List of Tables
Table 1. Global Soft Sensor (Virtual Sensor) 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 Soft Sensor (Virtual Sensor) Market Size Growth by Application (US$ Million): 2020 VS 2024 VS 2031
Table 5. Global Soft Sensor (Virtual Sensor) Market Size by Region (US$ Million): 2020 VS 2024 VS 2031
Table 6. Global Soft Sensor (Virtual Sensor) Market Size by Region (2020-2025) & (US$ Million)
Table 7. Global Soft Sensor (Virtual Sensor) Market Share by Region (2020-2025)
Table 8. Global Soft Sensor (Virtual Sensor) Forecasted Market Size by Region (2026-2031) & (US$ Million)
Table 9. Global Soft Sensor (Virtual Sensor) Market Share by Region (2026-2031)
Table 10. Soft Sensor (Virtual Sensor) Market Trends
Table 11. Soft Sensor (Virtual Sensor) Market Drivers
Table 12. Soft Sensor (Virtual Sensor) Market Challenges
Table 13. Soft Sensor (Virtual Sensor) Market Restraints
Table 14. Global Soft Sensor (Virtual Sensor) Revenue by Players (2020-2025) & (US$ Million)
Table 15. Global Soft Sensor (Virtual Sensor) Market Share by Players (2020-2025)
Table 16. Global Top Soft Sensor (Virtual Sensor) Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Soft Sensor (Virtual Sensor) as of 2024)
Table 17. Ranking of Global Top Soft Sensor (Virtual Sensor) Companies by Revenue (US$ Million) in 2024
Table 18. Global 5 Largest Players Market Share by Soft Sensor (Virtual Sensor) Revenue (CR5 and HHI) & (2020-2025)
Table 19. Global Key Players of Soft Sensor (Virtual Sensor), Headquarters and Area Served
Table 20. Global Key Players of Soft Sensor (Virtual Sensor), Product and Application
Table 21. Global Key Players of Soft Sensor (Virtual Sensor), Date of Enter into This Industry
Table 22. Mergers & Acquisitions, Expansion Plans
Table 23. Global Soft Sensor (Virtual Sensor) Market Size by Type (2020-2025) & (US$ Million)
Table 24. Global Soft Sensor (Virtual Sensor) Revenue Market Share by Type (2020-2025)
Table 25. Global Soft Sensor (Virtual Sensor) Forecasted Market Size by Type (2026-2031) & (US$ Million)
Table 26. Global Soft Sensor (Virtual Sensor) Revenue Market Share by Type (2026-2031)
Table 27. Global Soft Sensor (Virtual Sensor) Market Size by Application (2020-2025) & (US$ Million)
Table 28. Global Soft Sensor (Virtual Sensor) Revenue Market Share by Application (2020-2025)
Table 29. Global Soft Sensor (Virtual Sensor) Forecasted Market Size by Application (2026-2031) & (US$ Million)
Table 30. Global Soft Sensor (Virtual Sensor) Revenue Market Share by Application (2026-2031)
Table 31. North America Soft Sensor (Virtual Sensor) Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
Table 32. North America Soft Sensor (Virtual Sensor) Market Size by Country (2020-2025) & (US$ Million)
Table 33. North America Soft Sensor (Virtual Sensor) Market Size by Country (2026-2031) & (US$ Million)
Table 34. Europe Soft Sensor (Virtual Sensor) Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
Table 35. Europe Soft Sensor (Virtual Sensor) Market Size by Country (2020-2025) & (US$ Million)
Table 36. Europe Soft Sensor (Virtual Sensor) Market Size by Country (2026-2031) & (US$ Million)
Table 37. Asia-Pacific Soft Sensor (Virtual Sensor) Market Size Growth Rate by Region (US$ Million): 2020 VS 2024 VS 2031
Table 38. Asia-Pacific Soft Sensor (Virtual Sensor) Market Size by Region (2020-2025) & (US$ Million)
Table 39. Asia-Pacific Soft Sensor (Virtual Sensor) Market Size by Region (2026-2031) & (US$ Million)
Table 40. Latin America Soft Sensor (Virtual Sensor) Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
Table 41. Latin America Soft Sensor (Virtual Sensor) Market Size by Country (2020-2025) & (US$ Million)
Table 42. Latin America Soft Sensor (Virtual Sensor) Market Size by Country (2026-2031) & (US$ Million)
Table 43. Middle East & Africa Soft Sensor (Virtual Sensor) Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
Table 44. Middle East & Africa Soft Sensor (Virtual Sensor) Market Size by Country (2020-2025) & (US$ Million)
Table 45. Middle East & Africa Soft Sensor (Virtual Sensor) Market Size by Country (2026-2031) & (US$ Million)
Table 46. Cisco Company Details
Table 47. Cisco Business Overview
Table 48. Cisco Soft Sensor (Virtual Sensor) Product
Table 49. Cisco Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 50. Cisco Recent Development
Table 51. Siemens Company Details
Table 52. Siemens Business Overview
Table 53. Siemens Soft Sensor (Virtual Sensor) Product
Table 54. Siemens Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 55. Siemens Recent Development
Table 56. General Electric Company Details
Table 57. General Electric Business Overview
Table 58. General Electric Soft Sensor (Virtual Sensor) Product
Table 59. General Electric Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 60. General Electric Recent Development
Table 61. Schneider Electric Company Details
Table 62. Schneider Electric Business Overview
Table 63. Schneider Electric Soft Sensor (Virtual Sensor) Product
Table 64. Schneider Electric Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 65. Schneider Electric Recent Development
Table 66. Honeywell Company Details
Table 67. Honeywell Business Overview
Table 68. Honeywell Soft Sensor (Virtual Sensor) Product
Table 69. Honeywell Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 70. Honeywell Recent Development
Table 71. Elliptic Labs Company Details
Table 72. Elliptic Labs Business Overview
Table 73. Elliptic Labs Soft Sensor (Virtual Sensor) Product
Table 74. Elliptic Labs Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 75. Elliptic Labs Recent Development
Table 76. Ekkono Solutions Company Details
Table 77. Ekkono Solutions Business Overview
Table 78. Ekkono Solutions Soft Sensor (Virtual Sensor) Product
Table 79. Ekkono Solutions Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 80. Ekkono Solutions Recent Development
Table 81. StretchSkin Technologies Company Details
Table 82. StretchSkin Technologies Business Overview
Table 83. StretchSkin Technologies Soft Sensor (Virtual Sensor) Product
Table 84. StretchSkin Technologies Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 85. StretchSkin Technologies Recent Development
Table 86. Equinox Company Details
Table 87. Equinox Business Overview
Table 88. Equinox Soft Sensor (Virtual Sensor) Product
Table 89. Equinox Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 90. Equinox Recent Development
Table 91. Canvass AI Company Details
Table 92. Canvass AI Business Overview
Table 93. Canvass AI Soft Sensor (Virtual Sensor) Product
Table 94. Canvass AI Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 95. Canvass AI Recent Development
Table 96. ANDATA Company Details
Table 97. ANDATA Business Overview
Table 98. ANDATA Soft Sensor (Virtual Sensor) Product
Table 99. ANDATA Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 100. ANDATA Recent Development
Table 101. Corelight Company Details
Table 102. Corelight Business Overview
Table 103. Corelight Soft Sensor (Virtual Sensor) Product
Table 104. Corelight Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 105. Corelight Recent Development
Table 106. Exputec Company Details
Table 107. Exputec Business Overview
Table 108. Exputec Soft Sensor (Virtual Sensor) Product
Table 109. Exputec Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 110. Exputec Recent Development
Table 111. TACTILE MOBILITY Company Details
Table 112. TACTILE MOBILITY Business Overview
Table 113. TACTILE MOBILITY Soft Sensor (Virtual Sensor) Product
Table 114. TACTILE MOBILITY Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 115. TACTILE MOBILITY Recent Development
Table 116. IntelliDynamics Company Details
Table 117. IntelliDynamics Business Overview
Table 118. IntelliDynamics Soft Sensor (Virtual Sensor) Product
Table 119. IntelliDynamics Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 120. IntelliDynamics Recent Development
Table 121. Aspen Technology Company Details
Table 122. Aspen Technology Business Overview
Table 123. Aspen Technology Soft Sensor (Virtual Sensor) Product
Table 124. Aspen Technology Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 125. Aspen Technology Recent Development
Table 126. OSIsoft Company Details
Table 127. OSIsoft Business Overview
Table 128. OSIsoft Soft Sensor (Virtual Sensor) Product
Table 129. OSIsoft Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 130. OSIsoft Recent Development
Table 131. Modelway Company Details
Table 132. Modelway Business Overview
Table 133. Modelway Soft Sensor (Virtual Sensor) Product
Table 134. Modelway Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 135. Modelway Recent Development
Table 136. LMI Technologies Company Details
Table 137. LMI Technologies Business Overview
Table 138. LMI Technologies Soft Sensor (Virtual Sensor) Product
Table 139. LMI Technologies Revenue in Soft Sensor (Virtual Sensor) Business (2020-2025) & (US$ Million)
Table 140. LMI Technologies Recent Development
Table 141. Research Programs/Design for This Report
Table 142. Key Data Information from Secondary Sources
Table 143. Key Data Information from Primary Sources
Table 144. Authors List of This Report
List of Figures
Figure 1. Soft Sensor (Virtual Sensor) Picture
Figure 2. Global Soft Sensor (Virtual Sensor) Market Size Comparison by Type (2020-2031) & (US$ Million)
Figure 3. Global Soft Sensor (Virtual Sensor) Market Share by Type: 2024 VS 2031
Figure 4. Cloud-based Features
Figure 5. On-premise Features
Figure 6. Global Soft Sensor (Virtual Sensor) Market Size by Application (2020-2031) & (US$ Million)
Figure 7. Global Soft Sensor (Virtual Sensor) 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. Soft Sensor (Virtual Sensor) Report Years Considered
Figure 14. Global Soft Sensor (Virtual Sensor) Market Size (US$ Million), Year-over-Year: 2020-2031
Figure 15. Global Soft Sensor (Virtual Sensor) Market Size, (US$ Million), 2020 VS 2024 VS 2031
Figure 16. Global Soft Sensor (Virtual Sensor) Market Share by Region: 2024 VS 2031
Figure 17. Global Soft Sensor (Virtual Sensor) Market Share by Players in 2024
Figure 18. Global Top Soft Sensor (Virtual Sensor) Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Soft Sensor (Virtual Sensor) as of 2024)
Figure 19. The Top 10 and 5 Players Market Share by Soft Sensor (Virtual Sensor) Revenue in 2024
Figure 20. North America Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 21. North America Soft Sensor (Virtual Sensor) Market Share by Country (2020-2031)
Figure 22. United States Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 23. Canada Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 24. Europe Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 25. Europe Soft Sensor (Virtual Sensor) Market Share by Country (2020-2031)
Figure 26. Germany Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 27. France Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 28. U.K. Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 29. Italy Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 30. Russia Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 31. Nordic Countries Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 32. Asia-Pacific Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 33. Asia-Pacific Soft Sensor (Virtual Sensor) Market Share by Region (2020-2031)
Figure 34. China Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 35. Japan Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 36. South Korea Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 37. Southeast Asia Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 38. India Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 39. Australia Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 40. Latin America Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 41. Latin America Soft Sensor (Virtual Sensor) Market Share by Country (2020-2031)
Figure 42. Mexico Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 43. Brazil Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 44. Middle East & Africa Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 45. Middle East & Africa Soft Sensor (Virtual Sensor) Market Share by Country (2020-2031)
Figure 46. Turkey Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 47. Saudi Arabia Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 48. UAE Soft Sensor (Virtual Sensor) Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 49. Cisco Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 50. Siemens Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 51. General Electric Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 52. Schneider Electric Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 53. Honeywell Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 54. Elliptic Labs Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 55. Ekkono Solutions Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 56. StretchSkin Technologies Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 57. Equinox Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 58. Canvass AI Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 59. ANDATA Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 60. Corelight Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 61. Exputec Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 62. TACTILE MOBILITY Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 63. IntelliDynamics Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 64. Aspen Technology Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 65. OSIsoft Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 66. Modelway Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 67. LMI Technologies Revenue Growth Rate in Soft Sensor (Virtual Sensor) Business (2020-2025)
Figure 68. Bottom-up and Top-down Approaches for This Report
Figure 69. Data Triangulation
Figure 70. Key Executives Interviewed