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市場調查報告書
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1594958

全球虛擬感測器市場

Virtual Sensors
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 92 Pages | 商品交期: 最快1-2個工作天內

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簡介目錄

到 2030 年，全球虛擬感測器市場將達到 92 億美元

預計 2023 年全球虛擬感測器市場規模為 16 億美元，預計到 2030 年將達到 92 億美元，2023-2030 年分析期間複合年成長率為 28.0%。解決方案組件是本報告分析的細分市場之一，預計複合年成長率為 27.6%，到分析期結束時將達到 59 億美元。分析期間內，服務組件產業的複合年成長率預計為 28.7%。

美國市場預估為4.755億美元，中國預期複合年成長率為26.9%

預計 2023 年美國虛擬感測器市場規模將達到 4.755 億美元。中國作為全球第二大經濟體，預計2030年市場規模將達14億美元，2023-2030年分析期間複合年成長率為26.9%。其他值得注意的區域市場包括日本和加拿大，在分析期間預計複合年成長率分別為 24.5% 和 23.4%。在歐洲，德國的複合年成長率預計約為 18.9%。

全球虛擬感測器市場—主要趨勢和促進因素總結

什麼是虛擬感測器？

虛擬感測器是基於軟體的模型，它使用現有感測器的資料、演算法和歷史資訊來模擬實體感測器的行為，提供即時監控和預測見解。與物理測量溫度、壓力和濕度等參數的傳統感測器不同，虛擬感測器透過計算模型、數學公式和資料分析得出測量結果。這些虛擬模型可以估計難以直接測量的變量，使其在預測性維護、流程最佳化和智慧製造等領域具有價值。

虛擬感測器的重要性在於它們能夠降低硬體成本、提高測量精度，並在安裝實體感測器不切實際或成本過高時提供洞察力。虛擬感測器對於物聯網系統、工業自動化、汽車診斷、能源管理和醫療保健至關重要，可實現即時決策和最佳化。虛擬感測器具有諸如更快的部署、減少維護以及能夠透過整合多個資料來源來測量複雜參數等優點。隨著物聯網和人工智慧分析的不斷部署，虛擬感測器正在成為實現更智慧、更有效率和更具成本效益的系統的關鍵組件。

科技進步如何形塑虛擬感測器市場？

技術進步大大提高了虛擬感測器的準確性、多功能性和適用性，促進了各行業的創新。其中一項關鍵進展是人工智慧（AI）和機器學習（ML）演算法的整合，提高了虛擬感測器的預測能力和準確性。人工智慧驅動的虛擬感測器可以透過分析來自多個來源的大量即時資料、識別模式並適應不斷變化的條件，使預測更加準確和可靠。這對於預測性維護特別有用，其中人工智慧驅動的虛擬感測器可以預測設備故障、最佳化維護計劃並最大限度地減少停機時間。

數位雙胞胎技術的進步進一步擴展了虛擬感測器的功能。數位雙胞胎是實體資產、流程和系統的虛擬複製品，虛擬感測器透過提供用於監控和分析的類比資料在這些模型中發揮關鍵作用。數位雙胞胎允許虛擬感測器模擬各種條件下的設備和流程的行為，從而在不中斷實際操作的情況下進行場景測試、效能最佳化和風險評估。事實證明，這種組合在製造、航太和能源等對高精度和業務效率至關重要的行業中是有效的。

邊緣運算的興起也正在塑造虛擬感測器的格局。邊緣運算透過處理更接近資料來源的資料來提高虛擬感測器的速度和響應能力，從而實現即時分析和決策。基於邊緣的虛擬感測器可以減少運行延遲，提供更快的洞察力和局部控制，這對於自動駕駛汽車、工業機器人和製造中的即時品管等應用至關重要。此外，雲端基礎的分析和虛擬感測器的整合可以實現更複雜的資料處理、長期趨勢分析和跨系統最佳化，使虛擬感測器更加通用和擴充性。這些創新不僅擴展了虛擬感測器的功能，而且符合人工智慧驅動的自動化、即時分析和數位轉型等現代工業趨勢。

虛擬感測器在各行業有哪些新用途？

由於需要準確、經濟高效的即時監控和分析，虛擬感測器在各行各業中得到越來越多的使用。在製造業中，虛擬感測器用於監控設備性能、檢測異常並最佳化生產流程。例如，根據可用的感測器資料和預測演算法來估計產品品質、振動水平和消費量等變量，以實現預測性維護並減少停機時間。虛擬感測器是智慧工廠和工業 4.0 計畫的重要產品。

在汽車領域，虛擬感測器擴大用於車輛診斷、性能最佳化和 ADAS（高級駕駛員輔助系統）。透過分析來自實體感測器的資料，虛擬感測器可以估計引擎健康狀況、輪胎磨損、燃油經濟性和排放量。這使得製造商能夠提高車輛性能、提高安全性並實現法規遵從性，而無需添加實體感測器。虛擬感測器在自動駕駛汽車中也發揮關鍵作用，可以即時洞察車輛行為、道路狀況和交通模式，支援更安全、更可靠的自動駕駛。

在能源領域，虛擬感測器用於監控風力發電機、太陽能電池板和能源網的性能。虛擬感測器可估計風速、葉片應力和太陽照度等參數，從而實現更好的能源輸出預測和電網管理。在石油和天然氣領域，虛擬感測器監控井壓、液位和管道健康狀況，提供潛在問題的早期預警並最佳化資源開採。在醫療保健領域，虛擬感測器用於患者監測，根據現有醫療資料估計心率變異性、呼吸模式和壓力水平等生理參數，支援遠距離診斷和遠端醫療應用。虛擬感測器在不同行業中的不斷成長的應用凸顯了虛擬在實現更智慧、更有效率、資料主導的營運方面的關鍵作用。

虛擬感測器市場成長的驅動力是什麼？

虛擬感測器市場的成長受到多種因素的推動，例如物聯網採用率的提高、人工智慧和資料分析的進步以及對經濟高效且可擴展的監控解決方案的需求不斷成長。關鍵的成長要素之一是工業中物聯網設備的激增，這些設備產生大量即時資料，可以透過虛擬感測器進行分析和解釋。隨著各行業採用物聯網來實現自動化、效率和預測分析，虛擬感測器對於提供準確的見解而無需大型實體基礎設施並降低部署和維護成本至關重要，它已成為重要的存在。

人工智慧和機器學習的進步極大地促進了虛擬感測器的採用。人工智慧演算法提高了虛擬感測器的準確性、適應性和預測能力，使其能夠即時識別複雜模式、預測故障並最佳化流程。這使得虛擬感測器在需要高精度和快速反應時間的應用中變得越來越有價值，例如自動駕駛汽車、智慧電網和工業自動化。虛擬感測器和人工智慧的整合也將支援數位雙胞胎擴大用於製造、能源和航太等行業的模擬、測試和最佳化。

對經濟高效且擴充性的監控解決方案的需求進一步推動了虛擬感測器的成長。虛擬感測器提供了基於軟體的替代方案，可在數位平台上輕鬆部署、擴展和更新，這與需要硬體安裝、維護和校準的實體感測器不同。這使得它們對於尋求最佳化成本同時保持高標準的性能和可靠性的行業非常有吸引力。此外，對永續性和效率的日益關注正在推動虛擬感測器的採用。因為虛擬感測器可以實現更好的資源管理、減少廢棄物並提高能源效率。

隨著人工智慧主導分析、數位雙胞胎和雲端邊緣整合等不斷創新，虛擬感測器市場可望實現強勁成長。這些趨勢，加上對即時、可擴展和經濟高效的監控解決方案不斷成長的需求，使虛擬感測器成為各行業現代物聯網、自動化和數位轉型策略的重要組成部分。

部分

組件（解決方案、服務）、部署（本地、雲端）、最終用途（流程工業 - 製造和公共產業、汽車和運輸、電氣和電子和消費技術、醫療保健、石油和天然氣、化學品、航空和國防、其他）最終用途）

受訪企業範例（36家知名企業）

  • Algorithmica Technologies
  • Andata
  • Aspen Technology
  • Cisco
  • Elliptic Labs
  • Exputec
  • General Electric
  • Honeywell
  • Intellidynamics
  • LMI Technologies

目錄

第1章調查方法

第 2 章執行摘要

  • 市場概況
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他領域

第4章 比賽

簡介目錄
Product Code: MCP23042

Global Virtual Sensors Market to Reach US$9.2 Billion by 2030

The global market for Virtual Sensors estimated at US$1.6 Billion in the year 2023, is expected to reach US$9.2 Billion by 2030, growing at a CAGR of 28.0% over the analysis period 2023-2030. Solutions Component, one of the segments analyzed in the report, is expected to record a 27.6% CAGR and reach US$5.9 Billion by the end of the analysis period. Growth in the Services Component segment is estimated at 28.7% CAGR over the analysis period.

The U.S. Market is Estimated at US$475.5 Million While China is Forecast to Grow at 26.9% CAGR

The Virtual Sensors market in the U.S. is estimated at US$475.5 Million in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$1.4 Billion by the year 2030 trailing a CAGR of 26.9% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 24.5% and 23.4% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 18.9% CAGR.

Global Virtual Sensors Market - Key Trends & Drivers Summarized

What Are Virtual Sensors, and Why Are They So Crucial in Modern IoT and Industrial Applications?

Virtual Sensors are software-based models that simulate the behavior of physical sensors by using data from existing sensors, algorithms, and historical information to provide real-time monitoring and predictive insights. Unlike traditional sensors that physically measure parameters like temperature, pressure, or humidity, virtual sensors derive measurements through computational models, mathematical formulas, and data analytics. These virtual models can estimate variables that are difficult to measure directly, making them highly valuable in fields like predictive maintenance, process optimization, and smart manufacturing.

The importance of virtual sensors lies in their ability to reduce hardware costs, enhance measurement accuracy, and provide insights where installing physical sensors is impractical or too costly. They are essential in IoT systems, industrial automation, automotive diagnostics, energy management, and healthcare, enabling real-time decision-making and optimization. Virtual sensors offer benefits like faster deployment, lower maintenance, and the ability to measure complex parameters by integrating multiple data sources. As industries increasingly adopt IoT and AI-driven analytics, virtual sensors have become crucial components in enabling smarter, more efficient, and cost-effective systems.

How Are Technological Advancements Shaping the Virtual Sensors Market?

Technological advancements have significantly enhanced the accuracy, versatility, and application of Virtual Sensors, driving innovation across various industries. One of the major developments is the integration of artificial intelligence (AI) and machine learning (ML) algorithms, which have improved the predictive capabilities and precision of virtual sensors. AI-powered virtual sensors can analyze large volumes of real-time data from multiple sources, identify patterns, and adapt to changing conditions, making predictions more accurate and reliable. This is particularly useful in predictive maintenance, where AI-enhanced virtual sensors can forecast equipment failures, optimize maintenance schedules, and minimize downtime.

Advancements in digital twin technology have further expanded the capabilities of virtual sensors. Digital twins are virtual replicas of physical assets, processes, or systems, and virtual sensors play a critical role in these models by providing simulated data for monitoring and analysis. With digital twins, virtual sensors can simulate the behavior of equipment or processes under various conditions, allowing for scenario testing, performance optimization, and risk assessment without disrupting actual operations. This combination has proven effective in industries like manufacturing, aerospace, and energy, where high precision and operational efficiency are essential.

The rise of edge computing has also shaped the virtual sensor landscape. By processing data closer to the source, edge computing enhances the speed and responsiveness of virtual sensors, enabling real-time analytics and decision-making. Edge-based virtual sensors can operate with reduced latency, providing faster insights and localized control, which is crucial for applications like autonomous vehicles, industrial robots, and real-time quality control in manufacturing. Additionally, the integration of cloud-based analytics with virtual sensors has enabled more complex data processing, long-term trend analysis, and cross-system optimization, making virtual sensors more versatile and scalable. These technological innovations not only expand the functionality of virtual sensors but also align with broader trends toward AI-driven automation, real-time analytics, and digital transformation in modern industries.

What Are the Emerging Applications of Virtual Sensors Across Different Industries?

Virtual Sensors are finding expanding applications across a wide range of industries, driven by the need for accurate, cost-effective, and real-time monitoring and analytics. In manufacturing, virtual sensors are used to monitor equipment performance, detect anomalies, and optimize production processes. For example, they can estimate variables like product quality, vibration levels, and energy consumption based on available sensor data and predictive algorithms, enabling predictive maintenance and reducing downtime. This improves operational efficiency and reduces maintenance costs, making virtual sensors essential for smart factories and Industry 4.0 initiatives.

In the automotive sector, virtual sensors are increasingly used for vehicle diagnostics, performance optimization, and advanced driver assistance systems (ADAS). By analyzing data from physical sensors, virtual sensors can estimate engine conditions, tire wear, fuel efficiency, and emissions levels. This allows manufacturers to enhance vehicle performance, improve safety, and meet regulatory compliance without adding more physical sensors. Virtual sensors also play a crucial role in autonomous vehicles, providing real-time insights into vehicle behavior, road conditions, and traffic patterns, supporting safer and more reliable autonomous driving.

In the energy sector, virtual sensors are used to monitor the performance of wind turbines, solar panels, and energy grids. They estimate parameters like wind speed, blade stress, and solar irradiance, enabling better energy output prediction and grid management. In oil & gas, virtual sensors help monitor well pressure, fluid levels, and pipeline conditions, providing early warnings of potential issues and optimizing resource extraction. In healthcare, virtual sensors are used for patient monitoring, where they estimate physiological parameters like heart rate variability, respiratory patterns, and stress levels based on existing medical data, supporting remote diagnostics and telehealth applications. The expanding applications of virtual sensors across these diverse industries highlight their critical role in enabling smarter, more efficient, and data-driven operations.

What Drives Growth in the Virtual Sensors Market?

The growth in the Virtual Sensors market is driven by several factors, including increasing adoption of IoT, advancements in AI and data analytics, and the rising demand for cost-effective and scalable monitoring solutions. One of the primary growth drivers is the proliferation of IoT devices across industries, which generates massive amounts of real-time data that virtual sensors can analyze and interpret. As industries adopt IoT for automation, efficiency, and predictive analytics, virtual sensors become essential for providing accurate insights without the need for extensive physical infrastructure, reducing deployment and maintenance costs.

Advancements in AI and machine learning have significantly contributed to the adoption of virtual sensors. AI algorithms improve the accuracy, adaptability, and predictive power of virtual sensors, enabling them to identify complex patterns, predict failures, and optimize processes in real-time. This has made virtual sensors more valuable in applications that require high precision and fast response times, such as autonomous vehicles, smart grids, and industrial automation. The integration of virtual sensors with AI also supports the development of digital twins, which are increasingly used for simulation, testing, and optimization in industries like manufacturing, energy, and aerospace.

The demand for cost-effective and scalable monitoring solutions has further fueled the growth of virtual sensors. Unlike physical sensors, which require hardware installation, maintenance, and calibration, virtual sensors offer a software-based alternative that can be easily deployed, scaled, and updated across digital platforms. This makes them highly appealing to industries seeking to optimize costs while maintaining high standards of performance and reliability. Additionally, the growing focus on sustainability and efficiency has driven the adoption of virtual sensors, as they enable better resource management, reduce waste, and enhance energy efficiency.

With ongoing innovations in AI-driven analytics, digital twins, and cloud-edge integration, the virtual sensor market is poised for robust growth. These trends, combined with increasing demand for real-time, scalable, and cost-effective monitoring solutions, make virtual sensors a vital component of modern IoT, automation, and digital transformation strategies across various sectors.

SCOPE OF STUDY:

The report analyzes the Virtual Sensors market in terms of US$ Thousand by the following Component; Deployment; End-Use, and Geographic Regions/Countries:

Segments:

Component (Solutions, Services); Deployment (On-Premise, Cloud); End-Use (Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer Technology, Healthcare, Oil & Gas, Chemical, Aeronautics & Defense, Other End-Uses)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 36 Featured) -

  • Algorithmica Technologies
  • Andata
  • Aspen Technology
  • Cisco
  • Elliptic Labs
  • Exputec
  • General Electric
  • Honeywell
  • Intellidynamics
  • LMI Technologies

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Global Economic Update
    • Virtual Sensors - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Advancements in AI and Machine Learning Propel Virtual Sensor Market Growth
    • Expanding Role in Industrial IoT Sets the Stage for Virtual Sensor Expansion
    • Case Overview: Demand for Predictive Analytics Enhances Virtual Sensor Market
    • Innovations in Sensor Fusion Generate New Opportunities for Virtual Sensors
    • Focus on Remote Monitoring Boosts Virtual Sensor Adoption
    • Growing Use in Smart Manufacturing Sustains Virtual Sensor Demand
    • Push for Data-Driven Insights Drives Virtual Sensor Market
    • Increasing Adoption in Automotive Enhances Virtual Sensor Demand
    • Expanding Use in Building Automation Drives Virtual Sensor Market
    • Case Overview: Demand for Digital Twins Propels Virtual Sensor Adoption
    • Focus on Reducing Hardware Costs Bodes Well for Virtual Sensor Growth
    • Innovations in Software-Defined Sensing Propel Virtual Sensor Market
    • Increasing Use in Healthcare Monitoring Drives Virtual Sensor Market
    • Expanding Application in Environmental Monitoring Propels Virtual Sensor Market
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Virtual Sensors by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 2: World Historic Review for Virtual Sensors by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 3: World 16-Year Perspective for Virtual Sensors by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2014, 2024 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for Aeronautics & Defense by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 5: World Historic Review for Aeronautics & Defense by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 6: World 16-Year Perspective for Aeronautics & Defense by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 8: World Historic Review for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 9: World 16-Year Perspective for Other End-Uses by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Process Industry - Manufacturing & Utilities by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 11: World Historic Review for Process Industry - Manufacturing & Utilities by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 12: World 16-Year Perspective for Process Industry - Manufacturing & Utilities by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Automotive & Transportation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 14: World Historic Review for Automotive & Transportation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 15: World 16-Year Perspective for Automotive & Transportation by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Electrical, Electronics & Consumer technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 17: World Historic Review for Electrical, Electronics & Consumer technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 18: World 16-Year Perspective for Electrical, Electronics & Consumer technology by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 19: World Recent Past, Current & Future Analysis for Healthcare by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 20: World Historic Review for Healthcare by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 21: World 16-Year Perspective for Healthcare by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 22: World Recent Past, Current & Future Analysis for Oil & Gas by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 23: World Historic Review for Oil & Gas by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 24: World 16-Year Perspective for Oil & Gas by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 25: World Recent Past, Current & Future Analysis for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 26: World Historic Review for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 27: World 16-Year Perspective for On-Premise by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 28: World Recent Past, Current & Future Analysis for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 29: World Historic Review for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 30: World 16-Year Perspective for Cloud by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 31: World Virtual Sensors Market Analysis of Annual Sales in US$ Thousand for Years 2014 through 2030
    • TABLE 32: World Recent Past, Current & Future Analysis for Solutions by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 33: World Historic Review for Solutions by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 34: World 16-Year Perspective for Solutions by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 35: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 36: World Historic Review for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 37: World 16-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 38: World Recent Past, Current & Future Analysis for Chemical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 39: World Historic Review for Chemical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 40: World 16-Year Perspective for Chemical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Virtual Sensors Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 41: USA Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 42: USA Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 43: USA 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 44: USA Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 45: USA Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 46: USA 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 47: USA Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 48: USA Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 49: USA 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • CANADA
    • TABLE 50: Canada Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 51: Canada Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 52: Canada 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 53: Canada Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 54: Canada Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 55: Canada 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 56: Canada Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 57: Canada Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 58: Canada 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • JAPAN
    • Virtual Sensors Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 59: Japan Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 60: Japan Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 61: Japan 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 62: Japan Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Japan Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 64: Japan 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 65: Japan Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 66: Japan Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 67: Japan 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • CHINA
    • Virtual Sensors Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 68: China Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 69: China Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 70: China 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 71: China Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 72: China Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 73: China 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 74: China Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 75: China Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 76: China 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • EUROPE
    • Virtual Sensors Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 77: Europe Recent Past, Current & Future Analysis for Virtual Sensors by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 78: Europe Historic Review for Virtual Sensors by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 79: Europe 16-Year Perspective for Virtual Sensors by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2014, 2024 & 2030
    • TABLE 80: Europe Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 81: Europe Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 82: Europe 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 83: Europe Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 84: Europe Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 85: Europe 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 86: Europe Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 87: Europe Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 88: Europe 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • FRANCE
    • Virtual Sensors Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 89: France Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 90: France Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 91: France 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 92: France Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 93: France Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 94: France 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 95: France Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 96: France Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 97: France 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • GERMANY
    • Virtual Sensors Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 98: Germany Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 99: Germany Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 100: Germany 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 101: Germany Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 102: Germany Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 103: Germany 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 104: Germany Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 105: Germany Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 106: Germany 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • ITALY
    • TABLE 107: Italy Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 108: Italy Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 109: Italy 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 110: Italy Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 111: Italy Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 112: Italy 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 113: Italy Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 114: Italy Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 115: Italy 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • UNITED KINGDOM
    • Virtual Sensors Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 116: UK Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 117: UK Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 118: UK 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 119: UK Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 120: UK Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 121: UK 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 122: UK Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 123: UK Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 124: UK 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • REST OF EUROPE
    • TABLE 125: Rest of Europe Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 126: Rest of Europe Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 127: Rest of Europe 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 128: Rest of Europe Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 129: Rest of Europe Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 130: Rest of Europe 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 131: Rest of Europe Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 132: Rest of Europe Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 133: Rest of Europe 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • ASIA-PACIFIC
    • Virtual Sensors Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 134: Asia-Pacific Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 135: Asia-Pacific Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 136: Asia-Pacific 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 137: Asia-Pacific Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 138: Asia-Pacific Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 139: Asia-Pacific 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 140: Asia-Pacific Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 141: Asia-Pacific Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 142: Asia-Pacific 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
  • REST OF WORLD
    • TABLE 143: Rest of World Recent Past, Current & Future Analysis for Virtual Sensors by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 144: Rest of World Historic Review for Virtual Sensors by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 145: Rest of World 16-Year Perspective for Virtual Sensors by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2014, 2024 & 2030
    • TABLE 146: Rest of World Recent Past, Current & Future Analysis for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 147: Rest of World Historic Review for Virtual Sensors by End-Use - Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 148: Rest of World 16-Year Perspective for Virtual Sensors by End-Use - Percentage Breakdown of Value Sales for Chemical, Aeronautics & Defense, Other End-Uses, Process Industry - Manufacturing & Utilities, Automotive & Transportation, Electrical, Electronics & Consumer technology, Healthcare and Oil & Gas for the Years 2014, 2024 & 2030
    • TABLE 149: Rest of World Recent Past, Current & Future Analysis for Virtual Sensors by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 150: Rest of World Historic Review for Virtual Sensors by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2014 through 2022 and % CAGR
    • TABLE 151: Rest of World 16-Year Perspective for Virtual Sensors by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030

IV. COMPETITION