電力向けデジタルツイン市場

出版：MarketsandMarkets（マーケッツアンドマーケッツ）　出版年月：2021年11月

電力向けデジタルツイン市場:ツインタイプ（ガス、蒸気発電所、風力発電所、デジタルグリッド、その他）、使用タイプ（製品、プロセス、システム）、展開タイプ（クラウド、オンプレミス）、エンドユーザー、用途、地域別 – 2026年までの世界予測

Electrical Digital Twin Market by Twin Type (Gas & Steam Power Plant, Wind Farm, Digital Grid, Others), Usage Type (Product, Process, System), Deployment Type (Cloud, On-Premises), End User, Application, and Geography – Global Forecast to 2026

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The electrical digital twin market is projected to reach USD 1.3 billion by 2026 from an estimated USD 0.8 billion in 2021, at a CAGR of 12.2% during the forecast period. The global electrical digital twin market is driven by the reduction in unplanned downtime and operation & maintenance costs and the increase in efficiency and optimization of operations of power sector owing to the use of electrical digital twins. Growing demand to achieve network-level optimization and the increasing adoption of advanced technologies for the implementation of digital twin applications are expected to offer lucrative opportunities for the electrical digital twin market during the forecast period
“The cloud segment, by deployment type, is expected to be the fastest-growing market from 2021 to 2026”
The deployment type segment is categorized as cloud and on-premise. The cloud segment of the electrical digital twin market is expected to grow at the fastest rate during the forecast period, as cloud-based solutions offer various advantages, such as scalability, adaptability, cost-effectiveness, and low energy consumption, due to which their adoption rate is increasing at a significant rate across organizations.
“The digital gas & steam power plant segment, by twin type, is expected to be the largest market from 2021 to 2026”
The digital gas & steam power plant segment held the largest share of the electrical digital twin market as power sector operators globally are gradually planning to implement digital twins of gas and steam power plants to reduce emission and fuel consumption of gas and steam turbine assets. The digital twins of gas and steam power plants can also help operators optimize their strategies, improve machine and equipment health, and increase reliability through performance management.
“North America: The largest and the fastest-growing region in the electrical digital twin market.”
North America is expected to dominate the global electrical digital twin market between 2021–2026. North America has aging power infrastructures, which may increase the risk of a widespread blackout. Therefore, governments of different countries in this region are actively focusing on upgrading and replacing aging infrastructures for improved grid reliability and resilience, along with enabling smart electricity networks. Digital twin technologies help utilities in the region analyze and model their power generation operations amid the ever-changing generation resource mix.
Breakdown of Primaries:
In-depth interviews have been conducted with various key industry participants, subject-matter experts, C-level executives of key market players, and industry consultants, among other experts, to obtain and verify critical qualitative and quantitative information, as well as to assess future market prospects. The distribution of primary interviews is as follows:
By Company Type: Tier 1- 65%, Tier 2- 24%, and Tier 3- 11%
By Designation: C-Level- 30%, D-Level- 25%, and Others- 45%
By Region: North America- 33%, Europe- 27%, Asia Pacific- 20%,– 4%, and South America-12%, Middle East & Africa- 8%
Note: “Others” include sales managers, engineers, and regional managers
The tiers of the companies are defined based on their total revenue as of 2019: Tier 1: >USD 1 billion, Tier 2: USD 500 million–1 billion, and Tier 3:

目次

1INTRODUCTION25
1.1STUDY OBJECTIVES25
1.2DEFINITION26
1.3INCLUSIONS AND EXCLUSIONS26
1.3.1ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION26
1.4MARKET SCOPE27
1.4.1ELECTRICAL DIGITAL TWIN MARKET: SEGMENTATION27
1.4.2GEOGRAPHIC SCOPE27
1.5YEARS CONSIDERED28
1.6CURRENCY28
1.7LIMITATIONS28
1.8STAKEHOLDERS29
1.9SUMMARY OF CHANGES29
2RESEARCH METHODOLOGY31
2.1RESEARCH DATA31
FIGURE 1ELECTRICAL DIGITAL TWIN MARKET: RESEARCH DESIGN32
2.2MARKET BREAKDOWN AND DATA TRIANGULATION33
FIGURE 2DATA TRIANGULATION METHODOLOGY33
2.2.1SECONDARY DATA34
2.2.1.1Key data from secondary sources34
2.2.2PRIMARY DATA34
2.2.2.1Key data from primary sources35
2.2.2.2Breakdown of primaries35
2.3MARKET SIZE ESTIMATION36
2.3.1BOTTOM-UP APPROACH36
FIGURE 3MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH37
2.3.2TOP-DOWN APPROACH37
FIGURE 4MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH37
2.3.3DEMAND SIDE METRICS38
FIGURE 5MAIN METRICS CONSIDERED FOR ANALYSING AND ASSESSING DEMAND FOR ELECTRICAL DIGITAL TWINS38
2.3.3.1Demand side calculations38
2.3.3.2Assumptions for demand side analysis39
2.3.4SUPPLY SIDE ANALYSIS39
FIGURE 6KEY STEPS CONSIDERED FOR ASSESSING SUPPLY OF ELECTRICAL DIGITAL TWINS39
FIGURE 7ELECTRICAL DIGITAL TWIN MARKET: SUPPLY SIDE ANALYSIS40
2.3.4.1Supply side calculations40
2.3.4.2Assumptions for supply side40
2.3.5FORECAST40
3EXECUTIVE SUMMARY41
TABLE 1ELECTRICAL DIGITAL TWIN MARKET SNAPSHOT41
FIGURE 8NORTH AMERICA DOMINATED ELECTRICAL DIGITAL TWIN MARKET IN 202042
FIGURE 9DIGITAL GAS & STEAM POWER PLANT SEGMENT TO ACCOUNT FOR LARGEST SHARE OF ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE, FROM 2021 TO 202643
FIGURE 10SYSTEM DIGITAL TWIN SEGMENT TO LEAD ELECTRICAL DIGITAL TWIN MARKET DURING FORECAST PERIOD43
FIGURE 11ON-PREMISE SEGMENT TO HOLD LARGER SHARE OF ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, DURING FORECAST PERIOD44
FIGURE 12UTILITIES SEGMENT TO ACCOUNT FOR LARGER SHARE OF ELECTRICAL DIGITAL TWIN MARKET, BY END USER, DURING FORECAST PERIOD44
FIGURE 13ASSET PERFORMANCE MANAGEMENT SEGMENT TO ACCOUNT FOR LARGEST SHARE OF ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION, FROM 2021 TO 202645
4PREMIUM INSIGHTS46
4.1ATTRACTIVE OPPORTUNITIES IN ELECTRICAL DIGITAL TWIN MARKET46
FIGURE 14INTEGRATION OF RENEWABLE ENERGY INTO ELECTRIC DISTRIBUTION AND TRANSMISSION SYSTEMS AND DECENTRALIZATION OF DISTRIBUTED ENERGY RESOURCES TO DRIVE GROWTH OF ELECTRICAL DIGITAL TWIN MARKET BETWEEN 2021 AND 202646
4.2ELECTRICAL DIGITAL TWIN MARKET, BY REGION47
FIGURE 15NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD47
4.3NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE AND COUNTRY47
FIGURE 16DIGITAL GAS & STEAM POWER PLANT SEGMENT AND US HELD LARGEST SHARES OF NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET IN 202047
4.4ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE48
FIGURE 17DIGITAL GAS & STEAM POWER PLANT SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE, BY TWIN TYPE, BY 202648
4.5ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE48
FIGURE 18SYSTEM DIGITAL TWIN SEGMENT TO DOMINATE ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE, IN 202648
4.6ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE48
FIGURE 19CLOUD TO BE FASTEST-GROWING SEGMENT OF ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, BY 202648
4.7ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION49
FIGURE 20ASSET PERFORMANCE MANAGEMENT SEGMENT TO DOMINATE ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION, IN 202649
4.8ELECTRICAL DIGITAL TWIN MARKET, BY END USER49
FIGURE 21UTILITIES SEGMENT TO DOMINATE ELECTRICAL DIGITAL TWIN MARKET,
BY END USER, IN 202649
5MARKET OVERVIEW50
5.1INTRODUCTION50
5.2COVID-19 HEALTH ASSESSMENT51
FIGURE 22GLOBAL PROPAGATION OF COVID-1951
FIGURE 23PROPAGATION OF COVID-19 CASES IN SELECTED COUNTRIES52
5.3COVID-19 ECONOMIC ASSESSMENT52
FIGURE 24REVISED GDP FOR SELECTED G20 COUNTRIES IN 202052
5.4MARKET DYNAMICS53
FIGURE 25ELECTRICAL DIGITAL TWIN MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES53
5.4.1DRIVERS53
5.4.1.1Integration of variable renewable energy and decentralization of distributed energy resources using electrical digital twins53
FIGURE 26GLOBAL POWER GENERATION, BY SOURCE, 2010–202054
5.4.1.2Increase in efficiency and optimization of operations of power sector54
5.4.1.3Reduction in unplanned downtime and operation & maintenance costs55
5.4.2RESTRAINTS56
5.4.2.1System complexities and availability of accurate mathematical models56
5.4.2.2Data privacy and security concerns due to use of IoT and cloud platforms57
5.4.3OPPORTUNITIES57
5.4.3.1Emergence of Energy 4.0 and adoption of advanced technologies for implementation of digital twin applications57
5.4.3.2Achieving network-level optimization58
5.4.3.3Accelerated digital transformation across power sector due to COVID-1959
5.4.4CHALLENGES60
5.4.4.1Limited support for deployment from stakeholders60
5.4.4.2Lack of skilled workforce60
5.4.4.3Uncertainty of cost benefits involved in adoption of electrical digital twins60
5.5TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS61
5.5.1REVENUE SHIFT AND NEW REVENUE POCKETS FOR ELECTRICAL DIGITAL TWIN PROVIDERS61
FIGURE 27REVENUE SHIFT FOR ELECTRICAL DIGITAL TWIN PROVIDERS61
5.6MARKET MAP62
FIGURE 28MARKET MAP: ELECTRICAL DIGITAL TWIN MARKET62
5.7VALUE CHAIN ANALYSIS62
FIGURE 29VALUE CHAIN ANALYSIS: ELECTRICAL DIGITAL TWIN MARKET63
5.7.1RESEARCH, DESIGN, AND DEVELOPMENT63
5.7.2ORIGINAL EQUIPMENT MANUFACTURERS (OEMS)63
5.7.3ELECTRICAL DIGITAL TWIN SOLUTION/SOFTWARE/SERVICE PROVIDERS63
5.7.4END USERS64
5.8TECHNOLOGY ANALYSIS64
5.8.1ELECTRICAL DIGITAL TWINS BASED ON DIFFERENT TECHNOLOGIES64
5.8.1.1Cloud/Software as a Service64
5.8.1.2Internet of Things (IoT) and Industrial Internet of Things (IIoT)64
5.8.1.3Blockchain64
5.8.1.4Artificial Intelligence (AI) and Machine Learning (ML)65
5.8.1.5Augmented Reality (AR)65
5.8.1.65G65
5.9ELECTRICAL DIGITAL TWIN MARKET: CODES AND REGULATIONS65
TABLE 2ELECTRICAL DIGITAL TWIN: CODES AND REGULATIONS66
5.10INNOVATIONS AND PATENT REGISTRATIONS67
TABLE 3ELECTRICAL DIGITAL TWIN: INNOVATIONS AND PATENT REGISTRATIONS, NOVEMBER 2016–SEPTEMBER 202167
5.11PORTER’S FIVE FORCES ANALYSIS70
FIGURE 30PORTER’S FIVE FORCES ANALYSIS FOR ELECTRICAL DIGITAL TWIN MARKET71
TABLE 4ELECTRICAL DIGITAL TWIN MARKET: PORTER’S FIVE FORCES ANALYSIS71
5.11.1THREAT OF SUBSTITUTES71
5.11.2BARGAINING POWER OF SUPPLIERS72
5.11.3BARGAINING POWER OF BUYERS72
5.11.4THREAT OF NEW ENTRANTS72
5.11.5INTENSITY OF COMPETITIVE RIVALRY73
5.12CASE STUDY ANALYSIS73
TABLE 5ELECTRICAL DIGITAL TWIN MARKET: CASE STUDY ANALYSIS73
6ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE75
6.1INTRODUCTION76
FIGURE 31ELECTRICAL DIGITAL TWIN MARKET SHARE, BY TWIN TYPE, 2020 (%)76
TABLE 6ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE, 2019–2026 (USD MILLION)77
6.2DIGITAL GAS & STEAM POWER PLANT77
6.2.1GROWING NEED TO ENHANCE EFFICIENCY AND REDUCE FUEL CONSUMPTION AND ENVIRONMENTAL EMISSIONS TO INCREASE IMPLEMENTATION OF DIGITAL GAS & STEAM POWER PLANTS77
TABLE 7ELECTRICAL DIGITAL TWIN MARKET FOR DIGITAL GAS & STEAM POWER PLANT, BY REGION, 2019–2026 (USD MILLION)78
6.3DIGITAL WIND FARM78
6.3.1GROWING NEED FOR ENHANCING TURBINE UPTIME TO DRIVE GROWTH OF DIGITAL WIND FARMS78
TABLE 8ELECTRICAL DIGITAL TWIN MARKET FOR DIGITAL WIND FIND, BY REGION, 2019–2026 (USD MILLION)79
6.4DIGITAL GRID79
6.4.1RISING NEED FOR INTEGRATING RENEWABLES WITH GRIDS TO BOOST DEMAND FOR PROCESS DIGITAL TWINS79
TABLE 9ELECTRICAL DIGITAL TWIN MARKET FOR DIGITAL GRID, BY REGION,
2019–2026 (USD MILLION)80
6.5DIGITAL HYDROPOWER PLANT80
6.5.1INCREASING FOCUS ON MAINTAINING INTEGRITY OF ASSETS TO DRIVE DEMAND FOR DIGITAL HYDROPOWER PLANTS80
TABLE 10ELECTRICAL DIGITAL TWIN MARKET FOR DIGITAL HYDROPOWER PLANT, BY REGION, 2019–2026 (USD MILLION)81
6.6DISTRIBUTED ENERGY RESOURCES81
6.6.1GROWING NEED FOR REAL-TIME MONITORING, CONTROLLING, AND OPTIMIZATION OF DISTRIBUTED ENERGY SOURCES TO BOOST GROWTH OF SEGMENT81
TABLE 11ELECTRICAL DIGITAL TWIN MARKET FOR DISTRIBUTED ENERGY RESOURCES, BY REGION, 2019–2026 (USD MILLION)82
7ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE83
7.1INTRODUCTION84
FIGURE 32ELECTRICAL DIGITAL TWIN MARKET SHARE, BY USAGE TYPE, 2020 (%)84
TABLE 12ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE,
2019–2026 (USD MILLION)84
7.2PRODUCT DIGITAL TWIN85
7.2.1GROWING NEED FOR ASSET MONITORING AND PERFORMANCE MANAGEMENT TO INCREASE IMPLEMENTATION OF ELECTRICAL PRODUCT DIGITAL TWINS85
TABLE 13PRODUCT ELECTRICAL DIGITAL TWIN MARKET, BY REGION,
2019–2026 (USD MILLION)85
7.3PROCESS DIGITAL TWIN85
7.3.1GROWING NEED FOR ENHANCING WORKFLOW EFFICIENCY AND PROCESS OPTIMIZATION TO DRIVE GROWTH OF PROCESS DIGITAL TWIN SEGMENT85
TABLE 14PROCESS ELECTRICAL DIGITAL TWIN MARKET, BY REGION,
2019–2026 (USD MILLION)86
7.4SYSTEM DIGITAL TWIN86
7.4.1GROWING NEED FOR ACHIEVING NETWORK-LEVEL OPTIMIZATION TO FUEL DEMAND FOR SYSTEM DIGITAL TWINS86
TABLE 15SYSTEM ELECTRICAL DIGITAL TWIN MARKET, BY REGION,
2019–2026 (USD MILLION)87
8ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE88
8.1INTRODUCTION89
FIGURE 33ELECTRICAL DIGITAL TWIN MARKET SHARE, BY DEPLOYMENT TYPE, 202089
TABLE 16ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE,
2019–2026 (USD MILLION)89
8.2ON-PREMISE90
8.2.1SECURITY CONCERNS RELATED TO SENSITIVE DATA TO FUEL DEMAND FOR ON-PREMISE DEPLOYMENT TYPE90
TABLE 17ELECTRICAL DIGITAL TWIN MARKET FOR ON-PREMISE DEPLOYMENT, BY REGION, 2019–2026 (USD MILLION)90
8.3CLOUD91
8.3.1EASE OF DEPLOYMENT, COST-EFFECTIVENESS, AND SCALABILITY TO DRIVE DEMAND FOR CLOUD DEPLOYMENT OF ELECTRICAL DIGITAL TWINS91
TABLE 18ELECTRICAL DIGITAL TWIN MARKET FOR CLOUD DEPLOYMENT, BY REGION, 2019–2026 (USD MILLION)91
9ELECTRICAL DIGITAL TWIN MARKET, BY END USER92
9.1INTRODUCTION93
FIGURE 34ELECTRICAL DIGITAL TWIN MARKET SHARE, BY END USER, 2020 (%)93
TABLE 19ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)93
9.2UTILITIES94
9.2.1GROWING ADOPTION OF RENEWABLE ENERGY AND ADVANCED DIGITAL TECHNOLOGIES TO DRIVE GROWTH OF UTILITIES SEGMENT94
TABLE 20ELECTRICAL DIGITAL TWIN MARKET FOR UTILITIES, BY REGION,
2019–2026 (USD MILLION)95
9.3GRID INFRASTRUCTURE OPERATORS95
9.3.1GROWING NEED FOR GRID MODERNIZATION TO BOOST GROWTH OF ELECTRICAL DIGITAL TWIN MARKET95
TABLE 21ELECTRICAL DIGITAL TWIN MARKET FOR GRID INFRASTRUCTURE OPERATORS, BY REGION, 2019–2026 (USD MILLION)96
10ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION97
10.1INTRODUCTION98
FIGURE 35ELECTRICAL DIGITAL TWIN MARKET SHARE, BY APPLICATION, 2020 (%)98
TABLE 22ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION,
2019–2026 (USD MILLION)98
10.2ASSET PERFORMANCE MANAGEMENT99
10.2.1GROWING NEED FOR CONTINUOUS MONITORING AND PREDICTIVE MAINTENANCE OF ASSETS TO DRIVE GROWTH OF ASSET PERFORMANCE MANAGEMENT SEGMENT99
10.2.1.1Equipment health99
10.2.1.2Reliability management100
10.2.1.3Maintenance optimization100
TABLE 23ELECTRICAL DIGITAL TWIN MARKET FOR ASSET PERFORMANCE MANAGEMENT, BY REGION, 2019–2026 (USD MILLION)100
10.3BUSINESS & OPERATIONS OPTIMIZATION101
10.3.1GROWING NEED FOR OPERATIONAL FLEXIBILITY AND REDUCING DOWNTIME TO BOOST GROWTH OF BUSINESS & OPERATIONS OPTIMIZATION SEGMENT101
10.3.1.1Operational flexibility101
10.3.1.2Outage management102
TABLE 24ELECTRICAL DIGITAL TWIN MARKET FOR BUSINESS & OPERATIONS OPTIMIZATION, BY REGION, 2019–2026 (USD MILLION)102
11GEOGRAPHIC ANALYSIS103
11.1INTRODUCTION104
FIGURE 36ELECTRICAL DIGITAL TWIN MARKET SHARE, BY REGION, 2020 (%)104
FIGURE 37NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET TO REGISTER HIGHEST CAGR FROM 2021 TO 2026105
TABLE 25ELECTRICAL DIGITAL TWIN MARKET, BY REGION, 2019–2026 (USD MILLION)105
11.2NORTH AMERICA106
FIGURE 38SNAPSHOT: NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET107
TABLE 26NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE,
2019–2026 (USD MILLION)107
TABLE 27NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE, 2019–2026 (USD MILLION)108
TABLE 28NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, 2019–2026 (USD MILLION)108
TABLE 29NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)108
TABLE 30NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION, 2019–2026 (USD MILLION)109
TABLE 31NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY COUNTRY,
2019–2026 (USD MILLION)109
11.2.1US109
11.2.1.1Initiatives to upgrade aging infrastructure and increasing federal and private investments to drive growth of US electrical digital twin market109
TABLE 32US ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)110
11.2.2CANADA110
11.2.2.1Growing adoption of renewables and advanced technologies to boost demand for electrical digital twins in Canada110
TABLE 33CANADA ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)111
11.2.3MEXICO111
11.2.3.1Increasing investments in renewables and decarbonization of Mexican power sector to fuel demand for electrical digital twins111
TABLE 34MEXICO ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)112
11.3EUROPE112
FIGURE 39SNAPSHOT: EUROPEAN ELECTRICAL DIGITAL TWIN MARKET113
TABLE 35EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE,
2019–2026 (USD MILLION)114
TABLE 36EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE,
2019–2026 (USD MILLION)114
TABLE 37EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE,
2019–2026 (USD MILLION)114
TABLE 38EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)115
TABLE 39EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION,
2019–2026 (USD MILLION)115
TABLE 40EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY COUNTRY,
2019–2026 (USD MILLION)115
11.3.1GERMANY116
11.3.1.1Growing need to ensure grid stability to drive growth of German market116
TABLE 41GERMANY ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)116
11.3.2UK117
11.3.2.1Growing demand for wind energy to increase deployment of electrical digital twins in UK117
TABLE 42UK ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)117
11.3.3FRANCE118
11.3.3.1Digitalization of legacy infrastructure and growing need for improving operational efficiency to boost demand for electrical digital twins in France118
TABLE 43FRANCE ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)118
11.3.4NORDIC COUNTRIES119
11.3.4.1Growing preference for real-time and remote monitoring of wind farms to boost market growth119
TABLE 44THE NORDIC COUNTRIES ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 2019–2026 (USD MILLION)119
11.3.5REST OF EUROPE120
TABLE 45REST OF EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)120
11.4ASIA PACIFIC120
TABLE 46ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE,
2019–2026 (USD MILLION)121
TABLE 47ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE,
2019–2026 (USD MILLION)121
TABLE 48ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, 2019–2026 (USD MILLION)122
TABLE 49ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)122
TABLE 50ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION,
2019–2026 (USD MILLION)122
TABLE 51ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY COUNTRY,
2019–2026 (USD MILLION)123
11.4.1CHINA123
11.4.1.1Increasing renewable capacity addition and development of electric vehicle charging infrastructure to fuel market growth123
TABLE 52CHINA ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)124
11.4.2JAPAN124
11.4.2.1Increasing private and public investments in renewable capacity addition to drive growth of electrical digital twin market in Japan124
TABLE 53JAPAN ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)125
11.4.3AUSTRALIA126
11.4.3.1Increasing demand for grid reliability and energy security to boost market growth in Australia126
TABLE 54AUSTRALIA ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)126
11.4.4REST OF ASIA PACIFIC127
TABLE 55REST OF ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 2019–2026 (USD MILLION)128
11.5SOUTH AMERICA128
TABLE 56SOUTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE,
2019–2026 (USD MILLION)129
TABLE 57SOUTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE, 2019–2026 (USD MILLION)129
TABLE 58SOUTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, 2019–2026 (USD MILLION)129
TABLE 59SOUTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)130
TABLE 60SOUTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION, 2019–2026 (USD MILLION)130
TABLE 61SOUTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY COUNTRY,
2019–2026 (USD MILLION)130
11.5.1BRAZIL131
11.5.1.1Increasing government-led investments to improve reliability of power generation, transmission, and distribution assets to fuel market growth131
TABLE 62BRAZIL ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)131
11.5.2ARGENTINA132
11.5.2.1Growing demand for renewable energy and need for improving operational efficiency to fuel demand for electrical digital twins in Argentina132
TABLE 63ARGENTINA ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)132
11.5.3REST OF SOUTH AMERICA133
TABLE 64REST OF SOUTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 2019–2026 (USD MILLION)133
11.6MIDDLE EAST & AFRICA133
TABLE 65MIDDLE EAST & AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE, 2019–2026 (USD MILLION)134
TABLE 66MIDDLE EAST & AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE, 2019–2026 (USD MILLION)135
TABLE 67MIDDLE EAST & AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, 2019–2026 (USD MILLION)135
TABLE 68MIDDLE EAST & AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 2019–2026 (USD MILLION)135
TABLE 69MIDDLE EAST & AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION, 2019–2026 (USD MILLION)135
TABLE 70MIDDLE EAST & AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY COUNTRY, 2019–2026 (USD MILLION)136
11.6.1SAUDI ARABIA136
11.6.1.1Grid modernization and digitalization initiatives to boost market growth in Saudi Arabia136
TABLE 71SAUDI ARABIA ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)137
11.6.2UAE137
11.6.2.1Rising investments in renewable energy and grid expansion projects to create demand for electrical digital twins in Argentina137
TABLE 72UAE ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)138
11.6.3SOUTH AFRICA139
11.6.3.1Growing need to prevent outages and improve energy efficiency to fuel growth of electrical digital twin market in South Africa139
TABLE 73SOUTH AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY END USER,
2019–2026 (USD MILLION)139
11.6.4REST OF MIDDLE EAST & AFRICA140
TABLE 74REST OF MIDDLE EAST & AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 2019–2026 (USD MILLION)140
12COMPETITIVE LANDSCAPE141
12.1KEY PLAYERS STRATEGIES141
TABLE 75OVERVIEW OF KEY STRATEGIES DEPLOYED BY TOP PLAYERS, JANUARY 2017–SEPTEMBER 2021141
12.2MARKET SHARE ANALYSIS OF TOP FIVE PLAYERS143
TABLE 76ELECTRICAL DIGITAL TWIN MARKET: DEGREE OF COMPETITION144
FIGURE 40ELECTRICAL DIGITAL TWIN MARKET SHARE ANALYSIS, 2020144
12.3REVENUE ANALYSIS OF TOP FIVE MARKET PLAYERS145
FIGURE 41TOP PLAYERS IN ELECTRICAL DIGITAL TWIN MARKET FROM 2016 TO 2020145
12.4COMPANY EVALUATION QUADRANT146
12.4.1STAR146
12.4.2PERVASIVE146
12.4.3EMERGING LEADER146
12.4.4PARTICIPANT146
FIGURE 42COMPETITIVE LEADERSHIP MAPPING: ELECTRICAL DIGITAL TWIN MARKET, 2020147
TABLE 77APPLICATION: COMPANY FOOTPRINT147
TABLE 78END USER: COMPANY FOOTPRINT148
TABLE 79REGION: COMPANY FOOTPRINT149
TABLE 80COMPANY FOOTPRINT150
12.5COMPETITIVE SCENARIO151
TABLE 81ELECTRICAL DIGITAL TWIN MARKET: PRODUCT LAUNCHES,
APRIL 2019–JULY 2021151
TABLE 82ELECTRICAL DIGITAL TWIN MARKET: DEALS, NOVEMBER 2019–JUNE 2021152
TABLE 83ELECTRICAL DIGITAL TWIN MARKET: OTHERS,
DECEMBER 2018–SEPTEMBER 2021153
13COMPANY PROFILES154
13.1KEY PLAYERS154
(Business and financial overview, Products offered, Recent developments, and MNM view)*
13.1.1ABB154
TABLE 84ABB: BUSINESS OVERVIEW154
FIGURE 43ABB: COMPANY SNAPSHOT155
TABLE 85ABB: PRODUCTS OFFERED155
TABLE 86ABB: PRODUCT LAUNCHES156
TABLE 87ABB: DEALS157
13.1.2AVEVA GROUP160
TABLE 88AVEVA: BUSINESS OVERVIEW160
FIGURE 44AVEVA GROUP: COMPANY SNAPSHOT160
TABLE 89AVEVA GROUP: PRODUCTS OFFERED161
TABLE 90AVEVA GROUP: DEALS162
13.1.3GENERAL ELECTRIC163
TABLE 91GENERAL ELECTRIC: BUSINESS OVERVIEW163
FIGURE 45GENERAL ELECTRIC: COMPANY SNAPSHOT164
TABLE 92GENERAL ELECTRIC: PRODUCTS OFFERED164
TABLE 93GENERAL ELECTRIC: PRODUCT LAUNCHES166
TABLE 94GENERAL ELECTRIC: DEALS168
TABLE 95GENERAL ELECTRIC: OTHERS169
13.1.4SIEMENS171
TABLE 96SIEMENS: BUSINESS OVERVIEW171
FIGURE 46SIEMENS: COMPANY SNAPSHOT172
TABLE 97SIEMENS: PRODUCTS OFFERED172
TABLE 98SIEMENS: PRODUCT LAUNCHES174
TABLE 99SIEMENS: DEALS174
13.1.5EMERSON176
TABLE 100EMERSON: BUSINESS OVERVIEW176
FIGURE 47EMERSON: COMPANY SNAPSHOT177
TABLE 101EMERSON: PRODUCTS OFFERED177
TABLE 102EMERSON: PRODUCT LAUNCHES178
TABLE 103EMERSON: DEALS178
13.1.6ETTEPLAN180
TABLE 104ETTEPLAN: BUSINESS OVERVIEW180
FIGURE 48ETTEPLAN: COMPANY SNAPSHOT181
TABLE 105ETTEPLAN: PRODUCTS OFFERED181
TABLE 106ETTEPLAN: DEALS182
TABLE 107ETTEPLAN: OTHERS182
13.1.7WIPRO183
TABLE 108WIPRO: BUSINESS OVERVIEW183
FIGURE 49WIPRO: COMPANY SNAPSHOT184
TABLE 109WIPRO: PRODUCTS OFFERED184
TABLE 110WIPRO: DEALS185
TABLE 111WIPRO: OTHERS185
13.1.8MIRCOSOFT186
TABLE 112MICROSOFT: BUSINESS OVERVIEW186
FIGURE 50MICROSOFT: COMPANY SNAPSHOT187
TABLE 113MICROSOFT: PRODUCTS OFFERED187
TABLE 114MICROSOFT: PRODUCT LAUNCHES188
TABLE 115MICROSOFT: DEALS188
13.1.9IBM189
TABLE 116IBM: BUSINESS OVERVIEW189
FIGURE 51IBM: COMPANY SNAPSHOT190
TABLE 117IBM: PRODUCTS OFFERED190
TABLE 118IBM: PRODUCT LAUNCHES191
TABLE 119IBM: DEALS191
13.1.10SCHNEIDER ELECTRIC193
TABLE 120SCHNEIDER ELECTRIC: BUSINESS OVERVIEW193
FIGURE 52SCHNEIDER ELECTRIC: COMPANY SNAPSHOT194
TABLE 121SCHNEIDER ELECTRIC: PRODUCTS OFFERED194
TABLE 122SCHNEIDER ELECTRIC: PRODUCT LAUNCHES195
TABLE 123SCHNEIDER ELECTRIC: DEALS195
13.1.11SAP196
TABLE 124SAP: BUSINESS OVERVIEW196
FIGURE 53SAP: COMPANY SNAPSHOT197
TABLE 125SAP: PRODUCTS OFFERED197
TABLE 126SAP: PRODUCT LAUNCHES198
TABLE 127SAP: DEALS198
13.1.12ANSYS199
TABLE 128ANSYS: BUSINESS OVERVIEW199
FIGURE 54ANSYS: COMPANY SNAPSHOT199
TABLE 129ANSYS: PRODUCTS OFFERED200
TABLE 130ANSYS: PRODUCT LAUNCHES200
TABLE 131ANSYS: DEALS200
13.1.13BENTLEY SYSTEMS202
TABLE 132BENTLEY SYSTEMS: BUSINESS OVERVIEW202
FIGURE 55BENTLEY SYSTEMS: COMPANY SNAPSHOT202
TABLE 133BENTLEY SYSTEMS: PRODUCTS OFFERED203
TABLE 134BENTLEY SYSTEMS: PRODUCT LAUNCHES203
TABLE 135BENTLEY SYSTEMS: DEALS204
13.1.14FUJITSU205
TABLE 136FUJITSU: BUSINESS OVERVIEW205
FIGURE 56FUJITSU: COMPANY SNAPSHOT206
TABLE 137FUJITSU: PRODUCTS OFFERED206
TABLE 138FUJITSU: PRODUCT LAUNCHES207
TABLE 139FUJITSU: OTHERS207
13.1.15ACPD SERVICES208
TABLE 140ACPD SERVICES: BUSINESS OVERVIEW208
TABLE 141ACPD SERVICES: PRODUCTS OFFERED208
13.2OTHER PLAYERS209
13.2.1ORACLE209
13.2.2SAS INSTITUTE210
13.2.3ALTAIR ENGINEERING211
13.2.4DNV212
13.2.5PHDSOFT212
*Details on Business and financial overview, Products offered, Recent developments, and MNM view might not be captured in case of unlisted companies.
14APPENDIX213
14.1INSIGHTS OF INDUSTRY EXPERTS213
14.2DISCUSSION GUIDE213
14.3NOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL218
14.4AVAILABLE CUSTOMIZATIONS220
14.5RELATED REPORTS220
14.6AUTHOR DETAILS221

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