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市场调查报告书
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1594958

全球虚拟感测器市场

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个工作天内

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简介目录

到 2030 年，全球虚拟感测器市场将达到 92 亿美元

预计 2023 年全球虚拟感测器市场规模为 16 亿美元，预计到 2030 年将达到 92 亿美元，2023-2030 年分析期间复合年增长率为 28.0%。解决方案组件是本报告分析的细分市场之一，预计复合年增长率为 27.6%，到分析期结束时将达到 59 亿美元。分析期间内，服务组件产业的复合年增长率预计为 28.7%。

美国市场预估为4.755亿美元，中国预期复合年增长率为26.9%

预计 2023 年美国虚拟感测器市场规模将达到 4.755 亿美元。中国作为全球第二大经济体，预计2030年市场规模将达14亿美元，2023-2030年分析期间复合年增长率为26.9%。其他值得注意的区域市场包括日本和加拿大，在分析期间预计复合年增长率分别为 24.5% 和 23.4%。在欧洲，德国的复合年增长率预计约为 18.9%。

全球虚拟感测器市场—主要趋势和驱动因素总结

什么是虚拟感测器？

虚拟感测器是基于软体的模型，它使用现有感测器的资料、演算法和历史资讯来模拟实体感测器的行为，提供即时监控和预测见解。与物理测量温度、压力和湿度等参数的传统感测器不同，虚拟感测器透过计算模型、数学公式和资料分析得出测量结果。这些虚拟模型可以估计难以直接测量的变量，使其在预测性维护、流程最佳化和智慧製造等领域具有价值。

虚拟感测器的重要性在于它们能够降低硬体成本、提高测量精度，并在安装实体感测器不切实际或成本过高时提供洞察力。虚拟感测器对于物联网系统、工业自动化、汽车诊断、能源管理和医疗保健至关重要，可实现即时决策和最佳化。虚拟感测器具有诸如更快的部署、减少维护以及能够透过整合多个资料来源来测量复杂参数等优点。随着物联网和人工智慧分析的不断部署，虚拟感测器正在成为实现更智慧、更有效率和更具成本效益的系统的关键组件。

科技进步如何形塑虚拟感测器市场？

技术进步大大提高了虚拟感测器的准确性、多功能性和适用性，促进了各行业的创新。其中一项关键进展是人工智慧（AI）和机器学习（ML）演算法的集成，提高了虚拟感测器的预测能力和准确性。人工智慧驱动的虚拟感测器可以透过分析来自多个来源的大量即时资料、识别模式并适应不断变化的条件，使预测更加准确和可靠。这对于预测性维护特别有用，其中人工智慧驱动的虚拟感测器可以预测设备故障、优化维护计划并最大限度地减少停机时间。

数位双胞胎技术的进步进一步扩展了虚拟感测器的功能。数位双胞胎是实体资产、流程和系统的虚拟复製品，虚拟感测器透过提供用于监控和分析的类比资料在这些模型中发挥关键作用。数位双胞胎允许虚拟感测器模拟各种条件下的设备和流程的行为，从而在不中断实际操作的情况下进行场景测试、效能最佳化和风险评估。事实证明，这种组合在製造、航太和能源等对高精度和业务效率至关重要的行业中是有效的。

边缘运算的兴起也正在塑造虚拟感测器的格局。边缘运算透过处理更接近资料来源的资料来提高虚拟感测器的速度和响应能力，从而实现即时分析和决策。基于边缘的虚拟感测器可以减少运行延迟，提供更快的洞察力和局部控制，这对于自动驾驶汽车、工业机器人和製造中的即时品管等应用至关重要。此外，云端基础的分析和虚拟感测器的整合可以实现更复杂的资料处理、长期趋势分析和跨系统优化，使虚拟感测器更加通用和扩充性。这些创新不仅扩展了虚拟感测器的功能，而且符合人工智慧驱动的自动化、即时分析和数位转型等现代工业趋势。

虚拟感测器在各行业有哪些新用途？

由于需要准确、经济高效的即时监控和分析，虚拟感测器在各行各业中得到越来越多的使用。在製造业中，虚拟感测器用于监控设备性能、检测异常并优化生产流程。例如，根据可用的感测器资料和预测演算法来估计产品品质、振动水平和消费量等变量，以实现预测性维护并减少停机时间。虚拟感测器是智慧工厂和工业 4.0 计画的重要产品。

在汽车领域，虚拟感测器越来越多地用于车辆诊断、性能优化和 ADAS（高级驾驶员辅助系统）。透过分析来自实体感测器的资料，虚拟感测器可以估计引擎健康状况、轮胎磨损、燃油经济性和排放量。这使得製造商能够提高车辆性能、提高安全性并实现法规遵从性，而无需添加实体感测器。虚拟感测器在自动驾驶汽车中也发挥关键作用，可以即时洞察车辆行为、道路状况和交通模式，支援更安全、更可靠的自动驾驶。

在能源领域，虚拟感测器用于监控风力发电机、太阳能电池板和能源网的性能。虚拟感测器可估计风速、叶片应力和太阳照度等参数，从而实现更好的能源输出预测和电网管理。在石油和天然气领域，虚拟感测器监控井压、液位和管道健康状况，提供潜在问题的早期预警并优化资源开采。在医疗保健领域，虚拟感测器用于患者监测，根据现有医疗资料估计心率变异性、呼吸模式和压力水平等生理参数，支援远距离诊断和远端医疗应用。虚拟感测器在不同行业中的不断增长的应用凸显了虚拟在实现更智慧、更有效率、资料主导的营运方面的关键作用。

虚拟感测器市场成长的驱动力是什么？

虚拟感测器市场的成长受到多种因素的推动，例如物联网采用率的提高、人工智慧和资料分析的进步以及对经济高效且可扩展的监控解决方案的需求不断增长。关键的成长要素之一是工业中物联网设备的激增，这些设备产生大量即时资料，可以透过虚拟感测器进行分析和解释。随着各行业采用物联网来实现自动化、效率和预测分析，虚拟感测器对于提供准确的见解而无需大型实体基础设施并降低部署和维护成本至关重要，它已成为重要的存在。

人工智慧和机器学习的进步极大地促进了虚拟感测器的采用。人工智慧演算法提高了虚拟感测器的准确性、适应性和预测能力，使其能够即时识别复杂模式、预测故障并优化流程。这使得虚拟感测器在需要高精度和快速反应时间的应用中变得越来越有价值，例如自动驾驶汽车、智慧电网和工业自动化。虚拟感测器和人工智慧的整合也将支援数位双胞胎越来越多地用于製造、能源和航太等行业的模拟、测试和最佳化。

对经济高效且扩充性的监控解决方案的需求进一步推动了虚拟感测器的成长。虚拟感测器提供了基于软体的替代方案，可在数位平台上轻鬆部署、扩展和更新，这与需要硬体安装、维护和校准的实体感测器不同。这使得它们对于寻求优化成本同时保持高标准的性能和可靠性的行业非常有吸引力。此外，对永续性和效率的日益关注正在推动虚拟感测器的采用。因为虚拟感测器可以实现更好的资源管理、减少废弃物并提高能源效率。

随着人工智慧主导分析、数位双胞胎和云端边缘整合等不断创新，虚拟感测器市场可望实现强劲成长。这些趋势，加上对即时、可扩展和经济高效的监控解决方案不断增长的需求，使虚拟感测器成为各行业现代物联网、自动化和数位转型策略的重要组成部分。

部分

组件（解决方案、服务）、部署（本地、云端）、最终用途（流程工业 - 製造和公共产业、汽车和运输、电气和电子和消费技术、医疗保健、石油和天然气、化学品、航空和国防、其他）最终用途）

受访企业范例（36家知名企业）

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

目录

第一章调查方法

第 2 章执行摘要

  • 市场概况
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他领域

第四章 比赛

简介目录
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