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市場調査報告書
レポートカテゴリー
   グリ−ンIT    発電    自動車
   ファシリティ    政策・ESG・サステナビリティ    材料・NANO・電池
   スマートグリッド    その他    エネルギーハーベスティング
電力のデジタルツイン(デジタルツイニング)市場:ツインタイプ毎(ガス・蒸気発電所、風力発電、デジタルグリッド、水力発電)、用途毎、採用毎(クラウド・ホステッド、オンプレミス)、エンドユーザ毎、地域毎 - 2024年までの世界市場予測
Electrical Digital Twin Market by Twin Type (Gas & Steam Power Plant, Wind Farm, Digital Grid, Hydropower Plant, and Der), Application, Deployment (Cloud/Hosted and On-Premises), End-user, Region - Global Forecast to 2024
■商品番号 mamep7212 ■出版日 2019-07-29
■出版社 MarketsandMarkets ■ページ数 131
■図表数 100 ■価格 U$ 5,650
■商品形態 電子媒体    
注:外貨表示の価格は購入申込日のTTSレートで換算し、消費税を加えたものが商品の購入価格になります。
レポート概要
このレポートはデジタルツイン(デジタルツイニング)市場に関する調査レポートです。
目次

1 INTRODUCTION 15
1.1 OBJECTIVES OF THE STUDY 15
1.2 DEFINITION 15
1.3 MARKET SCOPE 16
1.3.1 MARKET SEGMENTATION 16
1.3.2 REGIONAL SCOPE 16
1.4 YEARS CONSIDERED FOR THE STUDY 17
1.5 CURRENCY 17
1.6 LIMITATIONS 17
1.7 STAKEHOLDERS 18

2 RESEARCH METHODOLOGY 19
2.1 SCOPE 19
2.2 MARKET SIZE ESTIMATION 20
2.2.1 DEMAND-SIDE ANALYSIS 20
2.2.1.1 Assumptions 20
2.2.2 SUPPLY-SIDE ANALYSIS 21
2.2.2.1 Calculation 21
2.2.3 FORECAST 21
2.2.4 SOME OF THE INSIGHTS OF INDUSTRY EXPERTS 22

3 EXECUTIVE SUMMARY 23

4 PREMIUM INSIGHTS 27
4.1 ATTRACTIVE OPPORTUNITIES IN THE ELECTRICAL DIGITAL TWIN MARKET 27
4.2 ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE 27
4.3 ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE 28
4.4 NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION & COUNTRY 28
4.5 ELECTRICAL DIGITAL TWIN MARKET, BY END-USER 29
4.6 ELECTRICAL DIGITAL TWIN MARKET, BY REGION 29

5 MARKET OVERVIEW 30
5.1 INTRODUCTION 30
5.2 MARKET DYNAMICS 30
5.2.1 DRIVERS 31
5.2.1.1 Improved accuracy and efficiency in power sector operations 31
5.2.1.2 Streamlined integration of renewable energy technologies 31
5.2.1.3 Reduced unplanned downtime and maintenance costs 33
5.2.2 RESTRAINTS 33
5.2.2.1 Deployment challenge and system complexity 33
5.2.2.2 Data privacy and security concerns 33
5.2.3 OPPORTUNITIES 34
5.2.3.1 Growing impact of machine learning and AI on digital twin applications 34
5.2.3.2 Network level optimization 34
5.2.4 CHALLENGES 34
5.2.4.1 Limited support for implementation from stakeholders 34
5.2.4.2 Lack of skilled talent and workforce 35

6 ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE 36
6.1 INTRODUCTION 37
6.2 DIGITAL GAS & STEAM POWER PLANT 38
6.2.1 NEED TO REDUCE FUEL CONSUMPTION AND ENVIRONMENTAL EMISSIONS IS DRIVING THE MARKET 38
6.3 DIGITAL GRID 39
6.3.1 ABILITY TO INTEGRATE GREATER LEVELS OF RENEWABLE ENERGY RESOURCES IS DRIVING THE MARKET 39
6.4 DIGITAL WIND FARM 41
6.4.1 OPTIMIZING OPERATIONS AND IMPROVING THE PERFORMANCE OF A WIND TURBINE ARE DRIVING THE MARKET 41
6.5 DIGITAL HYDROPOWER PLANT 42
6.5.1 IMPROVED ASSET LIFE AND HIGHER OPERATIONAL EFFICIENCY ARE DRIVING THE MARKET 42
6.6 DISTRIBUTED ENERGY RESOURCES 42
6.6.1 REAL-TIME OPTIMIZATION OF RESOURCES IS DRIVING THE MARKET 42

7 ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION 44
7.1 INTRODUCTION 45
7.2 ASSET PERFORMANCE MANAGEMENT 46
7.2.1 RISE IN NEED TO MINIMIZE UNPLANNED OUTAGES ON ASSETS IS EXPECTED TO DRIVE THE ASSET PERFORMANCE MANAGEMENT SEGMENT 46
7.2.1.1 Equipment health 46
7.2.1.2 Reliability management 47
7.2.1.3 Maintenance optimization 47
7.3 BUSINESS & OPERATIONS OPTIMIZATION 47
7.3.1 INCREASE IN DEMAND FOR OPERATIONAL EXCELLENCE ACROSS POWER UTILITIES IS EXPECTED TO DRIVE THE BUSINESS & OPERATIONS OPTIMIZATION SEGMENT 47
7.3.1.1 Operational flexibility 48
7.3.1.2 Outage management 48
7.4 DIGITAL TWIN AGGREGATE 48
7.4.1 CONTINUOUS MONITORING OF POWER PLANT ASSETS IS LIKELY TO DRIVE THE DEMAND FOR DIGITAL TWIN AGGREGATE 48

8 ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE 50
8.1 INTRODUCTION 51
8.2 CLOUD 52
8.2.1 CONTINUOUS MONITORING OF ASSETS THROUGH CLOUD-BASED DEPLOYMENT IS DRIVING THE MARKET 52
8.3 ON-PREMISES 53
8.3.1 NEED FOR INCREASED SECURITY IS DRIVING THE MARKET 53

9 ELECTRICAL DIGITAL TWIN MARKET, BY END-USER 54
9.1 INTRODUCTION 55
9.2 UTILITIES 56
9.2.1 GROWING PENETRATION OF DIGITAL SOLUTIONS IS EXPECTED TO DRIVE THE UTILITIES SEGMENT 56
9.2.2 FEDERAL UTILITIES 56
9.2.3 INDEPENDENT POWER PRODUCERS 56
9.3 GRID INFRASTRUCTURE OPERATORS 57
9.3.1 RISE IN NEED FOR GRID DIGITALIZATION IS EXPECTED TO DRIVE THE GRID INFRASTRUCTURE OPERATORS SEGMENT 57

10 ELECTRICAL DIGITAL TWIN MARKET, BY REGION 58
10.1 INTRODUCTION 59
10.2 NORTH AMERICA 61
10.2.1 US 64
10.2.1.1 Investment in digital technologies and need for renewable energy integration are driving the market 64
10.2.2 CANADA 65
10.2.2.1 Need for better outage management and reducing cost of operations are driving the market 65
10.2.3 MEXICO 66
10.2.3.1 Investments in renewable energy technologies and need for decarbonization are expected to drive the market 66
10.3 ASIA PACIFIC 67
10.3.1 CHINA 70
10.3.1.1 Need for smooth grid operations due to renewable penetration and electric vehicles is driving the market 70
10.3.2 JAPAN 71
10.3.2.1 Need for power sector optimization and rising cost of power are driving the market 71
10.3.3 AUSTRALIA 71
10.3.3.1 Grid reliability and energy security are driving the market 71
10.3.4 REST OF ASIA PACIFIC 72
10.3.4.1 Higher renewable penetration and better forecasting needs are driving the electrical digital twin market 72
10.4 EUROPE 73
10.4.1 GERMANY 77
10.4.1.1 Need to incorporate higher renewable penetration and ensuring stable grid operations are driving the market 77
10.4.2 UK 78
10.4.2.1 Integration challenge of renewables and need to reduce volatile energy prices are driving the market 78
10.4.3 FRANCE 79
10.4.3.1 Grid reliability and increasing shift toward renewable energy are driving the market 79
10.4.4 THE NORDIC COUNTRIES 79
10.4.4.1 Need for stable interconnected grid is driving the market 79
10.4.5 REST OF EUROPE 80
10.4.5.1 Need for sustainable energy and grid operations are driving the electrical digital twin market 80
10.5 SOUTH AMERICA 81
10.5.1 BRAZIL 83
10.5.1.1 Increase in electricity consumption and investments in power generation sources are driving the market 83
10.5.2 ARGENTINA 84
10.5.2.1 Focus on reconstructing the electricity market is driving the electrical digital twin market 84
10.5.3 REST OF SOUTH AMERICA 84
10.6 MIDDLE EAST & AFRICA 85
10.6.1 SAUDI ARABIA 87
10.6.1.1 Integrating renewables to the grid is driving the market 87
10.6.2 UAE 88
10.6.2.1 Increasing investments in renewable energy are likely to drive the market 88
10.6.3 SOUTH AFRICA 89
10.6.3.1 Rise in demand for asset management is expected to drive the market 89
10.6.4 REST OF MIDDLE EAST & AFRICA 89

11 COMPETITIVE LANDSCAPE 91
11.1 INTRODUCTION 91
11.2 COMPETITIVE LEADERSHIP MAPPING 92
11.2.1 VISIONARY LEADERS 92
11.2.2 INNOVATORS 92
11.2.3 DYNAMIC 92
11.2.4 EMERGING 92
11.3 MARKET SHARE ANALYSIS 94
-
11.4 COMPETITIVE SCENARIO 95
11.4.1 NEW PRODUCT DEVELOPMENTS 95
11.4.2 MERGERS & ACQUISITIONS 96
11.4.3 CONTRACTS & AGREEMENTS 96
11.4.4 EXPANSIONS & INVESTMENTS 96
11.4.5 OTHERS 97

12 COMPANY PROFILE 98
(Business Overview, Products Offered, Recent Developments, and MnM View)*
12.1 ABB 98
12.2 AVEVA 101
12.3 EMERSON 103
12.4 ETTEPLAN 105
12.5 GE 107
12.6 SIEMENS 110
12.7 WIPRO 114
12.8 SAS INSTITUTE 116
12.9 ACPD SERVICES 117
12.10 MICROSOFT 118
12.11 IBM 120
12.12 FUJITSU 122
*Details on Business Overview, Products Offered, Recent Developments, and MnM View might not be captured in case of unlisted companies

13 APPENDIX 124
13.1 INSIGHTS OF INDUSTRY EXPERTS 124
13.2 DISCUSSION GUIDE 124
13.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 127
13.4 AVAILABLE CUSTOMIZATIONS 129
13.5 RELATED REPORTS 129
13.6 AUTHOR DETAILS 130

LIST OF TABLES

TABLE 1 INVESTMENT IN DIGITAL TWIN TECHNOLOGIES AND PROJECTS IS THE MAJOR DETERMINING FACTOR FOR THE ELECTRICAL DIGITAL TWIN MARKET 20
TABLE 2 ELECTRICAL DIGITAL TWIN MARKET SNAPSHOT 23
TABLE 3 ELECTRICAL DIGITAL TWIN MARKET SIZE, BY TWIN TYPE,
2017-2024 (USD MILLION) 38
TABLE 4 DIGITAL GAS & STEAM POWER PLANT: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION, 2017-2024 (USD MILLION) 39
TABLE 5 DIGITAL GRID: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION,
2017-2024 (USD MILLION) 40
TABLE 6 DIGITAL WIND FARM: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION,
2017-2024 (USD MILLION) 41
TABLE 7 DIGITAL HYDROPOWER PLANT: ELECTRICAL DIGITAL TWIN MARKET SIZE,
BY REGION, 2017-2024 (USD MILLION) 42
TABLE 8 DISTRIBUTED ENERGY RESOURCES: ELECTRICAL DIGITAL TWIN MARKET SIZE,
BY REGION, 2017-2024 (USD MILLION) 43
TABLE 9 ELECTRICAL DIGITAL TWIN MARKET SIZE, BY APPLICATION,
2017-2024 (USD MILLION) 45
TABLE 10 ASSET PERFORMANCE MANAGEMENT: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION, 2017-2024 (USD MILLION) 46
TABLE 11 BUSINESS & OPERATIONS OPTIMIZATION: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION, 2017-2024 (USD MILLION) 47
TABLE 12 DIGITAL TWIN AGGREGATE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION, 2017-2024 (USD MILLION) 48
TABLE 13 ELECTRICAL DIGITAL TWIN MARKET SIZE, BY DEPLOYMENT TYPE,
2017-2024 (USD MILLION) 51
TABLE 14 CLOUD: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION,
2017-2024 (USD MILLION) 52
TABLE 15 ON-PREMISES: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION,
2017-2024 (USD MILLION) 53
TABLE 16 ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 55
TABLE 17 UTILITIES: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION,
2017-2024 (USD MILLION) 56
TABLE 18 GRID INFRASTRUCTURE OPERATORS: ELECTRICAL DIGITAL TWIN MARKET SIZE,
BY REGION, 2017-2024 (USD MILLION) 57
TABLE 19 ELECTRICAL DIGITAL TWIN MARKET SIZE, BY REGION, 2017-2024 (USD MILLION) 60
TABLE 20 NORTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY TWIN TYPE,
2017-2024 (USD MILLION) 62
TABLE 21 NORTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY APPLICATION, 2017-2024 (USD MILLION) 63
TABLE 22 NORTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY DEPLOYMENT TYPE, 2017-2024 (USD MILLION) 63
TABLE 23 NORTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 64
TABLE 24 NORTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY COUNTRY,
2017-2024 (USD MILLION) 64
TABLE 25 US: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 65
TABLE 26 CANADA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 66
TABLE 27 MEXICO: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 67
TABLE 28 ASIA PACIFIC: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY TWIN TYPE,
2017-2024 (USD MILLION) 68
TABLE 29 ASIA PACIFIC: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY APPLICATION,
2017-2024 (USD MILLION) 68
TABLE 30 ASIA PACIFIC: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY DEPLOYMENT TYPE, 2017-2024 (USD MILLION) 69
TABLE 31 ASIA PACIFIC: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 69
TABLE 32 ASIA PACIFIC: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY COUNTRY,
2017-2024 (USD MILLION) 69
TABLE 33 CHINA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 70
TABLE 34 JAPAN: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 71
TABLE 35 AUSTRALIA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 72
TABLE 36 REST OF ASIA PACIFIC: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER, 2017-2024 (USD MILLION) 73
TABLE 37 EUROPE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY TWIN TYPE,
2017-2024 (USD MILLION) 75
TABLE 38 EUROPE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY APPLICATION,
2017-2024 (USD MILLION) 75
TABLE 39 EUROPE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY DEPLOYMENT TYPE,
2017-2024 (USD MILLION) 76
TABLE 40 EUROPE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 76
TABLE 41 EUROPE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY COUNTRY,
2017-2024 (USD MILLION) 76
TABLE 42 GERMANY: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 77
TABLE 43 UK: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 78
TABLE 44 FRANCE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 79
TABLE 45 THE NORDIC COUNTRIES: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER, 2017-2024 (USD MILLION) 80
TABLE 46 REST OF EUROPE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 80
TABLE 47 SOUTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY TWIN TYPE,
2017-2024 (USD MILLION) 81
TABLE 48 SOUTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY APPLICATION, 2017-2024 (USD MILLION) 82
TABLE 49 SOUTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY DEPLOYMENT TYPE, 2017-2024 (USD MILLION) 82
TABLE 50 SOUTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 82
TABLE 51 SOUTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY COUNTRY,
2017-2024 (USD MILLION) 83
TABLE 52 BRAZIL: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 83
TABLE 53 ARGENTINA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 84
TABLE 54 REST OF SOUTH AMERICA: ELECTRICAL DIGITAL TWIN MARKET SIZE,
BY END-USER, 2017-2024 (USD MILLION) 85
TABLE 55 MIDDLE EAST & AFRICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY TWIN TYPE, 2017-2024 (USD MILLION) 85
TABLE 56 MIDDLE EAST & AFRICA: ELECTRICAL DIGITAL TWIN MARKET SIZE,
BY APPLICATION, 2017-2024 (USD MILLION) 86
TABLE 57 MIDDLE EAST & AFRICA: ELECTRICAL DIGITAL TWIN MARKET SIZE,
BY DEPLOYMENT TYPE, 2017-2024 (USD MILLION) 86
TABLE 58 MIDDLE EAST & AFRICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER, 2017-2024 (USD MILLION) 87
TABLE 59 MIDDLE EAST & AFRICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY COUNTRY, 2017-2024 (USD MILLION) 87
TABLE 60 SAUDI ARABIA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 88
TABLE 61 UAE: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 88
TABLE 62 SOUTH AFRICA: ELECTRICAL DIGITAL TWIN MARKET SIZE, BY END-USER,
2017-2024 (USD MILLION) 89
TABLE 63 REST OF MIDDLE EAST & AFRICA: ELECTRICAL DIGITAL TWIN MARKET SIZE,
BY END-USER, 2017-2024 (USD MILLION) 90

LIST OF FIGURES

FIGURE 1 NORTH AMERICA DOMINATED THE ELECTRICAL DIGITAL TWIN MARKET,
BY REGION, IN 2018 24
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 24
FIGURE 3 ASSET PERFORMANCE MANAGEMENT SEGMENT IS EXPECTED TO LEAD THE ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION, DURING THE FORECAST PERIOD 25
FIGURE 4 ON-PREMISES SEGMENT IS EXPECTED TO LEAD THE ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, DURING THE FORECAST PERIOD 25
FIGURE 5 UTILITIES SEGMENT IS EXPECTED TO LEAD THE ELECTRICAL DIGITAL TWIN MARKET, BY END-USER, DURING THE FORECAST PERIOD 26
FIGURE 6 IMPROVED ACCURACY AND EFFICIENCY IN POWER SECTOR OPERATIONS IS DRIVING THE ELECTRICAL DIGITAL TWIN MARKET 27
FIGURE 7 ON-PREMISES SEGMENT IS EXPECTED TO DOMINATE THE ELECTRICAL DIGITAL TWIN MARKET, BY DEPLOYMENT TYPE, DURING THE FORECAST PERIOD 27
FIGURE 8 DIGITAL GAS & STEAM POWER PLANT SEGMENT IS EXPECTED TO DOMINATE THE ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE, DURING THE FORECAST PERIOD 28
FIGURE 9 ASSET PERFORMANCE MANAGEMENT AND THE US DOMINATED
THE NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET IN 2018 28
FIGURE 10 UTILITIES SEGMENT IS EXPECTED TO DOMINATE THE ELECTRICAL DIGITAL TWIN MARKET, BY END-USER, DURING THE FORECAST PERIOD 29
FIGURE 11 NORTH AMERICAN ELECTRICAL DIGITAL TWIN MARKET IS EXPECTED TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 29
FIGURE 13 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 30
FIGURE 14 GLOBAL RENEWABLE ENERGY SHARE IN THE GENERATION MIX, 2016-2023 32
FIGURE 15 RENEWABLE ENERGY CONSUMPTION, BY TECHNOLOGY, 2017-2023 32
FIGURE 16 ELECTRICAL DIGITAL TWIN MARKET, BY TWIN TYPE, 2019-2024 (USD MILLION) 37
FIGURE 17 RENEWABLE ENERGY CAPACITY ADDITION, BY TECHNOLOGY, 2015-2018 (IN GW) 40
FIGURE 18 ASSET PERFORMANCE MANAGEMENT SEGMENT LED THE ELECTRICAL DIGITAL TWIN MARKET, BY APPLICATION, IN 2018 45
FIGURE 19 ON-PREMISES SEGMENT LED THE ELECTRICAL DIGITAL TWIN MARKET,
BY DEPLOYMENT TYPE, IN 2018 51
FIGURE 20 UTILITIES SEGMENT LED THE ELECTRICAL DIGITAL TWIN MARKET,
BY END-USER, IN 2018 (USD MILLION) 55
FIGURE 21 REGIONAL SNAPSHOT: THE NORTH AMERICAN MARKET IS EXPECTED TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 59
FIGURE 22 ELECTRICAL DIGITAL TWIN MARKET SHARE (VALUE), BY REGION, 2018 60
FIGURE 23 NORTH AMERICA: REGIONAL SNAPSHOT 62
FIGURE 24 EUROPE: REGIONAL SNAPSHOT 74
FIGURE 25 KEY DEVELOPMENTS IN THE ELECTRICAL DIGITAL TWIN MARKET, NOVEMBER 2016-APRIL 2019 91
FIGURE 26 ELECTRICAL DIGITAL TWIN (GLOBAL) COMPETITIVE LEADERSHIP MAPPING, 2018 93
FIGURE 27 RANKING OF KEY PLAYERS, 2018 94
FIGURE 28 ABB: COMPANY SNAPSHOT 99
FIGURE 29 AVEVA: COMPANY SNAPSHOT 101
FIGURE 30 EMERSON: COMPANY SNAPSHOT 103
FIGURE 31 ETTEPLAN: COMPANY SNAPSHOT 105
FIGURE 32 GE: COMPANY SNAPSHOT 107
FIGURE 33 SIEMENS: COMPANY SNAPSHOT 110
FIGURE 34 WIPRO: COMPANY SNAPSHOT 114
FIGURE 35 MICROSOFT: COMPANY SNAPSHOT 118
FIGURE 36 IBM: COMPANY SNAPSHOT 120
FIGURE 37 FUJITSU: COMPANY SNAPSHOT 122

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