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Global Virtual Sensors Market Research Report 2025

Published Date: September 2025

Report Code: QYRE-Auto-32M5849

Global Virtual Sensors Market Insights and Forecast to 2028

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Global Virtual Sensors Market Research Report 2025

Code: QYRE-Auto-32M5849

Report

September 2025

Pages:90

QYResearch

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DESCRIPTION

TABLE OF CONTENT

TABLES & FIGURES

FEATURED COMPANIES

General Electric

Siemens AG

Cisco

Honeywell

Schneider Electric

Elliptic Labs

EXPUTEC

Tactile Mobility

Intellidynamics

ANDATA

Aspen Technology

OSIsoft

Modelway S.r.l.

LMI Technologies

Virtual Sensors Market Size

The global market for Virtual Sensors was valued at US$ 281 million in the year 2024 and is projected to reach a revised size of US$ 808 million by 2031, growing at a CAGR of 16.5% during the forecast period.

Virtual Sensors Market

Virtual sensing techniques, also called soft sensing, proxy sensing, inferential sensing, or surrogate sensing, are used to provide feasible and economical alternatives to costly or impractical physical measurement instrument. A Virtual Sensor uses information available from other measurements and process parameters to calculate an estimate of the quantity of interest.

North American market for Virtual Sensors is estimated to increase from $ million in 2024 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.

Asia-Pacific market for Virtual Sensors is estimated to increase from $ million in 2024 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.

The global market for Virtual Sensors in Utilities is estimated to increase from $ million in 2024 to $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.

The major global companies of Virtual Sensors include General Electric, Siemens, Cisco, Honeywell, Schneider Electric, Elliptic Labs, Exputec, TACTILE MOBILITY, IntelliDynamics, ANDATA, etc. In 2024, the world's top three vendors accounted for approximately % of the revenue.

This report aims to provide a comprehensive presentation of the global market for Virtual Sensors, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Virtual Sensors.

The Virtual Sensors market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2024 as the base year, with history and forecast data for the period from 2020 to 2031. This report segments the global Virtual Sensors market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.

For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.

The report will help the Virtual Sensors companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.

Market Segmentation

Scope of Virtual Sensors Market Report

Report Metric	Details
Report Name	Virtual Sensors Market
Accounted market size in year	US$ 281 million
Forecasted market size in 2031	US$ 808 million
CAGR	16.5%
Base Year	year
Forecasted years	2025 - 2031
Segment by Type	Cloud-based On-premise
Segment by Application	Utilities Oil and Gas Manufacturing Automotive and Transportation Others
By Region	North America (United States, Canada) Europe (Germany, France, UK, Italy, Russia) Rest of Europe Nordic Countries Asia-Pacific (China, Japan, South Korea) Southeast Asia (India, Australia) Rest of Asia Latin America (Mexico, Brazil) Rest of Latin America Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company	General Electric, Siemens, Cisco, Honeywell, Schneider Electric, Elliptic Labs, Exputec, TACTILE MOBILITY, IntelliDynamics, ANDATA, Aspen Technology, OSIsoft, Modelway, LMI Technologies
Forecast units	USD million in value
Report coverage	Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
Chapter 2: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
Chapter 3: Detailed analysis of Virtual Sensors company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 5: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
Chapter 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
Chapter 12: The main points and conclusions of the report.

FAQ for this report

How fast is Virtual Sensors Market growing?

Ans: The Virtual Sensors Market witnessing a CAGR of 16.5% during the forecast period 2025-2031.

What is the Virtual Sensors Market size in 2031?

Ans: The Virtual Sensors Market size in 2031 will be US$ 808 million.

Who are the main players in the Virtual Sensors Market report?

Ans: The main players in the Virtual Sensors Market are General Electric, Siemens, Cisco, Honeywell, Schneider Electric, Elliptic Labs, Exputec, TACTILE MOBILITY, IntelliDynamics, ANDATA, Aspen Technology, OSIsoft, Modelway, LMI Technologies

What are the Application segmentation covered in the Virtual Sensors Market report?

Ans: The Applications covered in the Virtual Sensors Market report are Utilities, Oil and Gas, Manufacturing, Automotive and Transportation, Others

What are the Type segmentation covered in the Virtual Sensors Market report?

Ans: The Types covered in the Virtual Sensors Market report are Cloud-based, On-premise

Recommended Reports

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Sensor Devices Markets

Monitoring & Measurement

1 Report Overview

1.1 Study Scope

1.2 Market Analysis by Type

1.2.1 Global Virtual Sensors Market Size Growth Rate by Type: 2020 VS 2024 VS 2031

1.2.2 Cloud-based

1.2.3 On-premise

1.3 Market by Application

1.3.1 Global Virtual Sensors Market Growth by Application: 2020 VS 2024 VS 2031

1.3.2 Utilities

1.3.3 Oil and Gas

1.3.4 Manufacturing

1.3.5 Automotive and Transportation

1.3.6 Others

1.4 Assumptions and Limitations

1.5 Study Objectives

1.6 Years Considered

2 Global Growth Trends

2.1 Global Virtual Sensors Market Perspective (2020-2031)

2.2 Global Virtual Sensors Growth Trends by Region

2.2.1 Global Virtual Sensors Market Size by Region: 2020 VS 2024 VS 2031

2.2.2 Virtual Sensors Historic Market Size by Region (2020-2025)

2.2.3 Virtual Sensors Forecasted Market Size by Region (2026-2031)

2.3 Virtual Sensors Market Dynamics

2.3.1 Virtual Sensors Industry Trends

2.3.2 Virtual Sensors Market Drivers

2.3.3 Virtual Sensors Market Challenges

2.3.4 Virtual Sensors Market Restraints

3 Competition Landscape by Key Players

3.1 Global Top Virtual Sensors Players by Revenue

3.1.1 Global Top Virtual Sensors Players by Revenue (2020-2025)

3.1.2 Global Virtual Sensors Revenue Market Share by Players (2020-2025)

3.2 Global Virtual Sensors Market Share by Company Type (Tier 1, Tier 2, and Tier 3)

3.3 Global Key Players Ranking by Virtual Sensors Revenue

3.4 Global Virtual Sensors Market Concentration Ratio

3.4.1 Global Virtual Sensors Market Concentration Ratio (CR5 and HHI)

3.4.2 Global Top 10 and Top 5 Companies by Virtual Sensors Revenue in 2024

3.5 Global Key Players of Virtual Sensors Head office and Area Served

3.6 Global Key Players of Virtual Sensors, Product and Application

3.7 Global Key Players of Virtual Sensors, Date of Enter into This Industry

3.8 Mergers & Acquisitions, Expansion Plans

4 Virtual Sensors Breakdown Data by Type

4.1 Global Virtual Sensors Historic Market Size by Type (2020-2025)

4.2 Global Virtual Sensors Forecasted Market Size by Type (2026-2031)

5 Virtual Sensors Breakdown Data by Application

5.1 Global Virtual Sensors Historic Market Size by Application (2020-2025)

5.2 Global Virtual Sensors Forecasted Market Size by Application (2026-2031)

6 North America

6.1 North America Virtual Sensors Market Size (2020-2031)

6.2 North America Virtual Sensors Market Growth Rate by Country: 2020 VS 2024 VS 2031

6.3 North America Virtual Sensors Market Size by Country (2020-2025)

6.4 North America Virtual Sensors Market Size by Country (2026-2031)

6.5 United States

6.6 Canada

7 Europe

7.1 Europe Virtual Sensors Market Size (2020-2031)

7.2 Europe Virtual Sensors Market Growth Rate by Country: 2020 VS 2024 VS 2031

7.3 Europe Virtual Sensors Market Size by Country (2020-2025)

7.4 Europe Virtual Sensors Market Size by Country (2026-2031)

7.5 Germany

7.6 France

7.7 U.K.

7.8 Italy

7.9 Russia

7.10 Nordic Countries

8 Asia-Pacific

8.1 Asia-Pacific Virtual Sensors Market Size (2020-2031)

8.2 Asia-Pacific Virtual Sensors Market Growth Rate by Region: 2020 VS 2024 VS 2031

8.3 Asia-Pacific Virtual Sensors Market Size by Region (2020-2025)

8.4 Asia-Pacific Virtual Sensors Market Size by Region (2026-2031)

8.5 China

8.6 Japan

8.7 South Korea

8.8 Southeast Asia

8.9 India

8.10 Australia

9 Latin America

9.1 Latin America Virtual Sensors Market Size (2020-2031)

9.2 Latin America Virtual Sensors Market Growth Rate by Country: 2020 VS 2024 VS 2031

9.3 Latin America Virtual Sensors Market Size by Country (2020-2025)

9.4 Latin America Virtual Sensors Market Size by Country (2026-2031)

9.5 Mexico

9.6 Brazil

10 Middle East & Africa

10.1 Middle East & Africa Virtual Sensors Market Size (2020-2031)

10.2 Middle East & Africa Virtual Sensors Market Growth Rate by Country: 2020 VS 2024 VS 2031

10.3 Middle East & Africa Virtual Sensors Market Size by Country (2020-2025)

10.4 Middle East & Africa Virtual Sensors Market Size by Country (2026-2031)

10.5 Turkey

10.6 Saudi Arabia

10.7 UAE

11 Key Players Profiles

11.1 General Electric

11.1.1 General Electric Company Details

11.1.2 General Electric Business Overview

11.1.3 General Electric Virtual Sensors Introduction

11.1.4 General Electric Revenue in Virtual Sensors Business (2020-2025)

11.1.5 General Electric Recent Development

11.2 Siemens

11.2.1 Siemens Company Details

11.2.2 Siemens Business Overview

11.2.3 Siemens Virtual Sensors Introduction

11.2.4 Siemens Revenue in Virtual Sensors Business (2020-2025)

11.2.5 Siemens Recent Development

11.3 Cisco

11.3.1 Cisco Company Details

11.3.2 Cisco Business Overview

11.3.3 Cisco Virtual Sensors Introduction

11.3.4 Cisco Revenue in Virtual Sensors Business (2020-2025)

11.3.5 Cisco Recent Development

11.4 Honeywell

11.4.1 Honeywell Company Details

11.4.2 Honeywell Business Overview

11.4.3 Honeywell Virtual Sensors Introduction

11.4.4 Honeywell Revenue in Virtual Sensors Business (2020-2025)

11.4.5 Honeywell Recent Development

11.5 Schneider Electric

11.5.1 Schneider Electric Company Details

11.5.2 Schneider Electric Business Overview

11.5.3 Schneider Electric Virtual Sensors Introduction

11.5.4 Schneider Electric Revenue in Virtual Sensors Business (2020-2025)

11.5.5 Schneider Electric Recent Development

11.6 Elliptic Labs

11.6.1 Elliptic Labs Company Details

11.6.2 Elliptic Labs Business Overview

11.6.3 Elliptic Labs Virtual Sensors Introduction

11.6.4 Elliptic Labs Revenue in Virtual Sensors Business (2020-2025)

11.6.5 Elliptic Labs Recent Development

11.7 Exputec

11.7.1 Exputec Company Details

11.7.2 Exputec Business Overview

11.7.3 Exputec Virtual Sensors Introduction

11.7.4 Exputec Revenue in Virtual Sensors Business (2020-2025)

11.7.5 Exputec Recent Development

11.8 TACTILE MOBILITY

11.8.1 TACTILE MOBILITY Company Details

11.8.2 TACTILE MOBILITY Business Overview

11.8.3 TACTILE MOBILITY Virtual Sensors Introduction

11.8.4 TACTILE MOBILITY Revenue in Virtual Sensors Business (2020-2025)

11.8.5 TACTILE MOBILITY Recent Development

11.9 IntelliDynamics

11.9.1 IntelliDynamics Company Details

11.9.2 IntelliDynamics Business Overview

11.9.3 IntelliDynamics Virtual Sensors Introduction

11.9.4 IntelliDynamics Revenue in Virtual Sensors Business (2020-2025)

11.9.5 IntelliDynamics Recent Development

11.10 ANDATA

11.10.1 ANDATA Company Details

11.10.2 ANDATA Business Overview

11.10.3 ANDATA Virtual Sensors Introduction

11.10.4 ANDATA Revenue in Virtual Sensors Business (2020-2025)

11.10.5 ANDATA Recent Development

11.11 Aspen Technology

11.11.1 Aspen Technology Company Details

11.11.2 Aspen Technology Business Overview

11.11.3 Aspen Technology Virtual Sensors Introduction

11.11.4 Aspen Technology Revenue in Virtual Sensors Business (2020-2025)

11.11.5 Aspen Technology Recent Development

11.12 OSIsoft

11.12.1 OSIsoft Company Details

11.12.2 OSIsoft Business Overview

11.12.3 OSIsoft Virtual Sensors Introduction

11.12.4 OSIsoft Revenue in Virtual Sensors Business (2020-2025)

11.12.5 OSIsoft Recent Development

11.13 Modelway

11.13.1 Modelway Company Details

11.13.2 Modelway Business Overview

11.13.3 Modelway Virtual Sensors Introduction

11.13.4 Modelway Revenue in Virtual Sensors Business (2020-2025)

11.13.5 Modelway Recent Development

11.14 LMI Technologies

11.14.1 LMI Technologies Company Details

11.14.2 LMI Technologies Business Overview

11.14.3 LMI Technologies Virtual Sensors Introduction

11.14.4 LMI Technologies Revenue in Virtual Sensors Business (2020-2025)

11.14.5 LMI Technologies Recent Development

12 Analyst's Viewpoints/Conclusions

13 Appendix

13.1 Research Methodology

13.1.1 Methodology/Research Approach

13.1.1.1 Research Programs/Design

13.1.1.2 Market Size Estimation

13.1.1.3 Market Breakdown and Data Triangulation

13.1.2 Data Source

13.1.2.1 Secondary Sources

13.1.2.2 Primary Sources

13.2 Author Details

13.3 Disclaimer

FEATURED COMPANIES

General Electric

Siemens AG

Cisco

Honeywell

Schneider Electric

Elliptic Labs

EXPUTEC

Tactile Mobility

Intellidynamics

ANDATA

Aspen Technology

OSIsoft

Modelway S.r.l.

LMI Technologies

List of Tables

Table 1. Global Virtual Sensors Market Size Growth Rate by Type (US$ Million): 2020 VS 2024 VS 2031

Table 2. Key Players of Cloud-based

Table 3. Key Players of On-premise

Table 4. Global Virtual Sensors Market Size Growth by Application (US$ Million): 2020 VS 2024 VS 2031

Table 5. Global Virtual Sensors Market Size by Region (US$ Million): 2020 VS 2024 VS 2031

Table 6. Global Virtual Sensors Market Size by Region (2020-2025) & (US$ Million)

Table 7. Global Virtual Sensors Market Share by Region (2020-2025)

Table 8. Global Virtual Sensors Forecasted Market Size by Region (2026-2031) & (US$ Million)

Table 9. Global Virtual Sensors Market Share by Region (2026-2031)

Table 10. Virtual Sensors Market Trends

Table 11. Virtual Sensors Market Drivers

Table 12. Virtual Sensors Market Challenges

Table 13. Virtual Sensors Market Restraints

Table 14. Global Virtual Sensors Revenue by Players (2020-2025) & (US$ Million)

Table 15. Global Virtual Sensors Market Share by Players (2020-2025)

Table 16. Global Top Virtual Sensors Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Virtual Sensors as of 2024)

Table 17. Ranking of Global Top Virtual Sensors Companies by Revenue (US$ Million) in 2024

Table 18. Global 5 Largest Players Market Share by Virtual Sensors Revenue (CR5 and HHI) & (2020-2025)

Table 19. Global Key Players of Virtual Sensors, Headquarters and Area Served

Table 20. Global Key Players of Virtual Sensors, Product and Application

Table 21. Global Key Players of Virtual Sensors, Date of Enter into This Industry

Table 22. Mergers & Acquisitions, Expansion Plans

Table 23. Global Virtual Sensors Market Size by Type (2020-2025) & (US$ Million)

Table 24. Global Virtual Sensors Revenue Market Share by Type (2020-2025)

Table 25. Global Virtual Sensors Forecasted Market Size by Type (2026-2031) & (US$ Million)

Table 26. Global Virtual Sensors Revenue Market Share by Type (2026-2031)

Table 27. Global Virtual Sensors Market Size by Application (2020-2025) & (US$ Million)

Table 28. Global Virtual Sensors Revenue Market Share by Application (2020-2025)

Table 29. Global Virtual Sensors Forecasted Market Size by Application (2026-2031) & (US$ Million)

Table 30. Global Virtual Sensors Revenue Market Share by Application (2026-2031)

Table 31. North America Virtual Sensors Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031

Table 32. North America Virtual Sensors Market Size by Country (2020-2025) & (US$ Million)

Table 33. North America Virtual Sensors Market Size by Country (2026-2031) & (US$ Million)

Table 34. Europe Virtual Sensors Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031

Table 35. Europe Virtual Sensors Market Size by Country (2020-2025) & (US$ Million)

Table 36. Europe Virtual Sensors Market Size by Country (2026-2031) & (US$ Million)

Table 37. Asia-Pacific Virtual Sensors Market Size Growth Rate by Region (US$ Million): 2020 VS 2024 VS 2031

Table 38. Asia-Pacific Virtual Sensors Market Size by Region (2020-2025) & (US$ Million)

Table 39. Asia-Pacific Virtual Sensors Market Size by Region (2026-2031) & (US$ Million)

Table 40. Latin America Virtual Sensors Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031

Table 41. Latin America Virtual Sensors Market Size by Country (2020-2025) & (US$ Million)

Table 42. Latin America Virtual Sensors Market Size by Country (2026-2031) & (US$ Million)

Table 43. Middle East & Africa Virtual Sensors Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031

Table 44. Middle East & Africa Virtual Sensors Market Size by Country (2020-2025) & (US$ Million)

Table 45. Middle East & Africa Virtual Sensors Market Size by Country (2026-2031) & (US$ Million)

Table 46. General Electric Company Details

Table 47. General Electric Business Overview

Table 48. General Electric Virtual Sensors Product

Table 49. General Electric Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 50. General Electric Recent Development

Table 51. Siemens Company Details

Table 52. Siemens Business Overview

Table 53. Siemens Virtual Sensors Product

Table 54. Siemens Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 55. Siemens Recent Development

Table 56. Cisco Company Details

Table 57. Cisco Business Overview

Table 58. Cisco Virtual Sensors Product

Table 59. Cisco Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 60. Cisco Recent Development

Table 61. Honeywell Company Details

Table 62. Honeywell Business Overview

Table 63. Honeywell Virtual Sensors Product

Table 64. Honeywell Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 65. Honeywell Recent Development

Table 66. Schneider Electric Company Details

Table 67. Schneider Electric Business Overview

Table 68. Schneider Electric Virtual Sensors Product

Table 69. Schneider Electric Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 70. Schneider Electric Recent Development

Table 71. Elliptic Labs Company Details

Table 72. Elliptic Labs Business Overview

Table 73. Elliptic Labs Virtual Sensors Product

Table 74. Elliptic Labs Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 75. Elliptic Labs Recent Development

Table 76. Exputec Company Details

Table 77. Exputec Business Overview

Table 78. Exputec Virtual Sensors Product

Table 79. Exputec Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 80. Exputec Recent Development

Table 81. TACTILE MOBILITY Company Details

Table 82. TACTILE MOBILITY Business Overview

Table 83. TACTILE MOBILITY Virtual Sensors Product

Table 84. TACTILE MOBILITY Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 85. TACTILE MOBILITY Recent Development

Table 86. IntelliDynamics Company Details

Table 87. IntelliDynamics Business Overview

Table 88. IntelliDynamics Virtual Sensors Product

Table 89. IntelliDynamics Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 90. IntelliDynamics Recent Development

Table 91. ANDATA Company Details

Table 92. ANDATA Business Overview

Table 93. ANDATA Virtual Sensors Product

Table 94. ANDATA Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 95. ANDATA Recent Development

Table 96. Aspen Technology Company Details

Table 97. Aspen Technology Business Overview

Table 98. Aspen Technology Virtual Sensors Product

Table 99. Aspen Technology Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 100. Aspen Technology Recent Development

Table 101. OSIsoft Company Details

Table 102. OSIsoft Business Overview

Table 103. OSIsoft Virtual Sensors Product

Table 104. OSIsoft Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 105. OSIsoft Recent Development

Table 106. Modelway Company Details

Table 107. Modelway Business Overview

Table 108. Modelway Virtual Sensors Product

Table 109. Modelway Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 110. Modelway Recent Development

Table 111. LMI Technologies Company Details

Table 112. LMI Technologies Business Overview

Table 113. LMI Technologies Virtual Sensors Product

Table 114. LMI Technologies Revenue in Virtual Sensors Business (2020-2025) & (US$ Million)

Table 115. LMI Technologies Recent Development

Table 116. Research Programs/Design for This Report

Table 117. Key Data Information from Secondary Sources

Table 118. Key Data Information from Primary Sources

Table 119. Authors List of This Report

List of Figures

Figure 1. Virtual Sensors Picture

Figure 2. Global Virtual Sensors Market Size Comparison by Type (2020-2031) & (US$ Million)

Figure 3. Global Virtual Sensors Market Share by Type: 2024 VS 2031

Figure 4. Cloud-based Features

Figure 5. On-premise Features

Figure 6. Global Virtual Sensors Market Size by Application (2020-2031) & (US$ Million)

Figure 7. Global Virtual Sensors Market Share by Application: 2024 VS 2031

Figure 8. Utilities Case Studies

Figure 9. Oil and Gas Case Studies

Figure 10. Manufacturing Case Studies

Figure 11. Automotive and Transportation Case Studies

Figure 12. Others Case Studies

Figure 13. Virtual Sensors Report Years Considered

Figure 14. Global Virtual Sensors Market Size (US$ Million), Year-over-Year: 2020-2031

Figure 15. Global Virtual Sensors Market Size, (US$ Million), 2020 VS 2024 VS 2031

Figure 16. Global Virtual Sensors Market Share by Region: 2024 VS 2031

Figure 17. Global Virtual Sensors Market Share by Players in 2024

Figure 18. Global Top Virtual Sensors Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Virtual Sensors as of 2024)

Figure 19. The Top 10 and 5 Players Market Share by Virtual Sensors Revenue in 2024

Figure 20. North America Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 21. North America Virtual Sensors Market Share by Country (2020-2031)

Figure 22. United States Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 23. Canada Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 24. Europe Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 25. Europe Virtual Sensors Market Share by Country (2020-2031)

Figure 26. Germany Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 27. France Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 28. U.K. Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 29. Italy Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 30. Russia Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 31. Nordic Countries Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 32. Asia-Pacific Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 33. Asia-Pacific Virtual Sensors Market Share by Region (2020-2031)

Figure 34. China Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 35. Japan Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 36. South Korea Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 37. Southeast Asia Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 38. India Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 39. Australia Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 40. Latin America Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 41. Latin America Virtual Sensors Market Share by Country (2020-2031)

Figure 42. Mexico Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 43. Brazil Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 44. Middle East & Africa Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 45. Middle East & Africa Virtual Sensors Market Share by Country (2020-2031)

Figure 46. Turkey Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 47. Saudi Arabia Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 48. UAE Virtual Sensors Market Size YoY Growth (2020-2031) & (US$ Million)

Figure 49. General Electric Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 50. Siemens Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 51. Cisco Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 52. Honeywell Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 53. Schneider Electric Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 54. Elliptic Labs Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 55. Exputec Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 56. TACTILE MOBILITY Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 57. IntelliDynamics Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 58. ANDATA Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 59. Aspen Technology Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 60. OSIsoft Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 61. Modelway Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 62. LMI Technologies Revenue Growth Rate in Virtual Sensors Business (2020-2025)

Figure 63. Bottom-up and Top-down Approaches for This Report

Figure 64. Data Triangulation

Figure 65. Key Executives Interviewed

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