Virtual Sensors Market - Global Forecast 2026-2032

Virtual sensors are fundamentally reshaping how organizations manage operational intelligence. By harnessing data from diverse sources, senior leaders are finding new ways to boost efficiency, streamline processes, and create resilient, future-ready enterprises. These capabilities make the virtual sensors market essential for decision-makers seeking scalable and adaptive monitoring solutions.

Market Snapshot: Virtual Sensors Market Overview

The global virtual sensors market expanded from USD 1.22 billion in 2025 to USD 1.57 billion in 2026 and is projected to sustain robust growth at a CAGR of 29.73%, reaching USD 7.59 billion by 2032. This momentum highlights rising enterprise adoption of software-driven sensing, guided by goals for operational improvement, adaptive instrumentation, and deeper data intelligence in increasingly complex environments. Businesses are turning to virtual sensors for their ability to deliver granular insights and simplify workflows without demanding extensive hardware upgrades, which further supports technology-driven transformation.

Scope & Segmentation of the Virtual Sensors Market

Applications: Asset tracking enables real-time oversight of critical resources. Environmental monitoring assists regulatory compliance and enhances workplace safety. Predictive maintenance helps lower unplanned downtime and reduce overall repair costs. Smart buildings leverage sensors for better energy management and to improve occupant comfort.
End-Use Industries: The automotive sector leverages virtual sensors to improve diagnostics and vehicle performance. Energy and utilities benefit from increased grid reliability and resource optimization. Healthcare utilizes virtual sensors to maximize equipment uptime and promote patient safety. Manufacturing applies these solutions to streamline production and allocate resources more efficiently.
Organization Sizes: Solutions are available for large enterprises seeking integrated, scalable frameworks as well as small to medium-sized enterprises that require agile and cost-conscious monitoring options.
Deployment Models: Edge analytics processes data close to source devices, reducing latency. Cloud-native models provide centralized, scalable analysis. Hybrid frameworks allow organizations to combine benefits of both, adapting to diverse operational requirements.
Regional Coverage: The Americas, Europe/Middle East/Africa, and Asia-Pacific each show distinct regulatory requirements, digital maturity, and varying adoption rates for virtual sensor implementations.
Technology Focus: Embedded computing brings intelligence to current systems. Compact machine learning models offer faster decision-making. Secure device management protects vital assets. Data orchestration enables reliable interconnections across distributed operations, supporting seamless data sharing and robust analytics.

Key Takeaways: Strategic Insights for Senior Decision-Makers

Virtual sensors equipped with advanced inferencing and edge analytics increase operational flexibility by providing reliable insights that can supplement or replace traditional hardware sensors, enabling quicker returns on investment.
Technological advances in energy-efficient processing and applied machine learning streamline the deployment of virtual sensor networks, making integration with both legacy and new infrastructure more accessible for a range of organizations.
Retrofitting legacy systems with virtual sensors extends asset lifespan and grants immediate access to advanced data intelligence, negating the need for major new hardware investments and reducing change complexity.
Evolving business models, including sensor-as-a-service and outcome-based arrangements, help organizations align spending with proven performance, shifting procurement towards value-based decision-making.
Meeting new regulatory and data standards requires strong model governance, promoting transparency, traceability, and protection throughout each sensor’s operational lifecycle to maintain compliance and minimize risk.
Effective value delivery depends on coordination between engineering, operations, and IT leaders, ensuring unified processes minimize risk and support growth in dynamic environments.

Tariff Impact: Shaping Supply Chain and Design Strategies

Recent tariffs on critical US component imports have prompted organizations to reassess sourcing approaches. Many now prioritize domestic suppliers and shift toward software-centric virtual sensing designs. These shifts allow product teams to develop hardware-agnostic, modular systems that adjust rapidly to evolving procurement needs. Operational leaders factor in total lifecycle costs and strategic adaptability when choosing between physical and virtual sensing, supporting resilient and cost-effective supply chains in an uncertain global trade environment.

Methodology & Data Sources

This research is based on primary interviews with industry participants, detailed technical validation, and extensive secondary analysis. Expert reviews and cross-functional perspectives further reinforce recommendations. Model reviews consider best-in-class regulatory and operational practices for accuracy.

Virtual Sensors Market: Why This Report Matters

Understand sector-specific adoption dynamics to support strategic market positioning and identify growth opportunities in a changing virtual sensors landscape.
Benchmark sensor investment strategies to improve visibility and risk management, with a focus on ensuring compliance tailored to your operational sector.
Inform decisive procurement and implementation strategies with detailed segmentation and technology insights, helping future-proof infrastructure and optimize resource allocation.

Conclusion

Virtual sensors enable enterprises to advance efficiency and resilience. Achieving lasting value depends on sound governance, strategic alignment, and timely adaptation to regulatory and industry changes as the virtual sensors market evolves.

Additional Product Information:

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1. Preface

1.1. Objectives of the Study
1.2. Market Definition
1.3. Market Segmentation & Coverage
1.4. Years Considered for the Study
1.5. Currency Considered for the Study
1.6. Language Considered for the Study
1.7. Key Stakeholders

2. Research Methodology

2.1. Introduction
2.2. Research Design
2.2.1. Primary Research
2.2.2. Secondary Research
2.3. Research Framework
2.3.1. Qualitative Analysis
2.3.2. Quantitative Analysis
2.4. Market Size Estimation
2.4.1. Top-Down Approach
2.4.2. Bottom-Up Approach
2.5. Data Triangulation
2.6. Research Outcomes
2.7. Research Assumptions
2.8. Research Limitations

3. Executive Summary

3.1. Introduction
3.2. CXO Perspective
3.3. Market Size & Growth Trends
3.4. Market Share Analysis, 2025
3.5. FPNV Positioning Matrix, 2025
3.6. New Revenue Opportunities
3.7. Next-Generation Business Models
3.8. Industry Roadmap

4. Market Overview

4.1. Introduction
4.2. Industry Ecosystem & Value Chain Analysis
4.2.1. Supply-Side Analysis
4.2.2. Demand-Side Analysis
4.2.3. Stakeholder Analysis
4.3. Porter’s Five Forces Analysis
4.4. PESTLE Analysis
4.5. Market Outlook
4.5.1. Near-Term Market Outlook (0-2 Years)
4.5.2. Medium-Term Market Outlook (3-5 Years)
4.5.3. Long-Term Market Outlook (5-10 Years)
4.6. Go-to-Market Strategy

5. Market Insights

5.1. Consumer Insights & End-User Perspective
5.2. Consumer Experience Benchmarking
5.3. Opportunity Mapping
5.4. Distribution Channel Analysis
5.5. Pricing Trend Analysis
5.6. Regulatory Compliance & Standards Framework
5.7. ESG & Sustainability Analysis
5.8. Disruption & Risk Scenarios
5.9. Return on Investment & Cost-Benefit Analysis

6. Cumulative Impact of United States Tariffs 2025
7. Cumulative Impact of Artificial Intelligence 2025

8. Virtual Sensors Market, by Component

8.1. Model-Based Sensors
8.2. Data-Driven Sensors
8.3. Digital Twin Sensors
8.4. IoT-Integrated Sensors

9. Virtual Sensors Market, by Organization Size

9.1. Large Enterprises
9.2. Small And Medium Enterprises

10. Virtual Sensors Market, by Application

10.1. Asset Tracking
10.2. Environmental Monitoring
10.3. Predictive Maintenance
10.4. Smart Building

11. Virtual Sensors Market, by End-Use Industry

11.1. Automotive
11.1.1. Connected Vehicles
11.1.2. Fleet Management
11.2. Energy And Utilities
11.2.1. Pipeline Monitoring
11.2.2. Smart Grid Monitoring
11.3. Healthcare
11.3.1. Hospital Equipment Monitoring
11.3.2. Patient Monitoring
11.4. Manufacturing

12. Virtual Sensors Market, by Region

12.1. Americas
12.1.1. North America
12.1.2. Latin America
12.2. Europe, Middle East & Africa
12.2.1. Europe
12.2.2. Middle East
12.2.3. Africa
12.3. Asia-Pacific

13. Virtual Sensors Market, by Group

13.1. ASEAN
13.2. GCC
13.3. European Union
13.4. BRICS
13.5. G7
13.6. NATO

14. Virtual Sensors Market, by Country

14.1. United States
14.2. Canada
14.3. Mexico
14.4. Brazil
14.5. United Kingdom
14.6. Germany
14.7. France
14.8. Russia
14.9. Italy
14.10. Spain
14.11. China
14.12. India
14.13. Japan
14.14. Australia
14.15. South Korea

15. United States Virtual Sensors Market
16. China Virtual Sensors Market

17. Competitive Landscape

17.1. Market Concentration Analysis, 2025
17.1.1. Concentration Ratio (CR)
17.1.2. Herfindahl Hirschman Index (HHI)
17.2. Recent Developments & Impact Analysis, 2025
17.3. Product Portfolio Analysis, 2025
17.4. Benchmarking Analysis, 2025
17.5. ABB Ltd.
17.6. Aspen Technology, Inc.
17.7. Elliptic Laboratories A/S
17.8. Emerson Electric Co.
17.9. General Electric Company
17.10. Honeywell International Inc.
17.11. Infineon Technologies AG
17.12. International Business Machines Corporation
17.13. Microsoft Corporation
17.14. Mitsubishi Electric Corporation
17.15. Robert Bosch GmbH
17.16. Rockwell Automation, Inc.
17.17. Schneider Electric SE
17.18. Siemens AG
17.19. STMicroelectronics N.V.
17.20. Yokogawa Electric Corporation

List of Figures

FIGURE 1. GLOBAL VIRTUAL SENSORS MARKET SIZE, 2018-2032 (USD MILLION)
FIGURE 2. GLOBAL VIRTUAL SENSORS MARKET SHARE, BY KEY PLAYER, 2025
FIGURE 3. GLOBAL VIRTUAL SENSORS MARKET, FPNV POSITIONING MATRIX, 2025
FIGURE 4. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2025 VS 2026 VS 2032 (USD MILLION)
FIGURE 5. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2025 VS 2026 VS 2032 (USD MILLION)
FIGURE 6. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2025 VS 2026 VS 2032 (USD MILLION)
FIGURE 7. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2025 VS 2026 VS 2032 (USD MILLION)
FIGURE 8. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY REGION, 2025 VS 2026 VS 2032 (USD MILLION)
FIGURE 9. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY GROUP, 2025 VS 2026 VS 2032 (USD MILLION)
FIGURE 10. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2025 VS 2026 VS 2032 (USD MILLION)
FIGURE 11. UNITED STATES VIRTUAL SENSORS MARKET SIZE, 2018-2032 (USD MILLION)
FIGURE 12. CHINA VIRTUAL SENSORS MARKET SIZE, 2018-2032 (USD MILLION)

List of Tables

TABLE 1. GLOBAL VIRTUAL SENSORS MARKET SIZE, 2018-2032 (USD MILLION)
TABLE 2. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 3. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MODEL-BASED SENSORS, BY REGION, 2018-2032 (USD MILLION)
TABLE 4. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MODEL-BASED SENSORS, BY GROUP, 2018-2032 (USD MILLION)
TABLE 5. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MODEL-BASED SENSORS, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 6. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DATA-DRIVEN SENSORS, BY REGION, 2018-2032 (USD MILLION)
TABLE 7. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DATA-DRIVEN SENSORS, BY GROUP, 2018-2032 (USD MILLION)
TABLE 8. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DATA-DRIVEN SENSORS, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 9. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DIGITAL TWIN SENSORS, BY REGION, 2018-2032 (USD MILLION)
TABLE 10. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DIGITAL TWIN SENSORS, BY GROUP, 2018-2032 (USD MILLION)
TABLE 11. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DIGITAL TWIN SENSORS, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 12. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY IOT-INTEGRATED SENSORS, BY REGION, 2018-2032 (USD MILLION)
TABLE 13. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY IOT-INTEGRATED SENSORS, BY GROUP, 2018-2032 (USD MILLION)
TABLE 14. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY IOT-INTEGRATED SENSORS, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 15. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 16. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2018-2032 (USD MILLION)
TABLE 17. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY LARGE ENTERPRISES, BY GROUP, 2018-2032 (USD MILLION)
TABLE 18. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY LARGE ENTERPRISES, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 19. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMALL AND MEDIUM ENTERPRISES, BY REGION, 2018-2032 (USD MILLION)
TABLE 20. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMALL AND MEDIUM ENTERPRISES, BY GROUP, 2018-2032 (USD MILLION)
TABLE 21. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMALL AND MEDIUM ENTERPRISES, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 22. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 23. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ASSET TRACKING, BY REGION, 2018-2032 (USD MILLION)
TABLE 24. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ASSET TRACKING, BY GROUP, 2018-2032 (USD MILLION)
TABLE 25. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ASSET TRACKING, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 26. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ENVIRONMENTAL MONITORING, BY REGION, 2018-2032 (USD MILLION)
TABLE 27. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ENVIRONMENTAL MONITORING, BY GROUP, 2018-2032 (USD MILLION)
TABLE 28. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ENVIRONMENTAL MONITORING, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 29. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PREDICTIVE MAINTENANCE, BY REGION, 2018-2032 (USD MILLION)
TABLE 30. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PREDICTIVE MAINTENANCE, BY GROUP, 2018-2032 (USD MILLION)
TABLE 31. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PREDICTIVE MAINTENANCE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 32. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMART BUILDING, BY REGION, 2018-2032 (USD MILLION)
TABLE 33. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMART BUILDING, BY GROUP, 2018-2032 (USD MILLION)
TABLE 34. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMART BUILDING, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 35. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 36. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, BY REGION, 2018-2032 (USD MILLION)
TABLE 37. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, BY GROUP, 2018-2032 (USD MILLION)
TABLE 38. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 39. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 40. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY CONNECTED VEHICLES, BY REGION, 2018-2032 (USD MILLION)
TABLE 41. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY CONNECTED VEHICLES, BY GROUP, 2018-2032 (USD MILLION)
TABLE 42. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY CONNECTED VEHICLES, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 43. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY FLEET MANAGEMENT, BY REGION, 2018-2032 (USD MILLION)
TABLE 44. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY FLEET MANAGEMENT, BY GROUP, 2018-2032 (USD MILLION)
TABLE 45. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY FLEET MANAGEMENT, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 46. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, BY REGION, 2018-2032 (USD MILLION)
TABLE 47. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, BY GROUP, 2018-2032 (USD MILLION)
TABLE 48. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 49. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 50. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PIPELINE MONITORING, BY REGION, 2018-2032 (USD MILLION)
TABLE 51. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PIPELINE MONITORING, BY GROUP, 2018-2032 (USD MILLION)
TABLE 52. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PIPELINE MONITORING, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 53. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMART GRID MONITORING, BY REGION, 2018-2032 (USD MILLION)
TABLE 54. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMART GRID MONITORING, BY GROUP, 2018-2032 (USD MILLION)
TABLE 55. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SMART GRID MONITORING, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 56. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2032 (USD MILLION)
TABLE 57. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, BY GROUP, 2018-2032 (USD MILLION)
TABLE 58. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 59. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 60. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HOSPITAL EQUIPMENT MONITORING, BY REGION, 2018-2032 (USD MILLION)
TABLE 61. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HOSPITAL EQUIPMENT MONITORING, BY GROUP, 2018-2032 (USD MILLION)
TABLE 62. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HOSPITAL EQUIPMENT MONITORING, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 63. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PATIENT MONITORING, BY REGION, 2018-2032 (USD MILLION)
TABLE 64. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PATIENT MONITORING, BY GROUP, 2018-2032 (USD MILLION)
TABLE 65. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY PATIENT MONITORING, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 66. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MANUFACTURING, BY REGION, 2018-2032 (USD MILLION)
TABLE 67. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MANUFACTURING, BY GROUP, 2018-2032 (USD MILLION)
TABLE 68. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MANUFACTURING, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 69. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY REGION, 2018-2032 (USD MILLION)
TABLE 70. AMERICAS VIRTUAL SENSORS MARKET SIZE, BY SUBREGION, 2018-2032 (USD MILLION)
TABLE 71. AMERICAS VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 72. AMERICAS VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 73. AMERICAS VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 74. AMERICAS VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 75. AMERICAS VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 76. AMERICAS VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 77. AMERICAS VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 78. NORTH AMERICA VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 79. NORTH AMERICA VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 80. NORTH AMERICA VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 81. NORTH AMERICA VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 82. NORTH AMERICA VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 83. NORTH AMERICA VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 84. NORTH AMERICA VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 85. NORTH AMERICA VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 86. LATIN AMERICA VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 87. LATIN AMERICA VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 88. LATIN AMERICA VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 89. LATIN AMERICA VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 90. LATIN AMERICA VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 91. LATIN AMERICA VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 92. LATIN AMERICA VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 93. LATIN AMERICA VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 94. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, BY SUBREGION, 2018-2032 (USD MILLION)
TABLE 95. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 96. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 97. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 98. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 99. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 100. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 101. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 102. EUROPE VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 103. EUROPE VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 104. EUROPE VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 105. EUROPE VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 106. EUROPE VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 107. EUROPE VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 108. EUROPE VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 109. EUROPE VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 110. MIDDLE EAST VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 111. MIDDLE EAST VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 112. MIDDLE EAST VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 113. MIDDLE EAST VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 114. MIDDLE EAST VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 115. MIDDLE EAST VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 116. MIDDLE EAST VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 117. MIDDLE EAST VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 118. AFRICA VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 119. AFRICA VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 120. AFRICA VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 121. AFRICA VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 122. AFRICA VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 123. AFRICA VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 124. AFRICA VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 125. AFRICA VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 126. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 127. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 128. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 129. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 130. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 131. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 132. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 133. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 134. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY GROUP, 2018-2032 (USD MILLION)
TABLE 135. ASEAN VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 136. ASEAN VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 137. ASEAN VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 138. ASEAN VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 139. ASEAN VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 140. ASEAN VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 141. ASEAN VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 142. ASEAN VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 143. GCC VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 144. GCC VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 145. GCC VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 146. GCC VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 147. GCC VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 148. GCC VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 149. GCC VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 150. GCC VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 151. EUROPEAN UNION VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 152. EUROPEAN UNION VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 153. EUROPEAN UNION VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 154. EUROPEAN UNION VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 155. EUROPEAN UNION VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 156. EUROPEAN UNION VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 157. EUROPEAN UNION VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 158. EUROPEAN UNION VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 159. BRICS VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 160. BRICS VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 161. BRICS VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 162. BRICS VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 163. BRICS VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 164. BRICS VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 165. BRICS VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 166. BRICS VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 167. G7 VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 168. G7 VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 169. G7 VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 170. G7 VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 171. G7 VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 172. G7 VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 173. G7 VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 174. G7 VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 175. NATO VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 176. NATO VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 177. NATO VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 178. NATO VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 179. NATO VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 180. NATO VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 181. NATO VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 182. NATO VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 183. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY COUNTRY, 2018-2032 (USD MILLION)
TABLE 184. UNITED STATES VIRTUAL SENSORS MARKET SIZE, 2018-2032 (USD MILLION)
TABLE 185. UNITED STATES VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 186. UNITED STATES VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 187. UNITED STATES VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 188. UNITED STATES VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 189. UNITED STATES VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 190. UNITED STATES VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 191. UNITED STATES VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)
TABLE 192. CHINA VIRTUAL SENSORS MARKET SIZE, 2018-2032 (USD MILLION)
TABLE 193. CHINA VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2032 (USD MILLION)
TABLE 194. CHINA VIRTUAL SENSORS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2032 (USD MILLION)
TABLE 195. CHINA VIRTUAL SENSORS MARKET SIZE, BY APPLICATION, 2018-2032 (USD MILLION)
TABLE 196. CHINA VIRTUAL SENSORS MARKET SIZE, BY END-USE INDUSTRY, 2018-2032 (USD MILLION)
TABLE 197. CHINA VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE, 2018-2032 (USD MILLION)
TABLE 198. CHINA VIRTUAL SENSORS MARKET SIZE, BY ENERGY AND UTILITIES, 2018-2032 (USD MILLION)
TABLE 199. CHINA VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2032 (USD MILLION)

Companies Mentioned

The key companies profiled in this Virtual Sensors market report include:

ABB Ltd.
Aspen Technology, Inc.
Elliptic Laboratories A/S
Emerson Electric Co.
General Electric Company
Honeywell International Inc.
Infineon Technologies AG
International Business Machines Corporation
Microsoft Corporation
Mitsubishi Electric Corporation
Robert Bosch GmbH
Rockwell Automation, Inc.
Schneider Electric SE
Siemens AG
STMicroelectronics N.V.
Yokogawa Electric Corporation

Table Information

Report Attribute	Details
No. of Pages	190
Published	January 2026
Forecast Period	2026 - 2032
Estimated Market Value ( USD ) in 2026	$ 1.57 Billion
Forecasted Market Value ( USD ) by 2032	$ 7.59 Billion
Compound Annual Growth Rate	29.7%
Regions Covered	Global
No. of Companies Mentioned	17

License	Properties	Price
SINGLE USER LICENSE PDF, Excel and Online Access	This is a single user license, allowing one user access to the product.	€3505EUR$3,939USD£3,044GBP
1 - 5 USER LICENSE PDF, Excel and Online Access	This is a 1-5 user license, allowing up to five users have access to the product.	€3781EUR$4,249USD£3,283GBP
SITE LICENSE PDF, Excel and Online Access	This is a site license, allowing all users within a given geographical location of your organization access to the product.	€5125EUR$5,759USD£4,450GBP
ENTERPRISE LICENSE PDF, Excel and Online Access	This is an enterprise license, allowing all employees within your organization access to the product.	€6201EUR$6,969USD£5,385GBP

Market Snapshot: Virtual Sensors Market Overview

Scope & Segmentation of the Virtual Sensors Market

Key Takeaways: Strategic Insights for Senior Decision-Makers

Tariff Impact: Shaping Supply Chain and Design Strategies

Methodology & Data Sources

Virtual Sensors Market: Why This Report Matters

Conclusion

Table of Contents

Companies Mentioned

Table Information

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