PUBLISHER: Stratistics Market Research Consulting | PRODUCT CODE: 1284168
PUBLISHER: Stratistics Market Research Consulting | PRODUCT CODE: 1284168
Electrical Digital Twin Market Forecasts to 2028 - Global Analysis By Twin Type, Usage Type, Deployment Type, Application, End User, and By Geography
According to Stratistics MRC, the Global Electrical Digital Twin Market is accounted for $1,667.9 million in 2022 and is expected to reach $3,798.0 million by 2028 growing at a CAGR of 14.7% during the forecast period. The Electrical Digital Twin allows utilities to streamline data upkeep and interchange. Data from disparate systems is synchronised and then standardised into a single multi-user database using standards-based adapters or interfaces. The accuracy of a single source of truth for data is one of the key aspects of the electrical digital twin. Scalable data maintenance and interchange throughout the IT ecosystem, vendor-neutral and standards-based, as well as spans transmission and dissemination for integrated analysis.
According to the International Energy Agency, the share of renewable in global electricity generation was 29% in 2020 compared with 27% in 2019. Renewable electricity generation is expected to grow by 8% to reach 8,300 TWh in 2021.
Market Dynamics:
Driver:
Variable renewable energy integration and decentralisation of dispersed energy resources
Grid operators can use electrical digital twins to simulate operational scenarios pertinent to the dependable, efficient, and secure planning, operation, and repair of electrical systems. The decentralisation of distributed energy resources (DER) complicates grid operation and maintenance. As a result, utilities and grid operators demand more efficient and speedier technologies, such as electrical digital twins, to monitor, control, automate, and run their power networks. Electrical digital twins can help with the difficulties of grid modernization projects, notably DER integration. These devices aid in assessing the impact of DER and facilitating grid modernization planning, analysis, and design procedures. As a result, utilities may shorten the process of integrating DER, improving customer response time, facilitating cost-effective investments, and increasing operational efficiency thereby encouraging the growth of the market.
Restraint:
System complexity and the availability of precise mathematical models
Despite the obvious advantages, some utilities and grid operators have yet to implement a digital twin model for asset management as well as business and operation optimisation. A digital twin should be capable of modelling both basic and complex items and their interactions by properly capturing physical features and mimicking behaviours. For example, the construction of an electrical digital twin necessitates many inputs from operators such as facility managers, design engineers, electrical engineers, equipment vendors, and other stakeholders, which adds to the deployment's complexity. Obtaining asset data from the supplier may be difficult since it necessitates tight engagement with different layers of the supply chain.
Opportunity:
Energy 4.0 and the application of innovative technologies
Many electric utilities around the world have begun to incorporate the Industrial Internet of Things (IIoT), machine learning, artificial intelligence (AI), and cloud computing into their operations for asset performance monitoring and management, smart metering, predictive and prescriptive maintenance, the operation and automation of distributed energy resources (DER), and the planning and analysis of fluctuations in decentralised renewable generation systems. A digital twin allows utilities to anticipate, predict, and analyse numerous power production, transmission, and distribution models, as well as renewable energy integration scenarios, allowing them to continually adapt their operations to meet the rising demand for electricity. These technologies improve the application of electrical digital twin solutions in utilities and are in the early phases of incorporation into digital twin system modelling.
Threat:
Stakeholders support for deployment is limited.
Despite the numerous advantages of electrical digital twins, some underlying issues must be addressed before digital twin systems can fully realise their potential. For example, specialists in the power industry think that encouraging early digital adoption by utilities and power system operators is critical. Many power sector stakeholders initially resisted adoption due to perceived risks associated with the complexity of digital twin deployment, potential upfront costs, and uncertainty about successful outcomes following their integration.
COVID-19 Impact:
COVID-19 has dealt a serious blow to the world economy and the energy industry, disrupting supply chains and squeezing demand. Several challenges faced the power sector, including reduced and remote workforces, decreased commercial energy demand, increased customer calls, and the use of digital and self-service channels during lockdowns. Because of these issues, utilities and grid operators have been pushed to increase digitization, automation, and decentralisation of their operations. The shift in working habits caused by COVID-19-induced constraints has strengthened utilities and grid operator's digital transformation activities. Increased investments in digital solutions, such as electrical digital twins, would allow businesses to maintain resilient supply chains and operations.
The digital gas & steam power plant segment is expected to be the largest during the forecast period
The digital gas & steam power plant segment is estimated to have a lucrative growth, due to gradually integrating digital twins of gas and steam power plants in order to cut emissions and fuel consumption of gas and steam turbine assets. Through performance management, digital twins of gas and steam power plants can also help operators optimise their strategies, improve machine and equipment health, and increase reliability. Furthermore, gas and steam power plants require more maintenance than power generation facilities. Through demand and outage planning, a digital twin of the gas and steam system may assist the operator in improving asset dependability and availability, as well as optimising maintenance operations and costs.
The system digital twin segment is expected to have the highest CAGR during the forecast period
The system digital twin segment is anticipated to witness the highest CAGR growth during the forecast period, due to because of the necessity for network-level optimisation; the system digital twin sector is likely to dominate the worldwide electrical digital twin market. The digital twin of a system is a set of goods and processes that execute system or network-wide functions. It may be used to power substations, power plants, wind farms, and distributed energy resources. Based on real operating data, the system twin gives visibility into a group of interdependent equipment as well as a linked perspective of the end-to-end network of assets which drives the market.
Region with highest share:
North America is projected to hold the highest market share during the forecast period owing to its simple access and adaptability to sophisticated power solutions, as well as the availability of innovative generation facilities. Increasing power consumption and demand, along with the establishment of bulk manufacturing locations in this region are propelling the growth of the market.
Region with highest CAGR:
Asia-Pacific is projected to have the highest CAGR over the forecast period, owing to dense population, rising per capita income as a result of large-scale industrialization and urbanisation, and increased adoption of internet of things (IoT). Furthermore, resources professionals and suppliers of technology have begun to refer to this trend as Energy 4.0 to emphasise the enormity of the technological change that these advancements will bring to the electrical power industry.
Key players in the market:
Some of the key players profiled in the Electrical Digital Twin Market include Siemens, General Electric, AVEVA Group, Emerson, Wipro, SAP, Bentley Systems, Etteplan, CPD Services, ABB, Schneider Electric, SAS Institute, IBM, Fujitsu, Hexagon PPM, Dassault Systemes, Microsoft and Robert Bosch GmbH
Key Developments:
In April 2023, Siemens LDA and Sulzer announce digital collaboration bringing together their respective IoT-platforms and services, BLUE BOX™ and SIDRIVE IQ, the two companies are collaborating to deliver an integrated solution that improves equipment reliability and cuts operations costs.
In April 2023, Siemens consortium partners with Gujarat Metro Rail Corporation for advanced rail electrification technologies, Contracts include state-of-the-art rail electrification technologies for the Ahmedabad Metro Phase 2 and the Surat Metro Phase 1.
In April 2023, GE Digital Partners With Aeroxchange to Digitize Commercial Parts Receiving Process, The integration of GE Digital's Asset Records software with Aeroxchange's cloud-based products is designed to streamline document management and improve efficiency.
Twin Types Covered:
- Digital Grid
- Digital Wind Farm
- Digital Gas & Steam Power Plant
- Distributed Energy Resources
- Digital Hydropower Plant
Usage Types Covered:
- Process Digital Twin
- Product Digital Twin
- System Digital Twin
Deployment Types Covered:
- Cloud
- On-Premises
Applications Covered:
- Asset Performance Management
- Business & Operations Optimization
- Digital Twin Aggregate
End Users Covered:
- Utilities
- Grid Infrastructure Operators
Regions Covered:
- North America
- US
- Canada
- Mexico
- Europe
- Germany
- UK
- Italy
- France
- Spain
- Rest of Europe
- Asia Pacific
- Japan
- China
- India
- Australia
- New Zealand
- South Korea
- Rest of Asia Pacific
- South America
- Argentina
- Brazil
- Chile
- Rest of South America
- Middle East & Africa
- Saudi Arabia
- UAE
- Qatar
- South Africa
- Rest of Middle East & Africa
What our report offers:
- Market share assessments for the regional and country-level segments
- Strategic recommendations for the new entrants
- Covers Market data for the years 2020, 2021, 2022, 2025, and 2028
- Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
- Strategic recommendations in key business segments based on the market estimations
- Competitive landscaping mapping the key common trends
- Company profiling with detailed strategies, financials, and recent developments
- Supply chain trends mapping the latest technological advancements
Free Customization Offerings:
All the customers of this report will be entitled to receive one of the following free customization options:
- Company Profiling
- Comprehensive profiling of additional market players (up to 3)
- SWOT Analysis of key players (up to 3)
- Regional Segmentation
- Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
- Competitive Benchmarking
- Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances
Table of Contents
1 Executive Summary
2 Preface
- 2.1 Abstract
- 2.2 Stake Holders
- 2.3 Research Scope
- 2.4 Research Methodology
- 2.4.1 Data Mining
- 2.4.2 Data Analysis
- 2.4.3 Data Validation
- 2.4.4 Research Approach
- 2.5 Research Sources
- 2.5.1 Primary Research Sources
- 2.5.2 Secondary Research Sources
- 2.5.3 Assumptions
3 Market Trend Analysis
- 3.1 Introduction
- 3.2 Drivers
- 3.3 Restraints
- 3.4 Opportunities
- 3.5 Threats
- 3.6 Application Analysis
- 3.7 End User Analysis
- 3.8 Emerging Markets
- 3.9 Impact of Covid-19
4 Porters Five Force Analysis
- 4.1 Bargaining power of suppliers
- 4.2 Bargaining power of buyers
- 4.3 Threat of substitutes
- 4.4 Threat of new entrants
- 4.5 Competitive rivalry
5 Global Electrical Digital Twin Market, By Twin Type
- 5.1 Introduction
- 5.2 Digital Grid
- 5.3 Digital Wind Farm
- 5.4 Digital Gas & Steam Power Plant
- 5.5 Distributed Energy Resources
- 5.6 Digital Hydropower Plant
6 Global Electrical Digital Twin Market, By Usage Type
- 6.1 Introduction
- 6.2 Process Digital Twin
- 6.3 Product Digital Twin
- 6.4 System Digital Twin
7 Global Electrical Digital Twin Market, By Deployment Type
- 7.1 Introduction
- 7.2 Cloud
- 7.3 On-Premises
8 Global Electrical Digital Twin Market, By Application
- 8.1 Introduction
- 8.2 Asset Performance Management
- 8.3 Business & Operations Optimization
- 8.4 Digital Twin Aggregate
9 Global Electrical Digital Twin Market, By End User
- 9.1 Introduction
- 9.2 Utilities
- 9.3 Grid Infrastructure Operators
10 Global Electrical Digital Twin Market, By Geography
- 10.1 Introduction
- 10.2 North America
- 10.2.1 US
- 10.2.2 Canada
- 10.2.3 Mexico
- 10.3 Europe
- 10.3.1 Germany
- 10.3.2 UK
- 10.3.3 Italy
- 10.3.4 France
- 10.3.5 Spain
- 10.3.6 Rest of Europe
- 10.4 Asia Pacific
- 10.4.1 Japan
- 10.4.2 China
- 10.4.3 India
- 10.4.4 Australia
- 10.4.5 New Zealand
- 10.4.6 South Korea
- 10.4.7 Rest of Asia Pacific
- 10.5 South America
- 10.5.1 Argentina
- 10.5.2 Brazil
- 10.5.3 Chile
- 10.5.4 Rest of South America
- 10.6 Middle East & Africa
- 10.6.1 Saudi Arabia
- 10.6.2 UAE
- 10.6.3 Qatar
- 10.6.4 South Africa
- 10.6.5 Rest of Middle East & Africa
11 Key Developments
- 11.1 Agreements, Partnerships, Collaborations and Joint Ventures
- 11.2 Acquisitions & Mergers
- 11.3 New Product Launch
- 11.4 Expansions
- 11.5 Other Key Strategies
12 Company Profiling
- 12.1 Siemens
- 12.2 General Electric
- 12.3 AVEVA Group
- 12.4 Emerson
- 12.5 Wipro
- 12.6 SAP
- 12.7 Bentley Systems
- 12.8 Etteplan
- 12.9 CPD Services
- 12.10 ABB
- 12.11 Schneider Electric
- 12.12 SAS Institute
- 12.13 IBM
- 12.14 Fujitsu
- 12.15 Hexagon PPM
- 12.16 Dassault Systemes
- 12.17 Microsoft
- 12.18 Robert Bosch GmbH
List of Tables
- Table 1 Global Electrical Digital Twin Market Outlook, By Region (2020-2028) ($MN)
- Table 2 Global Electrical Digital Twin Market Outlook, By Twin Type (2020-2028) ($MN)
- Table 3 Global Electrical Digital Twin Market Outlook, By Digital Grid (2020-2028) ($MN)
- Table 4 Global Electrical Digital Twin Market Outlook, By Digital Wind Farm (2020-2028) ($MN)
- Table 5 Global Electrical Digital Twin Market Outlook, By Digital Gas & Steam Power Plant (2020-2028) ($MN)
- Table 6 Global Electrical Digital Twin Market Outlook, By Distributed Energy Resources (2020-2028) ($MN)
- Table 7 Global Electrical Digital Twin Market Outlook, By Digital Hydropower Plant (2020-2028) ($MN)
- Table 8 Global Electrical Digital Twin Market Outlook, By Usage Type (2020-2028) ($MN)
- Table 9 Global Electrical Digital Twin Market Outlook, By Process Digital Twin (2020-2028) ($MN)
- Table 10 Global Electrical Digital Twin Market Outlook, By Product Digital Twin (2020-2028) ($MN)
- Table 11 Global Electrical Digital Twin Market Outlook, By System Digital Twin (2020-2028) ($MN)
- Table 12 Global Electrical Digital Twin Market Outlook, By Deployment Type (2020-2028) ($MN)
- Table 13 Global Electrical Digital Twin Market Outlook, By Cloud (2020-2028) ($MN)
- Table 14 Global Electrical Digital Twin Market Outlook, By On-Premises (2020-2028) ($MN)
- Table 15 Global Electrical Digital Twin Market Outlook, By Application (2020-2028) ($MN)
- Table 16 Global Electrical Digital Twin Market Outlook, By Asset Performance Management (2020-2028) ($MN)
- Table 17 Global Electrical Digital Twin Market Outlook, By Business & Operations Optimization (2020-2028) ($MN)
- Table 18 Global Electrical Digital Twin Market Outlook, By Digital Twin Aggregate (2020-2028) ($MN)
- Table 19 Global Electrical Digital Twin Market Outlook, By End User (2020-2028) ($MN)
- Table 20 Global Electrical Digital Twin Market Outlook, By Utilities (2020-2028) ($MN)
- Table 21 Global Electrical Digital Twin Market Outlook, By Grid Infrastructure Operators (2020-2028) ($MN)
- Table 22 North America Electrical Digital Twin Market Outlook, By Twin Type (2020-2028) ($MN)
- Table 23 North America Electrical Digital Twin Market Outlook, By Digital Grid (2020-2028) ($MN)
- Table 24 North America Electrical Digital Twin Market Outlook, By Digital Wind Farm (2020-2028) ($MN)
- Table 25 North America Electrical Digital Twin Market Outlook, By Digital Gas & Steam Power Plant (2020-2028) ($MN)
- Table 26 North America Electrical Digital Twin Market Outlook, By Distributed Energy Resources (2020-2028) ($MN)
- Table 27 North America Electrical Digital Twin Market Outlook, By Digital Hydropower Plant (2020-2028) ($MN)
- Table 28 North America Electrical Digital Twin Market Outlook, By Usage Type (2020-2028) ($MN)
- Table 29 North America Electrical Digital Twin Market Outlook, By Process Digital Twin (2020-2028) ($MN)
- Table 30 North America Electrical Digital Twin Market Outlook, By Product Digital Twin (2020-2028) ($MN)
- Table 31 North America Electrical Digital Twin Market Outlook, By System Digital Twin (2020-2028) ($MN)
- Table 32 North America Electrical Digital Twin Market Outlook, By Deployment Type (2020-2028) ($MN)
- Table 33 North America Electrical Digital Twin Market Outlook, By Cloud (2020-2028) ($MN)
- Table 34 North America Electrical Digital Twin Market Outlook, By On-Premises (2020-2028) ($MN)
- Table 35 North America Electrical Digital Twin Market Outlook, By Application (2020-2028) ($MN)
- Table 36 North America Electrical Digital Twin Market Outlook, By Asset Performance Management (2020-2028) ($MN)
- Table 37 North America Electrical Digital Twin Market Outlook, By Business & Operations Optimization (2020-2028) ($MN)
- Table 38 North America Electrical Digital Twin Market Outlook, By Digital Twin Aggregate (2020-2028) ($MN)
- Table 39 North America Electrical Digital Twin Market Outlook, By End User (2020-2028) ($MN)
- Table 40 North America Electrical Digital Twin Market Outlook, By Utilities (2020-2028) ($MN)
- Table 41 North America Electrical Digital Twin Market Outlook, By Grid Infrastructure Operators (2020-2028) ($MN)
- Table 42 Europe Electrical Digital Twin Market Outlook, By Twin Type (2020-2028) ($MN)
- Table 43 Europe Electrical Digital Twin Market Outlook, By Digital Grid (2020-2028) ($MN)
- Table 44 Europe Electrical Digital Twin Market Outlook, By Digital Wind Farm (2020-2028) ($MN)
- Table 45 Europe Electrical Digital Twin Market Outlook, By Digital Gas & Steam Power Plant (2020-2028) ($MN)
- Table 46 Europe Electrical Digital Twin Market Outlook, By Distributed Energy Resources (2020-2028) ($MN)
- Table 47 Europe Electrical Digital Twin Market Outlook, By Digital Hydropower Plant (2020-2028) ($MN)
- Table 48 Europe Electrical Digital Twin Market Outlook, By Usage Type (2020-2028) ($MN)
- Table 49 Europe Electrical Digital Twin Market Outlook, By Process Digital Twin (2020-2028) ($MN)
- Table 50 Europe Electrical Digital Twin Market Outlook, By Product Digital Twin (2020-2028) ($MN)
- Table 51 Europe Electrical Digital Twin Market Outlook, By System Digital Twin (2020-2028) ($MN)
- Table 52 Europe Electrical Digital Twin Market Outlook, By Deployment Type (2020-2028) ($MN)
- Table 53 Europe Electrical Digital Twin Market Outlook, By Cloud (2020-2028) ($MN)
- Table 54 Europe Electrical Digital Twin Market Outlook, By On-Premises (2020-2028) ($MN)
- Table 55 Europe Electrical Digital Twin Market Outlook, By Application (2020-2028) ($MN)
- Table 56 Europe Electrical Digital Twin Market Outlook, By Asset Performance Management (2020-2028) ($MN)
- Table 57 Europe Electrical Digital Twin Market Outlook, By Business & Operations Optimization (2020-2028) ($MN)
- Table 58 Europe Electrical Digital Twin Market Outlook, By Digital Twin Aggregate (2020-2028) ($MN)
- Table 59 Europe Electrical Digital Twin Market Outlook, By End User (2020-2028) ($MN)
- Table 60 Europe Electrical Digital Twin Market Outlook, By Utilities (2020-2028) ($MN)
- Table 61 Europe Electrical Digital Twin Market Outlook, By Grid Infrastructure Operators (2020-2028) ($MN)
- Table 62 Asia Pacific Electrical Digital Twin Market Outlook, By Twin Type (2020-2028) ($MN)
- Table 63 Asia Pacific Electrical Digital Twin Market Outlook, By Digital Grid (2020-2028) ($MN)
- Table 64 Asia Pacific Electrical Digital Twin Market Outlook, By Digital Wind Farm (2020-2028) ($MN)
- Table 65 Asia Pacific Electrical Digital Twin Market Outlook, By Digital Gas & Steam Power Plant (2020-2028) ($MN)
- Table 66 Asia Pacific Electrical Digital Twin Market Outlook, By Distributed Energy Resources (2020-2028) ($MN)
- Table 67 Asia Pacific Electrical Digital Twin Market Outlook, By Digital Hydropower Plant (2020-2028) ($MN)
- Table 68 Asia Pacific Electrical Digital Twin Market Outlook, By Usage Type (2020-2028) ($MN)
- Table 69 Asia Pacific Electrical Digital Twin Market Outlook, By Process Digital Twin (2020-2028) ($MN)
- Table 70 Asia Pacific Electrical Digital Twin Market Outlook, By Product Digital Twin (2020-2028) ($MN)
- Table 71 Asia Pacific Electrical Digital Twin Market Outlook, By System Digital Twin (2020-2028) ($MN)
- Table 72 Asia Pacific Electrical Digital Twin Market Outlook, By Deployment Type (2020-2028) ($MN)
- Table 73 Asia Pacific Electrical Digital Twin Market Outlook, By Cloud (2020-2028) ($MN)
- Table 74 Asia Pacific Electrical Digital Twin Market Outlook, By On-Premises (2020-2028) ($MN)
- Table 75 Asia Pacific Electrical Digital Twin Market Outlook, By Application (2020-2028) ($MN)
- Table 76 Asia Pacific Electrical Digital Twin Market Outlook, By Asset Performance Management (2020-2028) ($MN)
- Table 77 Asia Pacific Electrical Digital Twin Market Outlook, By Business & Operations Optimization (2020-2028) ($MN)
- Table 78 Asia Pacific Electrical Digital Twin Market Outlook, By Digital Twin Aggregate (2020-2028) ($MN)
- Table 79 Asia Pacific Electrical Digital Twin Market Outlook, By End User (2020-2028) ($MN)
- Table 80 Asia Pacific Electrical Digital Twin Market Outlook, By Utilities (2020-2028) ($MN)
- Table 81 Asia Pacific Electrical Digital Twin Market Outlook, By Grid Infrastructure Operators (2020-2028) ($MN)
- Table 82 South America Electrical Digital Twin Market Outlook, By Twin Type (2020-2028) ($MN)
- Table 83 South America Electrical Digital Twin Market Outlook, By Digital Grid (2020-2028) ($MN)
- Table 84 South America Electrical Digital Twin Market Outlook, By Digital Wind Farm (2020-2028) ($MN)
- Table 85 South America Electrical Digital Twin Market Outlook, By Digital Gas & Steam Power Plant (2020-2028) ($MN)
- Table 86 South America Electrical Digital Twin Market Outlook, By Distributed Energy Resources (2020-2028) ($MN)
- Table 87 South America Electrical Digital Twin Market Outlook, By Digital Hydropower Plant (2020-2028) ($MN)
- Table 88 South America Electrical Digital Twin Market Outlook, By Usage Type (2020-2028) ($MN)
- Table 89 South America Electrical Digital Twin Market Outlook, By Process Digital Twin (2020-2028) ($MN)
- Table 90 South America Electrical Digital Twin Market Outlook, By Product Digital Twin (2020-2028) ($MN)
- Table 91 South America Electrical Digital Twin Market Outlook, By System Digital Twin (2020-2028) ($MN)
- Table 92 South America Electrical Digital Twin Market Outlook, By Deployment Type (2020-2028) ($MN)
- Table 93 South America Electrical Digital Twin Market Outlook, By Cloud (2020-2028) ($MN)
- Table 94 South America Electrical Digital Twin Market Outlook, By On-Premises (2020-2028) ($MN)
- Table 95 South America Electrical Digital Twin Market Outlook, By Application (2020-2028) ($MN)
- Table 96 South America Electrical Digital Twin Market Outlook, By Asset Performance Management (2020-2028) ($MN)
- Table 97 South America Electrical Digital Twin Market Outlook, By Business & Operations Optimization (2020-2028) ($MN)
- Table 98 South America Electrical Digital Twin Market Outlook, By Digital Twin Aggregate (2020-2028) ($MN)
- Table 99 South America Electrical Digital Twin Market Outlook, By End User (2020-2028) ($MN)
- Table 100 South America Electrical Digital Twin Market Outlook, By Utilities (2020-2028) ($MN)
- Table 101 South America Electrical Digital Twin Market Outlook, By Grid Infrastructure Operators (2020-2028) ($MN)
- Table 102 Middle East & Africa Electrical Digital Twin Market Outlook, By Twin Type (2020-2028) ($MN)
- Table 103 Middle East & Africa Electrical Digital Twin Market Outlook, By Digital Grid (2020-2028) ($MN)
- Table 104 Middle East & Africa Electrical Digital Twin Market Outlook, By Digital Wind Farm (2020-2028) ($MN)
- Table 105 Middle East & Africa Electrical Digital Twin Market Outlook, By Digital Gas & Steam Power Plant (2020-2028) ($MN)
- Table 106 Middle East & Africa Electrical Digital Twin Market Outlook, By Distributed Energy Resources (2020-2028) ($MN)
- Table 107 Middle East & Africa Electrical Digital Twin Market Outlook, By Digital Hydropower Plant (2020-2028) ($MN)
- Table 108 Middle East & Africa Electrical Digital Twin Market Outlook, By Usage Type (2020-2028) ($MN)
- Table 109 Middle East & Africa Electrical Digital Twin Market Outlook, By Process Digital Twin (2020-2028) ($MN)
- Table 110 Middle East & Africa Electrical Digital Twin Market Outlook, By Product Digital Twin (2020-2028) ($MN)
- Table 111 Middle East & Africa Electrical Digital Twin Market Outlook, By System Digital Twin (2020-2028) ($MN)
- Table 112 Middle East & Africa Electrical Digital Twin Market Outlook, By Deployment Type (2020-2028) ($MN)
- Table 113 Middle East & Africa Electrical Digital Twin Market Outlook, By Cloud (2020-2028) ($MN)
- Table 114 Middle East & Africa Electrical Digital Twin Market Outlook, By On-Premises (2020-2028) ($MN)
- Table 115 Middle East & Africa Electrical Digital Twin Market Outlook, By Application (2020-2028) ($MN)
- Table 116 Middle East & Africa Electrical Digital Twin Market Outlook, By Asset Performance Management (2020-2028) ($MN)
- Table 117 Middle East & Africa Electrical Digital Twin Market Outlook, By Business & Operations Optimization (2020-2028) ($MN)
- Table 118 Middle East & Africa Electrical Digital Twin Market Outlook, By Digital Twin Aggregate (2020-2028) ($MN)
- Table 119 Middle East & Africa Electrical Digital Twin Market Outlook, By End User (2020-2028) ($MN)
- Table 120 Middle East & Africa Electrical Digital Twin Market Outlook, By Utilities (2020-2028) ($MN)
- Table 121 Middle East & Africa Electrical Digital Twin Market Outlook, By Grid Infrastructure Operators (2020-2028) ($MN)
