
Figure 19 On-Premises Segment LED the Electrical Digital Twin Market, By Deployment Type, in 2018
Figure 20 Utilities Segment LED the Electrical Digital Twin Market, By End-User, in 2018 (USD Million)
Figure 21 Regional Snapshot: the North American Market is Expected to Grow at the Highest Cagr During the Forecast Period
Figure 22 Electrical Digital Twin Market Share (Value), By Region, 2018
Figure 23 North America: Regional Snapshot
Figure 24 Europe: Regional Snapshot
Figure 25 Key Developments in the Electrical Digital Twin Market, November 2016–April 2019
Figure 26 Electrical Digital Twin (Global) Competitive Leadership Mapping, 2018
Figure 27 Ranking of Key Players, 2018
Figure 28 ABB: Company Snapshot
Figure 29 AVEVA: Company Snapshot
Figure 30 Emerson: Company Snapshot
Figure 31 Etteplan: Company Snapshot
Figure 32 GE: Company Snapshot
Figure 33 Siemens: Company Snapshot
Figure 34 Wipro: Company Snapshot
Figure 35 Microsoft: Company Snapshot
Figure 36 IBM: Company Snapshot
Figure 37 Fujitsu: Company Snapshot

This study involved 4 major activities in estimating the current market size of the electrical digital twin market. Exhaustive secondary research was done to collect information on the market, the peer market, and the parent market. The next step was to validate these findings, assumptions, and market sizing with industry experts across the value chain through primary research. Both top-down and bottom-up approaches were used to estimate the total market size. Thereafter, the market breakdown and data triangulation was done to estimate the market size of the segments and subsegments.

Secondary Research

This research study involved the use of extensive secondary sources, directories, and databases such as Hoover’s, Bloomberg BusinessWeek, Factiva, and OneSource, to identify and collect information useful for a technical, market-oriented, and commercial study of the global electrical digital twin market. The other secondary sources included annual reports, press releases & investor presentations of companies, white papers, certified publications, articles by recognized authors, manufacturer associations, trade directories, and databases. 

Primary Research

The electrical digital twin market comprises several stakeholders such as analytics companies, cloud platform providers, digital twin developers, government & financial institutions, independent power producers, IoT vendors, power grid operators, research institutes & organizations, software solution providers, technology standard organizations, forums, and associations in the supply chain. The demand-side of this market is determined by the investments of power utilities in digitalization of their operations and increasing focus on asset management and its maintenance. The supply-side is characterized by analysing the top market leaders’ investments in the electrical digital twin market. Various primary sources from both the supply and demand sides of the market were interviewed to obtain qualitative and quantitative information. The breakdown of primary respondents is as follows:

To know about the assumptions considered for the study, download the pdf brochure

Market Size Estimation

Both top-down and bottom-up approaches have been used to estimate and validate the size of the global electrical digital twin market and its dependent submarkets. These methods were also used extensively to estimate the size of various subsegments in the market. The research methodology used to estimate the market size includes the following:

• The key players in the industry and market have been identified through extensive secondary research, and their market share in the respective regions have been determined through both primary and secondary research.
• The industry’s supply chain and market size, in terms of value, have been determined through primary and secondary research processes.
• All percentage shares, splits, and breakdowns have been determined using secondary sources and verified through primary sources.

Data Triangulation

After arriving at the overall market size-using the market size estimation processes as explained above-the market was split into several segments and subsegments. To complete the overall market engineering process and arrive at the exact statistics of each market segment and subsegment, data triangulation and market breakdown procedures were employed, wherever applicable. The data was triangulated by studying various factors and trends from both the demand- and supply sides in the industrial sectors.

Report Objectives

• To define, describe, segment, and forecast the electrical digital twin market on the basis of twin type, deployment type, application, end-user, and region
• To provide detailed information on the major factors influencing the growth of the electrical digital twin market (drivers, restraints, opportunities, and industry-specific challenges)
• To strategically analyze the electrical digital twin market with respect to individual growth trends, prospects, and contributions of each segment to the market
• To analyze market opportunities for stakeholders and provide a detailed competitive landscape for market leaders
• To forecast the revenue of the market segments with respect to 5 main regions (along with countries), namely, North America, South America, Europe, Asia Pacific, and the Middle East & Africa
• To strategically profile key players and comprehensively analyze their market ranking and core competencies
• To track and analyze competitive developments such as new product launches, contracts & agreements, expansions, and mergers & acquisitions in the electrical digital twin market

Scope of the Report

This research report categorizes the electrical digital twin market on the basis of twin type, application, deployment type, end-user, and region.

On the basis of twin type, the electrical digital twin market has been segmented as follows:

• Digital Gas & Steam Power Plant
• Digital Wind Farm
• Digital Grid
• Digital Hydropower Plant
• Distributed Energy Resources

On the basis of application, the electrical digital twin market has been segmented as follows:

• Asset Performance Management
• Business & Operations Optimization
• Digital Twin Aggregate

On the basis of deployment type, the electrical digital twin market has been segmented as follows:

• Cloud/Hosted
• On-Premises

On the basis of end-user, the electrical digital twin market has been segmented as follows:

• Utilities
• Grid Infrastructure Operators  

On the basis of region, the electrical digital twin market has been segmented as follows:

• North America
• South America
• Europe
• Asia Pacific
• Middle East & Africa

Available Customizations:

With the given market data, MarketsandMarkets offers customizations as per the client’s specific needs. The following customization options are available for this report:

Regional Analysis

• Further breakdown of the region or country-specific analysis

Company Information

• Detailed analysis and profiling of additional market players (up to 5)