1. Preface
1.1. Objectives of the Study
1.2. Market Segmentation & Coverage
1.3. Years Considered for the Study
1.4. Currency & Pricing
1.5. Language
1.6. Limitations
1.7. Assumptions
1.8. Stakeholders

2. Research Methodology
2.1. Introduction
2.2. Define: Research Objective
2.3. Determine: Research Design
2.4. Prepare: Research Instrument
2.5. Collect: Data Source
2.6. Analyze: Data Interpretation
2.7. Formulate: Data Verification
2.8. Publish: Research Report
2.9. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights
5.1. Market Dynamics
5.1.1. Drivers
5.1.1.1. Increasing demand in the manufacturing industry
5.1.1.2. Growing virtual sensors implementation in industries such as automotive, transportation and electronics
5.1.1.3. Rising adoption for security and surveillance purposes in military and commercial sector
5.1.2. Restraints
5.1.2.1. Risk associated with data security due to implementation of IoT and cloud platforms
5.1.3. Opportunities
5.1.3.1. Rising adoption of IoT and cloud platform
5.1.3.2. Growing adoption of predictive maintenance
5.1.4. Challenges
5.1.4.1. Non-ideal environments such as magnetic anomalies, temperature variations, and shock and vibration can add noise
5.2. Cumulative Impact of COVID-19

6. Virtual Sensors Market, by Component
6.1. Introduction
6.2. Services
6.3. Solution

7. Virtual Sensors Market, by Deployment
7.1. Introduction
7.2. On-Cloud
7.3. On-Premise

8. Virtual Sensors Market, by End User
8.1. Introduction
8.2. Aeronautics & Defense
8.3. Automotive & Transportation
8.4. Chemical
8.5. Electrical & Electronics
8.6. Healthcare
8.7. Manufacturing & Utilities
8.8. Oil & Gas

9. Americas Virtual Sensors Market
9.1. Introduction
9.2. Argentina
9.3. Brazil
9.4. Canada
9.5. Mexico
9.6. United States

10. Asia-Pacific Virtual Sensors Market
10.1. Introduction
10.2. Australia
10.3. China
10.4. India
10.5. Indonesia
10.6. Japan
10.7. Malaysia
10.8. Philippines
10.9. Singapore
10.10. South Korea
10.11. Taiwan
10.12. Thailand

11. Europe, Middle East & Africa Virtual Sensors Market
11.1. Introduction
11.2. France
11.3. Germany
11.4. Italy
11.5. Netherlands
11.6. Qatar
11.7. Russia
11.8. Saudi Arabia
11.9. South Africa
11.10. Spain
11.11. United Arab Emirates
11.12. United Kingdom

12. Competitive Landscape
12.1. FPNV Positioning Matrix
12.1.1. Quadrants
12.1.2. Business Strategy
12.1.3. Product Satisfaction
12.2. Market Ranking Analysis
12.3. Market Share Analysis, By Key Player
12.4. Competitive Scenario
12.4.1. Merger & Acquisition
12.4.2. Agreement, Collaboration, & Partnership
12.4.3. New Product Launch & Enhancement
12.4.4. Investment & Funding
12.4.5. Award, Recognition, & Expansion

13. Company Usability Profiles
13.1. Algorithmica technologies GmbH
13.2. Andata Development Technology GmbH
13.3. Aspen Technology, Inc.
13.4. AVEVA Group PLC
13.5. BioComp Systems, Inc
13.6. Cisco Systems, Inc.
13.7. Elliptic Laboratories A/S
13.8. General Electric Company
13.9. Honeywell International Inc.
13.10. LMI TECHNOLOGIES INC.
13.11. Modelway S.r.l.
13.12. OSIsoft, LLC
13.13. Rockwell Automation Inc
13.14. Schneider Electric SE
13.15. Siemens AG
13.16. SmartUQ LLC
13.17. Tactile Mobility LTD
13.18. Werum IT Solutions GmbH

14. Appendix
14.1. Discussion Guide
14.2. License & Pricing

List of Figures

FIGURE 1. GLOBAL VIRTUAL SENSORS MARKET: RESEARCH PROCESS
FIGURE 2. GLOBAL VIRTUAL SENSORS MARKET: MARKET DYNAMICS
FIGURE 3. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2020 VS 2027 (%)
FIGURE 4. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2020 VS 2027 (USD MILLION)
FIGURE 5. COMPETITIVE STRATEGIC WINDOW FOR GLOBAL VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2027
FIGURE 6. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SERVICES, 2018-2027 (USD MILLION)
FIGURE 7. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SERVICES, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 8. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SOLUTION, 2018-2027 (USD MILLION)
FIGURE 9. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SOLUTION, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 10. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT, 2020 VS 2027 (%)
FIGURE 11. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT, 2020 VS 2027 (USD MILLION)
FIGURE 12. COMPETITIVE STRATEGIC WINDOW FOR GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT, 2027
FIGURE 13. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ON-CLOUD, 2018-2027 (USD MILLION)
FIGURE 14. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ON-CLOUD, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 15. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ON-PREMISE, 2018-2027 (USD MILLION)
FIGURE 16. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ON-PREMISE, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 17. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY END USER, 2020 VS 2027 (%)
FIGURE 18. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY END USER, 2020 VS 2027 (USD MILLION)
FIGURE 19. COMPETITIVE STRATEGIC WINDOW FOR GLOBAL VIRTUAL SENSORS MARKET SIZE, BY END USER, 2027
FIGURE 20. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AERONAUTICS & DEFENSE, 2018-2027 (USD MILLION)
FIGURE 21. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AERONAUTICS & DEFENSE, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 22. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, 2018-2027 (USD MILLION)
FIGURE 23. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 24. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY CHEMICAL, 2018-2027 (USD MILLION)
FIGURE 25. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY CHEMICAL, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 26. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ELECTRICAL & ELECTRONICS, 2018-2027 (USD MILLION)
FIGURE 27. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ELECTRICAL & ELECTRONICS, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 28. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, 2018-2027 (USD MILLION)
FIGURE 29. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 30. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MANUFACTURING & UTILITIES, 2018-2027 (USD MILLION)
FIGURE 31. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MANUFACTURING & UTILITIES, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 32. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY OIL & GAS, 2018-2027 (USD MILLION)
FIGURE 33. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY OIL & GAS, BY REGION, 2020 VS 2027 (USD MILLION)
FIGURE 34. AMERICAS VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 35. ARGENTINA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 36. BRAZIL VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 37. CANADA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 38. MEXICO VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 39. UNITED STATES VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 40. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 41. AUSTRALIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 42. CHINA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 43. INDIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 44. INDONESIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 45. JAPAN VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 46. MALAYSIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 47. PHILIPPINES VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 48. SINGAPORE VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 49. SOUTH KOREA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 50. TAIWAN VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 51. THAILAND VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 52. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 53. FRANCE VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 54. GERMANY VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 55. ITALY VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 56. NETHERLANDS VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 57. QATAR VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 58. RUSSIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 59. SAUDI ARABIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 60. SOUTH AFRICA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 61. SPAIN VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 62. UNITED ARAB EMIRATES VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 63. UNITED KINGDOM VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
FIGURE 64. GLOBAL VIRTUAL SENSORS MARKET: FPNV POSITIONING MATRIX
FIGURE 65. GLOBAL VIRTUAL SENSORS MARKET: SHARE, BY KEY PLAYER, 2020
FIGURE 66. COMPETITIVE SCENARIO ANALYSIS IN GLOBAL VIRTUAL SENSORS MARKET, BY TYPE

List of Tables

TABLE 1. GLOBAL VIRTUAL SENSORS MARKET: MARKET SEGMENTATION & COVERAGE
TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2016-2020
TABLE 3. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY COMPONENT, 2018-2027 (USD MILLION)
TABLE 4. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SERVICES, BY REGION, 2018-2027 (USD MILLION)
TABLE 5. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY SOLUTION, BY REGION, 2018-2027 (USD MILLION)
TABLE 6. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY DEPLOYMENT, 2018-2027 (USD MILLION)
TABLE 7. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ON-CLOUD, BY REGION, 2018-2027 (USD MILLION)
TABLE 8. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2027 (USD MILLION)
TABLE 9. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY END USER, 2018-2027 (USD MILLION)
TABLE 10. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AERONAUTICS & DEFENSE, BY REGION, 2018-2027 (USD MILLION)
TABLE 11. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY AUTOMOTIVE & TRANSPORTATION, BY REGION, 2018-2027 (USD MILLION)
TABLE 12. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY CHEMICAL, BY REGION, 2018-2027 (USD MILLION)
TABLE 13. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY ELECTRICAL & ELECTRONICS, BY REGION, 2018-2027 (USD MILLION)
TABLE 14. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2027 (USD MILLION)
TABLE 15. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY MANUFACTURING & UTILITIES, BY REGION, 2018-2027 (USD MILLION)
TABLE 16. GLOBAL VIRTUAL SENSORS MARKET SIZE, BY OIL & GAS, BY REGION, 2018-2027 (USD MILLION)
TABLE 17. AMERICAS VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 18. ARGENTINA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 19. BRAZIL VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 20. CANADA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 21. MEXICO VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 22. UNITED STATES VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 23. ASIA-PACIFIC VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 24. AUSTRALIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 25. CHINA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 26. INDIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 27. INDONESIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 28. JAPAN VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 29. MALAYSIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 30. PHILIPPINES VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 31. SINGAPORE VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 32. SOUTH KOREA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 33. TAIWAN VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 34. THAILAND VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 35. EUROPE, MIDDLE EAST & AFRICA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 36. FRANCE VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 37. GERMANY VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 38. ITALY VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 39. NETHERLANDS VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 40. QATAR VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 41. RUSSIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 42. SAUDI ARABIA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 43. SOUTH AFRICA VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 44. SPAIN VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 45. UNITED ARAB EMIRATES VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 46. UNITED KINGDOM VIRTUAL SENSORS MARKET SIZE, 2018-2027 (USD MILLION)
TABLE 47. GLOBAL VIRTUAL SENSORS MARKET: SCORES
TABLE 48. GLOBAL VIRTUAL SENSORS MARKET: BUSINESS STRATEGY
TABLE 49. GLOBAL VIRTUAL SENSORS MARKET: PRODUCT SATISFACTION
TABLE 50. GLOBAL VIRTUAL SENSORS MARKET: RANKING
TABLE 51. GLOBAL VIRTUAL SENSORS MARKET: SHARE, BY KEY PLAYER, 2020
TABLE 52. GLOBAL VIRTUAL SENSORS MARKET: MERGER & ACQUISITION
TABLE 53. GLOBAL VIRTUAL SENSORS MARKET: AGREEMENT, COLLABORATION, & PARTNERSHIP
TABLE 54. GLOBAL VIRTUAL SENSORS MARKET: NEW PRODUCT LAUNCH & ENHANCEMENT
TABLE 55. GLOBAL VIRTUAL SENSORS MARKET: INVESTMENT & FUNDING
TABLE 56. GLOBAL VIRTUAL SENSORS MARKET: AWARD, RECOGNITION, & EXPANSION
TABLE 57. GLOBAL VIRTUAL SENSORS MARKET: LICENSE & PRICING

Companies Mentioned

Algorithmica technologies GmbH
Andata Development Technology GmbH
Aspen Technology, Inc.
AVEVA Group PLC
BioComp Systems, Inc
Cisco Systems, Inc.
Elliptic Laboratories A/S
General Electric Company
Honeywell International Inc.
LMI TECHNOLOGIES INC.
Modelway S.r.l.
OSIsoft, LLC
Rockwell Automation Inc
Schneider Electric SE
Siemens AG
SmartUQ LLC
Tactile Mobility LTD
Werum IT Solutions GmbH