マーケットレポート詳細
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電力産業向けデジタルツインの世界市場規模は2021年で8億ドル、2026年に13億ドル、市場の平均年成長率は12.2%で推移する見込みです。
電力向けデジタルツインを使用することによる計画外のダウンタイムと運用/保守コストの削減、電力セクターの運用効率と最適化の向上などは、同市場の推進要因に挙げることができるでしょう。 
レポートは電力産業向けデジタルツインの世界市場について2026年までの市場予測データ(金額US$)を掲載しています。同市場をさまざまな区分で細分化し、そのセグメント市場ごとの市場予測(ツインタイプ別市場、使用法別市場、等)を中心に構成されています。また競合状況、主要企業情報(15社)、バリューチェーン分析、ファイブフォース分析などの分析も加味し、電力産業向けデジタルツイン市場の動向および今後成長性を詳細にレポートしています。
【レポート構成概要】
・市場規模(US$)
・デジタルガス/蒸気発電所 
        ・デジタル風力発電所 
        ・デジタルグリッド 
        ・デジタル水力発電所 
        ・分散型エネルギー資源 
        ※(市場規模US$)
・製品デジタルツイン 
        ・プロセスデジタルツイン 
        ・システムデジタルツイン 
        ※(市場規模US$)
・オンプレミス 
        ・クラウド 
        ※(市場規模US$)
・ユーティリティ 
        ・グリッドインフラストラクチャオペレーター 
        ※(市場規模US$)
・資産パフォーマンス管理 
        ・ビジネスと運用の最適化 
        ※(市場規模US$)
北米 
        ・米国、カナダ、メキシコ 
        欧州 
        ・ドイツ、英国、フランス、北欧諸国 
        ・その他欧州 
        アジア太平洋 
        ・日本、中国、オーストラリア 
        ・その他アジア太平洋 
        南米 
        ・ブラジル、アルゼンチン 
        ・その他南米 
        中東アフリカ 
        ・サウジアラビア、UAE
        ・南アフリカ 
        ・その他中東アフリカ 
        ※地域別に全セグメント別の細分化データ掲載、詳細は目次参照 
        ※国別にエンドユーザー別の細分化データ掲載 
・市場ダイナミクス(ドライバー、障壁、機会、課題) 
        ・バリューチェーン分析 
        ・ファイブフォース分析 
        ・事例研究 
        ・市場シェア分析 
        ・競合状況 
・ABB   
        ・AVEVA GROUP           
        ・GENERAL ELECTRIC  
        ・SIEMENS        
        ・EMERSON      
        ・ETTEPLAN    
        ・WIPRO            
        ・MIRCOSOFT  
        ・IBM   
        ・SCHNEIDER ELECTRIC            
        ・SAP   
        ・ANSYS             
        ・BENTLEY SYSTEMS    
        ・富士通株式会社             
      ・ACPD SERVICES
(その他企業) 
        ・ORACLE         
        ・SAS INSTITUTE           
        ・ALTAIR ENGINEERING            
        ・DNV  
        ・PHDSOFT
(全217頁)
        【レポート詳細目次、データ項目一覧は当ページ下を参照ください】
1.1             STUDY OBJECTIVES 
        1.2             DEFINITION 
        1.3             INCLUSIONS AND  EXCLUSIONS 
        1.3.1              ELECTRICAL DIGITAL TWIN MARKET, BY  APPLICATION 
        1.4             MARKET SCOPE 
        1.4.1              ELECTRICAL DIGITAL TWIN MARKET:  SEGMENTATION 
        1.4.2              GEOGRAPHIC SCOPE 
        1.5             YEARS CONSIDERED 
        1.6             CURRENCY 
        1.7             LIMITATIONS 
        1.8             STAKEHOLDERS 
        1.9             SUMMARY OF CHANGES
2.1             RESEARCH DATA 
        ・       FIGURE 1.... ELECTRICAL DIGITAL TWIN MARKET: RESEARCH  DESIGN 
        2.2             MARKET BREAKDOWN AND  DATA TRIANGULATION 
        ・       FIGURE 2.......................... DATA TRIANGULATION METHODOLOGY 
        2.2.1              SECONDARY DATA 
        2.2.1.1            KEY DATA  FROM SECONDARY SOURCES 
        2.2.2              PRIMARY DATA 
        2.2.2.1            KEY DATA  FROM PRIMARY SOURCES 
        2.2.2.2            BREAKDOWN OF  PRIMARIES 
        2.3             MARKET SIZE ESTIMATION 
        2.3.1              BOTTOM-UP APPROACH 
        ・       FIGURE 3.... MARKET SIZE ESTIMATION METHODOLOGY:  BOTTOM-UP APPROACH 
        2.3.2              TOP-DOWN APPROACH
        ・       FIGURE 4..... MARKET SIZE ESTIMATION METHODOLOGY:  TOP-DOWN APPROACH 
        2.3.3              DEMAND SIDE METRICS 
        ・       FIGURE 5.......... MAIN METRICS CONSIDERED FOR ANALYSING  AND ASSESSING DEMAND FOR ELECTRICAL DIGITAL TWINS 
        2.3.3.1            DEMAND SIDE  CALCULATIONS 
        2.3.3.2            ASSUMPTIONS  FOR DEMAND SIDE ANALYSIS 
        2.3.4              SUPPLY SIDE ANALYSIS 
        ・       FIGURE 6....... KEY STEPS CONSIDERED FOR ASSESSING  SUPPLY OF ELECTRICAL DIGITAL TWINS 
        ・       FIGURE 7 ELECTRICAL DIGITAL TWIN MARKET: SUPPLY SIDE  ANALYSIS 
        2.3.4.1            SUPPLY SIDE  CALCULATIONS 
        2.3.4.2            ASSUMPTIONS  FOR SUPPLY SIDE 
        2.3.5              FORECAST
・       TABLE 1................. ELECTRICAL DIGITAL TWIN MARKET SNAPSHOT 
        ・       FIGURE 8... NORTH AMERICA DOMINATED ELECTRICAL DIGITAL TWIN  MARKET IN 2020 
        ・       FIGURE 9.......... DIGITAL GAS & STEAM POWER PLANT  SEGMENT TO ACCOUNT FOR LARGEST SHARE OF ELECTRICAL DIGITAL TWIN MARKET, BY TWIN  TYPE,  FROM 2021 TO 2026 
        ・       FIGURE 10.... SYSTEM DIGITAL TWIN SEGMENT TO LEAD  ELECTRICAL DIGITAL TWIN MARKET DURING FORECAST PERIOD 
        ・       FIGURE 11....... ON-PREMISE SEGMENT TO HOLD LARGER SHARE  OF ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, DURING FORECAST PERIOD 
        ・       FIGURE 12 UTILITIES SEGMENT TO ACCOUNT FOR LARGER SHARE OF  ELECTRICAL DIGITAL TWIN MARKET, BY END USER, DURING FORECAST PERIOD 
        ・       FIGURE 13........ ASSET PERFORMANCE MANAGEMENT SEGMENT TO  ACCOUNT FOR LARGEST SHARE OF ELECTRICAL DIGITAL TWIN MARKET, BY  APPLICATION,  FROM 2021 TO 2026
4.1             ATTRACTIVE  OPPORTUNITIES IN ELECTRICAL DIGITAL TWIN MARKET 
        ・       FIGURE 14.. INTEGRATION 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 2026 
        4.2             ELECTRICAL DIGITAL TWIN  MARKET, BY REGION 
        ・       FIGURE 15 NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET TO  EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 
        4.3             NORTH AMERICAN  ELECTRICAL DIGITAL TWIN MARKET,  BY TWIN  TYPE AND COUNTRY 
        ・       FIGURE 16.. DIGITAL GAS & STEAM POWER PLANT SEGMENT AND US  HELD LARGEST SHARES OF NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET IN 2020 
        4.4             ELECTRICAL DIGITAL TWIN  MARKET, BY TWIN TYPE 
        ・       FIGURE 17......... DIGITAL GAS & STEAM POWER PLANT  SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE, BY TWIN TYPE, BY 2026 
        4.5             ELECTRICAL DIGITAL TWIN  MARKET, BY USAGE TYPE 
        ・       FIGURE 18............. SYSTEM DIGITAL TWIN SEGMENT TO DOMINATE  ELECTRICAL DIGITAL TWIN MARKET, BY USAGE TYPE, IN 2026.. 48 
        4.6             ELECTRICAL DIGITAL TWIN  MARKET, BY DEPLOYMENT TYPE 
        ・       FIGURE 19............. CLOUD TO BE FASTEST-GROWING SEGMENT OF  ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, BY 2026 
        4.7             ELECTRICAL DIGITAL TWIN  MARKET, BY APPLICATION 
        ・       FIGURE 20........ ASSET PERFORMANCE MANAGEMENT SEGMENT TO  DOMINATE ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION, IN 2026 
        4.8             ELECTRICAL DIGITAL TWIN  MARKET, BY END USER 
        ・       FIGURE 21... UTILITIES SEGMENT TO DOMINATE ELECTRICAL DIGITAL  TWIN MARKET,  
        BY END USER, IN 2026
5.1             INTRODUCTION 
        5.2             COVID-19 HEALTH  ASSESSMENT 
        ・       FIGURE 22.......................... GLOBAL PROPAGATION OF COVID-19 
        ・       FIGURE 23........... PROPAGATION OF COVID-19 CASES IN  SELECTED COUNTRIES 
        5.3             COVID-19 ECONOMIC  ASSESSMENT 
        ・       FIGURE 24... REVISED GDP FOR SELECTED G20 COUNTRIES IN 2020 
        5.4             MARKET DYNAMICS 
        ・       FIGURE 25............... ELECTRICAL DIGITAL TWIN MARKET: DRIVERS,  RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 
        5.4.1              DRIVERS 
        5.4.1.1            INTEGRATION  OF VARIABLE RENEWABLE ENERGY AND DECENTRALIZATION OF DISTRIBUTED ENERGY  RESOURCES USING ELECTRICAL DIGITAL TWINS 
        ・       FIGURE 26.. GLOBAL POWER GENERATION, BY SOURCE, 2010–2020 
        5.4.1.2            INCREASE IN  EFFICIENCY AND OPTIMIZATION OF OPERATIONS OF POWER SECTOR 
        5.4.1.3            REDUCTION IN  UNPLANNED DOWNTIME AND OPERATION & MAINTENANCE COSTS.. 55 
        5.4.2              RESTRAINTS 
        5.4.2.1            SYSTEM  COMPLEXITIES AND AVAILABILITY OF ACCURATE MATHEMATICAL MODELS 
        5.4.2.2            DATA PRIVACY  AND SECURITY CONCERNS DUE TO USE OF IOT AND CLOUD PLATFORMS 
        5.4.3              OPPORTUNITIES 
        5.4.3.1            EMERGENCE OF  ENERGY 4.0 AND ADOPTION OF ADVANCED TECHNOLOGIES FOR IMPLEMENTATION OF DIGITAL  TWIN APPLICATIONS 
        5.4.3.2            ACHIEVING  NETWORK-LEVEL OPTIMIZATION 
        5.4.3.3            ACCELERATED  DIGITAL TRANSFORMATION ACROSS POWER SECTOR DUE TO COVID-19 
        5.4.4              CHALLENGES 
        5.4.4.1            LIMITED  SUPPORT FOR DEPLOYMENT FROM STAKEHOLDERS 
        5.4.4.2            LACK OF  SKILLED WORKFORCE 
        5.4.4.3            UNCERTAINTY  OF COST BENEFITS INVOLVED IN ADOPTION OF ELECTRICAL DIGITAL TWINS 
        5.5             TRENDS/DISRUPTIONS  IMPACTING CUSTOMER’S BUSINESS 
        5.5.1              REVENUE SHIFT AND NEW REVENUE POCKETS  FOR ELECTRICAL DIGITAL TWIN PROVIDERS 
        ・       FIGURE 27............. REVENUE SHIFT FOR ELECTRICAL DIGITAL  TWIN PROVIDERS 
        5.6             MARKET MAP 
        ・       FIGURE 28.......... MARKET MAP: ELECTRICAL DIGITAL TWIN  MARKET 
        5.7             VALUE CHAIN ANALYSIS.. 62 
        ・       FIGURE 29........ VALUE CHAIN ANALYSIS: ELECTRICAL DIGITAL  TWIN MARKET 
        5.7.1              RESEARCH, DESIGN, AND DEVELOPMENT 
        5.7.2              ORIGINAL EQUIPMENT MANUFACTURERS (OEMS) 
        5.7.3              ELECTRICAL DIGITAL TWIN  SOLUTION/SOFTWARE/SERVICE PROVIDERS 
        5.7.4              END USERS 
        5.8             TECHNOLOGY ANALYSIS 
        5.8.1              ELECTRICAL DIGITAL TWINS BASED ON  DIFFERENT TECHNOLOGIES 
        5.8.1.1            CLOUD/SOFTWARE  AS A SERVICE 
        5.8.1.2            INTERNET OF  THINGS (IOT) AND INDUSTRIAL INTERNET OF THINGS (IIOT) 
        5.8.1.3            BLOCKCHAIN 
        5.8.1.4            ARTIFICIAL  INTELLIGENCE (AI) AND MACHINE LEARNING (ML) 
        5.8.1.5            AUGMENTED  REALITY (AR) 
        5.8.1.6            5G 
        5.9             ELECTRICAL DIGITAL TWIN  MARKET: CODES AND REGULATIONS 
        ・       TABLE 2........ ELECTRICAL DIGITAL TWIN: CODES AND  REGULATIONS 
        5.10          INNOVATIONS AND PATENT REGISTRATIONS 
        ・       TABLE 3........ ELECTRICAL DIGITAL TWIN: INNOVATIONS AND  PATENT REGISTRATIONS, NOVEMBER 2016–SEPTEMBER 2021 
        5.11          PORTER’S FIVE FORCES ANALYSIS 
        ・       FIGURE 30........ PORTER’S FIVE FORCES ANALYSIS FOR  ELECTRICAL DIGITAL TWIN MARKET 
        ・       TABLE 4 ELECTRICAL DIGITAL TWIN MARKET: PORTER’S FIVE  FORCES ANALYSIS 
        5.11.1            THREAT OF  SUBSTITUTES 
        5.11.2            BARGAINING  POWER OF SUPPLIERS 
        5.11.3            BARGAINING  POWER OF BUYERS 
        5.11.4            THREAT  OF NEW ENTRANTS 
        5.11.5            INTENSITY  OF COMPETITIVE RIVALRY 
        5.12          CASE STUDY ANALYSIS.. 73 
        ・       TABLE 5.. ELECTRICAL DIGITAL TWIN MARKET: CASE STUDY ANALYSIS
6.1             INTRODUCTION 
        ・       FIGURE 31 ELECTRICAL DIGITAL TWIN MARKET SHARE, BY TWIN TYPE,  2020 (%) 
        ・       TABLE 6.... ELECTRICAL DIGITAL TWIN MARKET, BY TWIN  TYPE, 2019–2026 (USD MILLION) 
        6.2             DIGITAL GAS & STEAM  POWER PLANT 
        6.2.1              GROWING NEED TO ENHANCE EFFICIENCY AND  REDUCE FUEL CONSUMPTION AND ENVIRONMENTAL EMISSIONS TO INCREASE IMPLEMENTATION  OF DIGITAL GAS & STEAM POWER PLANTS 
        ・       TABLE 7....... ELECTRICAL DIGITAL TWIN MARKET FOR  DIGITAL GAS & STEAM POWER PLANT,  BY  REGION, 2019–2026 (USD MILLION) 
        6.3             DIGITAL WIND FARM 
        6.3.1              GROWING NEED FOR ENHANCING TURBINE  UPTIME TO DRIVE GROWTH OF DIGITAL WIND FARMS 
        ・       TABLE 8 ELECTRICAL DIGITAL TWIN MARKET FOR DIGITAL WIND  FIND, BY REGION,  2019–2026 (USD MILLION) 
        6.4             DIGITAL GRID 
        6.4.1              RISING NEED FOR INTEGRATING RENEWABLES  WITH GRIDS TO BOOST DEMAND FOR PROCESS DIGITAL TWINS 
        ・       TABLE 9.... ELECTRICAL DIGITAL TWIN MARKET FOR  DIGITAL GRID, BY REGION,  
        2019–2026 (USD MILLION) 
        6.5             DIGITAL HYDROPOWER  PLANT 
        6.5.1              INCREASING FOCUS ON MAINTAINING  INTEGRITY OF ASSETS TO DRIVE DEMAND FOR DIGITAL HYDROPOWER PLANTS 
        ・       TABLE 10.............. ELECTRICAL DIGITAL TWIN MARKET FOR  DIGITAL HYDROPOWER PLANT, BY REGION, 2019–2026 (USD MILLION) 
        6.6             DISTRIBUTED ENERGY  RESOURCES 
        6.6.1              GROWING NEED FOR REAL-TIME MONITORING,  CONTROLLING, AND OPTIMIZATION OF DISTRIBUTED ENERGY SOURCES TO BOOST GROWTH OF  SEGMENT 
        ・       TABLE 11....... ELECTRICAL DIGITAL TWIN MARKET FOR  DISTRIBUTED ENERGY RESOURCES, BY REGION, 2019–2026 (USD MILLION)
7.1             INTRODUCTION 
        ・       FIGURE 32..... ELECTRICAL DIGITAL TWIN MARKET SHARE, BY  USAGE TYPE, 2020 (%) 
        ・       TABLE 12......... ELECTRICAL DIGITAL TWIN MARKET, BY USAGE  TYPE, 
        2019–2026 (USD MILLION) 
        7.2             PRODUCT DIGITAL TWIN 
        7.2.1              GROWING NEED FOR ASSET MONITORING AND  PERFORMANCE MANAGEMENT TO INCREASE IMPLEMENTATION OF ELECTRICAL PRODUCT DIGITAL  TWINS 
        ・       TABLE 13. PRODUCT ELECTRICAL DIGITAL TWIN MARKET, BY REGION,
        2019–2026 (USD MILLION) 
        7.3             PROCESS DIGITAL TWIN 
        7.3.1              GROWING NEED FOR ENHANCING WORKFLOW  EFFICIENCY AND PROCESS OPTIMIZATION TO DRIVE GROWTH OF PROCESS DIGITAL TWIN  SEGMENT 
        ・       TABLE 14. PROCESS ELECTRICAL DIGITAL TWIN MARKET, BY REGION, 
        2019–2026 (USD MILLION) 
        7.4             SYSTEM DIGITAL TWIN 
        7.4.1              GROWING NEED FOR ACHIEVING NETWORK-LEVEL  OPTIMIZATION TO FUEL DEMAND FOR SYSTEM DIGITAL TWINS 
        ・       TABLE 15... SYSTEM ELECTRICAL DIGITAL TWIN MARKET, BY REGION, 
        2019–2026 (USD MILLION)
8.1             INTRODUCTION 
        ・       FIGURE 33.............. ELECTRICAL DIGITAL TWIN MARKET SHARE, BY  DEPLOYMENT TYPE, 2020 
        ・       TABLE 16 ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, 
        2019–2026 (USD MILLION) 
        8.2             ON-PREMISE 
        8.2.1              SECURITY CONCERNS RELATED TO SENSITIVE  DATA TO FUEL DEMAND FOR ON-PREMISE DEPLOYMENT TYPE 
        ・       TABLE 17....... ELECTRICAL DIGITAL TWIN MARKET FOR  ON-PREMISE DEPLOYMENT, BY REGION,   2019–2026 (USD MILLION) 
        8.3             CLOUD 
        8.3.1              EASE OF DEPLOYMENT, COST-EFFECTIVENESS,  AND SCALABILITY TO DRIVE DEMAND FOR CLOUD DEPLOYMENT OF ELECTRICAL DIGITAL  TWINS 
        ・       TABLE 18............... ELECTRICAL DIGITAL TWIN MARKET FOR CLOUD  DEPLOYMENT, BY REGION,  2019–2026 (USD  MILLION)
9.1             INTRODUCTION 
        ・       FIGURE 34 ELECTRICAL DIGITAL TWIN MARKET SHARE, BY END USER,  2020 (%) 
        ・       TABLE 19........... ELECTRICAL DIGITAL TWIN MARKET, BY END  USER, 
        2019–2026 (USD MILLION) 
        9.2             UTILITIES 
        9.2.1              GROWING ADOPTION OF RENEWABLE ENERGY AND  ADVANCED DIGITAL TECHNOLOGIES TO DRIVE GROWTH OF UTILITIES SEGMENT 
        ・       TABLE 20........ ELECTRICAL DIGITAL TWIN MARKET FOR  UTILITIES, BY REGION, 
        2019–2026 (USD MILLION) 
        9.3             GRID INFRASTRUCTURE  OPERATORS 
        9.3.1              GROWING NEED FOR GRID MODERNIZATION TO  BOOST GROWTH OF ELECTRICAL DIGITAL TWIN MARKET 
        ・       TABLE 21................. ELECTRICAL DIGITAL TWIN MARKET FOR GRID  INFRASTRUCTURE OPERATORS,  BY REGION,  2019–2026 (USD MILLION)
10.1          INTRODUCTION 
        ・       FIGURE 35.............. ELECTRICAL DIGITAL TWIN MARKET SHARE, BY  APPLICATION, 2020 (%) 
        ・       TABLE 22....... ELECTRICAL DIGITAL TWIN MARKET, BY  APPLICATION, 
        2019–2026 (USD MILLION) 
        10.2          ASSET PERFORMANCE  MANAGEMENT 
        10.2.1            GROWING NEED FOR CONTINUOUS MONITORING  AND PREDICTIVE MAINTENANCE OF ASSETS TO DRIVE GROWTH OF ASSET PERFORMANCE  MANAGEMENT SEGMENT 
        10.2.1.1          EQUIPMENT  HEALTH 
        10.2.1.2          RELIABILITY  MANAGEMENT 
        10.2.1.3          MAINTENANCE  OPTIMIZATION 
        ・       TABLE 23................ ELECTRICAL DIGITAL TWIN MARKET FOR ASSET  PERFORMANCE MANAGEMENT,  BY REGION,  2019–2026 (USD MILLION) 
        10.3          BUSINESS &  OPERATIONS OPTIMIZATION 
        10.3.1            GROWING NEED FOR OPERATIONAL FLEXIBILITY  AND REDUCING DOWNTIME TO BOOST GROWTH OF BUSINESS & OPERATIONS OPTIMIZATION  SEGMENT 
        10.3.1.1          OPERATIONAL  FLEXIBILITY 
        10.3.1.2          OUTAGE  MANAGEMENT 
        ・       TABLE 24........ ELECTRICAL DIGITAL TWIN MARKET FOR  BUSINESS & OPERATIONS OPTIMIZATION,   BY REGION, 2019–2026 (USD MILLION)
11.1          INTRODUCTION 
        ・       FIGURE 36... ELECTRICAL DIGITAL TWIN MARKET SHARE, BY REGION,  2020 (%) 
        ・       FIGURE 37 NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET TO  REGISTER HIGHEST CAGR FROM 2021 TO 2026 
        ・       TABLE 25..... ELECTRICAL DIGITAL TWIN MARKET, BY  REGION, 2019–2026 (USD MILLION) 
        11.2          NORTH AMERICA 
        ・       FIGURE 38 SNAPSHOT: NORTH AMERICAN ELECTRICAL DIGITAL TWIN  MARKET 
        ・       TABLE 26... NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY  TWIN TYPE,  
        2019–2026 (USD MILLION) 
        ・       TABLE 27... NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY  USAGE TYPE,  2019–2026 (USD MILLION) 
        ・       TABLE 28... NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY  DEPLOYMENT TYPE,  2019–2026 (USD MILLION) 
        ・       TABLE 29... NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY  END USER,  
        2019–2026 (USD MILLION) 
        ・       TABLE 30... NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY  APPLICATION,  2019–2026 (USD MILLION) 
        ・       TABLE 31... NORTH AMERICA ELECTRICAL DIGITAL TWIN MARKET, BY  COUNTRY,  
        2019–2026 (USD MILLION) 
        11.2.1            US 
        11.2.1.1          INITIATIVES TO  UPGRADE AGING INFRASTRUCTURE AND INCREASING FEDERAL AND PRIVATE INVESTMENTS TO  DRIVE GROWTH OF US ELECTRICAL DIGITAL TWIN MARKET 
        ・       TABLE 32....... US ELECTRICAL DIGITAL TWIN MARKET, BY  END USER, 
        2019–2026 (USD MILLION) 
        11.2.2            CANADA 
        11.2.2.1          GROWING  ADOPTION OF RENEWABLES AND ADVANCED TECHNOLOGIES TO BOOST DEMAND FOR ELECTRICAL  DIGITAL TWINS IN CANADA 
        ・       TABLE 33 CANADA ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 
        2019–2026 (USD MILLION) 
        11.2.3            MEXICO 
        11.2.3.1          INCREASING  INVESTMENTS IN RENEWABLES AND DECARBONIZATION OF MEXICAN POWER SECTOR TO FUEL  DEMAND FOR ELECTRICAL DIGITAL TWINS 
        ・       TABLE 34 MEXICO ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 
        2019–2026 (USD MILLION) 
        11.3          EUROPE 
        ・       FIGURE 39......... SNAPSHOT: EUROPEAN ELECTRICAL DIGITAL  TWIN MARKET 
        ・       TABLE 35 EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY TWIN  TYPE,  
        2019–2026 (USD MILLION) 
        ・       TABLE 36..... EUROPE ELECTRICAL DIGITAL TWIN MARKET,  BY USAGE TYPE, 
        2019–2026 (USD MILLION) 
        ・       TABLE 37............... EUROPE ELECTRICAL DIGITAL TWIN MARKET,  BY DEPLOYMENT TYPE,  
        2019–2026 (USD MILLION) 
        ・       TABLE 38 EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 
        2019–2026 (USD MILLION) 
        ・       TABLE 39............... EUROPE ELECTRICAL DIGITAL TWIN MARKET,  BY APPLICATION,  
        2019–2026 (USD MILLION) 
        ・       TABLE 40. EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY COUNTRY,
        2019–2026 (USD MILLION) 
        11.3.1            GERMANY 
        11.3.1.1          GROWING NEED  TO ENSURE GRID STABILITY TO DRIVE GROWTH OF GERMAN MARKET 
        ・       TABLE 41...... GERMANY ELECTRICAL DIGITAL TWIN MARKET,  BY END USER, 
        2019–2026 (USD MILLION) 
        11.3.2            UK 
        11.3.2.1          GROWING DEMAND  FOR WIND ENERGY TO INCREASE DEPLOYMENT OF ELECTRICAL DIGITAL TWINS IN UK 
        ・       TABLE 42....... UK ELECTRICAL DIGITAL TWIN MARKET, BY  END USER, 
        2019–2026 (USD MILLION) 
        11.3.3            FRANCE 
        11.3.3.1          DIGITALIZATION  OF LEGACY INFRASTRUCTURE AND GROWING NEED FOR IMPROVING OPERATIONAL EFFICIENCY  TO BOOST DEMAND FOR ELECTRICAL DIGITAL TWINS IN FRANCE. 118 
        ・       TABLE 43 FRANCE ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 
        2019–2026 (USD MILLION) 
        11.3.4            NORDIC COUNTRIES.. 119 
        11.3.4.1          GROWING  PREFERENCE FOR REAL-TIME AND REMOTE MONITORING OF WIND FARMS TO BOOST MARKET  GROWTH 
        ・       TABLE 44.......... THE NORDIC COUNTRIES ELECTRICAL DIGITAL  TWIN MARKET, BY END USER,  2019–2026 (USD  MILLION) 
        11.3.5            REST OF EUROPE 
        ・       TABLE 45... REST OF EUROPE ELECTRICAL DIGITAL TWIN MARKET, BY  END USER,  
        2019–2026 (USD MILLION) 
        11.4          ASIA PACIFIC 
        ・       TABLE 46. ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY  TWIN TYPE,  
        2019–2026 (USD MILLION) 
        ・       TABLE 47........ ASIA PACIFIC ELECTRICAL DIGITAL TWIN  MARKET, BY USAGE TYPE,  
        2019–2026 (USD MILLION) 
        ・       TABLE 48........ ASIA PACIFIC ELECTRICAL DIGITAL TWIN  MARKET, BY DEPLOYMENT TYPE,  2019–2026  (USD MILLION) 
        ・       TABLE 49.. ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET, BY END  USER,  
        2019–2026 (USD MILLION) 
        ・       TABLE 50........ ASIA PACIFIC ELECTRICAL DIGITAL TWIN  MARKET, BY APPLICATION, 
        2019–2026 (USD MILLION) 
        ・       TABLE 51........ ASIA PACIFIC ELECTRICAL DIGITAL TWIN  MARKET, BY COUNTRY, 
        2019–2026 (USD MILLION) 
        11.4.1            CHINA 
        11.4.1.1          INCREASING  RENEWABLE CAPACITY ADDITION AND DEVELOPMENT OF ELECTRIC VEHICLE CHARGING  INFRASTRUCTURE TO FUEL MARKET GROWTH 
        ・       TABLE 52.. CHINA ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 
        2019–2026 (USD MILLION) 
        11.4.2            JAPAN 
        11.4.2.1          INCREASING  PRIVATE AND PUBLIC INVESTMENTS IN RENEWABLE CAPACITY ADDITION TO DRIVE GROWTH  OF ELECTRICAL DIGITAL TWIN MARKET IN JAPAN 
        ・       TABLE 53.. JAPAN ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 
        2019–2026 (USD MILLION) 
        11.4.3            AUSTRALIA 
        11.4.3.1          INCREASING  DEMAND FOR GRID RELIABILITY AND ENERGY SECURITY TO BOOST MARKET GROWTH IN  AUSTRALIA 
        ・       TABLE 54..... AUSTRALIA ELECTRICAL DIGITAL TWIN  MARKET, BY END USER, 
        2019–2026 (USD MILLION) 
        11.4.4            REST OF ASIA PACIFIC 
        ・       TABLE 55. REST OF ASIA PACIFIC ELECTRICAL DIGITAL TWIN MARKET,  BY END USER,  2019–2026 (USD MILLION) 
        11.5          SOUTH AMERICA 
        ・       TABLE 56.... SOUTH AMERICA ELECTRICAL DIGITAL TWIN  MARKET, BY TWIN TYPE,  
        2019–2026 (USD MILLION) 
        ・       TABLE 57.... SOUTH AMERICA ELECTRICAL DIGITAL TWIN  MARKET, BY USAGE TYPE,  2019–2026 (USD  MILLION) 
        ・       TABLE 58.... SOUTH AMERICA ELECTRICAL DIGITAL TWIN  MARKET, BY DEPLOYMENT TYPE,  2019–2026  (USD MILLION) 
        ・       TABLE 59.... SOUTH AMERICA ELECTRICAL DIGITAL TWIN  MARKET, BY END USER,  
        2019–2026 (USD MILLION) 
        ・       TABLE 60.... SOUTH AMERICA ELECTRICAL DIGITAL TWIN  MARKET, BY APPLICATION,  2019–2026 (USD  MILLION) 
        ・        TABLE 61.... SOUTH AMERICA ELECTRICAL DIGITAL TWIN  MARKET, BY COUNTRY, 
        2019–2026 (USD MILLION) 
        11.5.1            BRAZIL 
        11.5.1.1          INCREASING  GOVERNMENT-LED INVESTMENTS TO IMPROVE RELIABILITY OF POWER GENERATION,  TRANSMISSION, AND DISTRIBUTION ASSETS TO FUEL MARKET GROWTH 
        ・       TABLE 62. BRAZIL ELECTRICAL DIGITAL TWIN MARKET, BY END USER, 
        2019–2026 (USD MILLION) 
        11.5.2            ARGENTINA 
        11.5.2.1          GROWING DEMAND  FOR RENEWABLE ENERGY AND NEED FOR IMPROVING OPERATIONAL EFFICIENCY TO FUEL  DEMAND FOR ELECTRICAL DIGITAL TWINS IN ARGENTINA 
        ・       TABLE 63.... ARGENTINA ELECTRICAL DIGITAL TWIN  MARKET, BY END USER,  
        2019–2026 (USD MILLION) 
        11.5.3            REST OF SOUTH AMERICA 
        ・       TABLE 64........ REST OF SOUTH AMERICA ELECTRICAL DIGITAL  TWIN MARKET, BY END USER,  2019–2026 (USD  MILLION) 
        11.6          MIDDLE EAST &  AFRICA 
        ・       TABLE 65........... MIDDLE EAST & AFRICA ELECTRICAL  DIGITAL TWIN MARKET, BY TWIN TYPE,   2019–2026 (USD MILLION) 
        ・       TABLE 66........... MIDDLE EAST & AFRICA ELECTRICAL  DIGITAL TWIN MARKET, BY USAGE TYPE,   2019–2026 (USD MILLION) 
        ・       TABLE 67........... MIDDLE EAST & AFRICA ELECTRICAL  DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE,   2019–2026 (USD MILLION) 
        ・       TABLE 68........... MIDDLE EAST & AFRICA ELECTRICAL  DIGITAL TWIN MARKET, BY END USER,   2019–2026 (USD MILLION) 
        ・       TABLE 69........... MIDDLE EAST & AFRICA ELECTRICAL  DIGITAL TWIN MARKET, BY APPLICATION,   2019–2026 (USD MILLION) 
        ・       TABLE 70........... MIDDLE EAST & AFRICA ELECTRICAL  DIGITAL TWIN MARKET, BY COUNTRY,   2019–2026 (USD MILLION) 
        11.6.1            SAUDI ARABIA 
        11.6.1.1          GRID  MODERNIZATION AND DIGITALIZATION INITIATIVES TO BOOST MARKET GROWTH IN SAUDI  ARABIA 
        ・       TABLE 71. SAUDI ARABIA ELECTRICAL DIGITAL TWIN MARKET, BY END  USER,  
        2019–2026 (USD MILLION) 
        11.6.2            UAE 
        11.6.2.1          RISING  INVESTMENTS IN RENEWABLE ENERGY AND GRID EXPANSION PROJECTS TO CREATE DEMAND  FOR ELECTRICAL DIGITAL TWINS IN ARGENTINA 
        ・       TABLE 72..... UAE ELECTRICAL DIGITAL TWIN MARKET, BY  END USER, 
        2019–2026 (USD MILLION) 
        11.6.3            SOUTH AFRICA 
        11.6.3.1          GROWING NEED  TO PREVENT OUTAGES AND IMPROVE ENERGY EFFICIENCY TO FUEL GROWTH OF ELECTRICAL  DIGITAL TWIN MARKET IN SOUTH AFRICA 
        ・       TABLE 73 SOUTH AFRICA ELECTRICAL DIGITAL TWIN MARKET, BY END  USER,
        2019–2026 (USD MILLION) 
        11.6.4            REST OF MIDDLE EAST & AFRICA 
        ・       TABLE 74 REST OF MIDDLE EAST & AFRICA ELECTRICAL DIGITAL  TWIN MARKET, BY END USER, 2019–2026 (USD MILLION)
12.1          KEY PLAYERS STRATEGIES 
        ・       TABLE 75 OVERVIEW OF KEY STRATEGIES DEPLOYED BY TOP  PLAYERS,  JANUARY 2017–SEPTEMBER 2021 
        12.2          MARKET SHARE ANALYSIS  OF TOP FIVE PLAYERS 
        ・       TABLE 76............... ELECTRICAL DIGITAL TWIN MARKET: DEGREE  OF COMPETITION 
        ・       FIGURE 40..... ELECTRICAL DIGITAL TWIN MARKET SHARE  ANALYSIS, 2020 
        12.3          REVENUE ANALYSIS OF TOP  FIVE MARKET PLAYERS 
        ・       FIGURE 41 TOP PLAYERS IN ELECTRICAL DIGITAL TWIN MARKET FROM  2016 TO 2020 
        12.4          COMPANY EVALUATION  QUADRANT 
        12.4.1            STAR 
        12.4.2            PERVASIVE 
        12.4.3            EMERGING LEADER.. 146 
        12.4.4            PARTICIPANT 
        ・       FIGURE 42......... COMPETITIVE LEADERSHIP MAPPING:  ELECTRICAL DIGITAL TWIN  MARKET, 2020 
        ・       TABLE 77............................. APPLICATION: COMPANY FOOTPRINT 
        ・       TABLE 78................................ END USER: COMPANY FOOTPRINT 
        ・       TABLE 79................................... REGION: COMPANY FOOTPRINT 
        ・       TABLE 80............................................... COMPANY FOOTPRINT. 150 
        12.5          COMPETITIVE SCENARIO.. 151 
        ・       TABLE 81. ELECTRICAL DIGITAL TWIN MARKET: PRODUCT LAUNCHES, 
        APRIL 2019–JULY 2021 
        ・       TABLE 82.... ELECTRICAL DIGITAL TWIN MARKET: DEALS,  NOVEMBER 2019–JUNE 2021 
        ・       TABLE 83.................. ELECTRICAL DIGITAL TWIN MARKET: OTHERS, 
        DECEMBER 2018–SEPTEMBER 2021
13.1          KEY PLAYERS
        (BUSINESS  AND FINANCIAL OVERVIEW, PRODUCTS OFFERED, RECENT DEVELOPMENTS, AND MNM VIEW)*
        13.1.1            ABB 
        ・       TABLE 84......................................... ABB: BUSINESS OVERVIEW 
        ・       FIGURE 43...................................... ABB: COMPANY SNAPSHOT 
        ・       TABLE 85......................................... ABB: PRODUCTS OFFERED 
        ・       TABLE 86......................................... ABB: PRODUCT LAUNCHES 
        ・       TABLE 87............................................................ ABB: DEALS 
        13.1.2            AVEVA GROUP 
        ・       TABLE 88...................................... AVEVA: BUSINESS OVERVIEW 
        ・       FIGURE 44.......................... AVEVA GROUP: COMPANY SNAPSHOT 
        ・       TABLE 89............................. AVEVA GROUP: PRODUCTS OFFERED 
        ・       TABLE 90............................................... AVEVA GROUP: DEALS 
        13.1.3            GENERAL ELECTRIC.. 163 
        ・       TABLE 91..................... GENERAL ELECTRIC: BUSINESS OVERVIEW 
        ・       FIGURE 45................... GENERAL ELECTRIC: COMPANY SNAPSHOT 
        ・       TABLE 92...................... GENERAL ELECTRIC: PRODUCTS OFFERED 
        ・       TABLE 93..................... GENERAL ELECTRIC: PRODUCT LAUNCHES 
        ・       TABLE 94......................................... GENERAL ELECTRIC: DEALS 
        ・       TABLE 95...................................... GENERAL ELECTRIC: OTHERS 
        13.1.4            SIEMENS 
        ・       TABLE 96.................................. SIEMENS: BUSINESS OVERVIEW 
        ・       FIGURE 46................................ SIEMENS: COMPANY SNAPSHOT 
        ・       TABLE 97................................... SIEMENS: PRODUCTS OFFERED 
        ・       TABLE 98.................................. SIEMENS: PRODUCT LAUNCHES 
        ・       TABLE 99...................................................... SIEMENS: DEALS 
        13.1.5            EMERSON 
        ・       TABLE 100............................... EMERSON: BUSINESS OVERVIEW 
        ・       FIGURE 47............................... EMERSON: COMPANY SNAPSHOT 
        ・       TABLE 101................................ EMERSON: PRODUCTS OFFERED 
        ・       TABLE 102............................... EMERSON: PRODUCT LAUNCHES 
        ・       TABLE 103................................................... EMERSON: DEALS 
        13.1.6            ETTEPLAN 
        ・       TABLE 104................................ ETTEPLAN: BUSINESS OVERVIEW 
        ・       FIGURE 48............................... ETTEPLAN: COMPANY SNAPSHOT 
        ・       TABLE 105................................ ETTEPLAN: PRODUCTS OFFERED 
        ・       TABLE 106................................................... ETTEPLAN: DEALS.. 182 
        ・       TABLE 107................................................. ETTEPLAN: OTHERS.. 182 
        13.1.7            WIPRO 
        ・       TABLE 108.................................... WIPRO: BUSINESS OVERVIEW 
        ・       FIGURE 49................................... WIPRO: COMPANY SNAPSHOT 
        ・       TABLE 109.................................... WIPRO: PRODUCTS OFFERED 
        ・       TABLE 110....................................................... WIPRO: DEALS 
        ・       TABLE 111..................................................... WIPRO: OTHERS 
        13.1.8            MIRCOSOFT 
        ・       TABLE 112............................. MICROSOFT: BUSINESS OVERVIEW 
        ・       FIGURE 50............................ MICROSOFT: COMPANY SNAPSHOT 
        ・       TABLE 113.............................. MICROSOFT: PRODUCTS OFFERED 
        ・       TABLE 114............................. MICROSOFT: PRODUCT LAUNCHES 
        ・       TABLE 115................................................ MICROSOFT: DEALS.. 188 
        13.1.9            IBM 
        ・       TABLE 116....................................... IBM: BUSINESS OVERVIEW 
        ・       FIGURE 51....................................... IBM: COMPANY SNAPSHOT 
        ・       TABLE 117........................................ IBM: PRODUCTS OFFERED 
        ・       TABLE 118....................................... IBM: PRODUCT LAUNCHES 
        ・       TABLE 119........................................................... IBM: DEALS 
        13.1.10         SCHNEIDER ELECTRIC 
        ・       TABLE 120................ SCHNEIDER ELECTRIC: BUSINESS OVERVIEW 
        ・       FIGURE 52............... SCHNEIDER ELECTRIC: COMPANY SNAPSHOT 
        ・       TABLE 121................. SCHNEIDER ELECTRIC: PRODUCTS OFFERED 
        ・       TABLE 122................ SCHNEIDER ELECTRIC: PRODUCT LAUNCHES 
        ・       TABLE 123................................... SCHNEIDER ELECTRIC: DEALS 
        13.1.11         SAP 
        ・       TABLE 124....................................... SAP: BUSINESS OVERVIEW 
        ・       FIGURE 53....................................... SAP: COMPANY SNAPSHOT 
        ・       TABLE 125........................................ SAP: PRODUCTS OFFERED 
        ・       TABLE 126....................................... SAP: PRODUCT LAUNCHES 
        ・       TABLE 127........................................................... SAP: DEALS 
        13.1.12         ANSYS 
        ・       TABLE 128.................................... ANSYS: BUSINESS OVERVIEW 
        ・       FIGURE 54................................... ANSYS: COMPANY SNAPSHOT 
        ・       TABLE 129.................................... ANSYS: PRODUCTS OFFERED 
        ・       TABLE 130.................................... ANSYS: PRODUCT LAUNCHES 
        ・       TABLE 131....................................................... ANSYS: DEALS 
        13.1.13         BENTLEY SYSTEMS 
        ・       TABLE 132..................... BENTLEY SYSTEMS: BUSINESS OVERVIEW 
        ・       FIGURE 55.................... BENTLEY SYSTEMS: COMPANY SNAPSHOT 
        ・       TABLE 133..................... BENTLEY SYSTEMS: PRODUCTS OFFERED 
        ・       TABLE 134..................... BENTLEY SYSTEMS: PRODUCT LAUNCHES 
        ・       TABLE 135........................................ BENTLEY SYSTEMS: DEALS 
        13.1.14         FUJITSU 
        ・       TABLE 136.................................. FUJITSU: BUSINESS OVERVIEW 
        ・       FIGURE 56.................................. FUJITSU: COMPANY SNAPSHOT 
        ・       TABLE 137................................... FUJITSU: PRODUCTS OFFERED 
        ・       TABLE 138.................................. FUJITSU: PRODUCT LAUNCHES 
        ・       TABLE 139................................................... FUJITSU: OTHERS.. 207 
        13.1.15         ACPD SERVICES 
        ・       TABLE 140........................ ACPD SERVICES: BUSINESS OVERVIEW 
        ・       TABLE 141........................ ACPD SERVICES: PRODUCTS OFFERED 
        13.2          OTHER PLAYERS 
        13.2.1            ORACLE 
        13.2.2            SAS INSTITUTE 
        13.2.3            ALTAIR ENGINEERING 
        13.2.4            DNV 
        13.2.5            PHDSOFT
        *DETAILS  ON BUSINESS AND FINANCIAL OVERVIEW, PRODUCTS OFFERED, RECENT DEVELOPMENTS, AND  MNM VIEW MIGHT NOT BE CAPTURED IN CASE OF UNLISTED COMPANIES.
      14.. APPENDIX