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市场调查报告书
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1250703

到 2028 年的虚拟传感器市场预测——按组件、部署模式、最终用户和地区进行的全球分析

Virtual Sensors Market Forecasts to 2028 - Global Analysis By Component, Deployment Mode, End User and By Geography
出版日期: | 出版商: Stratistics Market Research Consulting | 英文 175+ Pages | 商品交期: 2-3个工作天内

价格

根据 Stratistics MRC 的数据，2022 年全球虚拟传感器市场规模将达到 6830 亿美元，预计到 2028 年将达到 38840 亿美元，预测期内復合年增长率为 33.6%。

基于软件的虚拟传感器使用当前可用的数据来估计产品质量和过程条件。这些数学模型添加物理传感器测量来计算假定的属性和状态。传感器能够分析从多个设备读取的数据并确定变量之间的相关性。物理传感器无法检测到的特性和条件，例如保质期、水分测试、分裂拉伸评估等，可能会受益于虚拟传感器。此外，虚拟传感器可以比真实传感器更快地提供测量之间的信息。

市场动态：

促进者

对虚拟传感器的需求不断增长

测量保质期、湿度、抗拉强度、材料燃烧、灰分计算以及更多手动样品处理等各种参数的困难导致对虚拟传感器的需求不断增长。虚拟传感器可用于此类任务，有望推动全球虚拟传感器市场的扩张。由于製造商的广泛研究和创新，全球虚拟传感器市场有望增长。扩大终端消费者和应用的范围有望显着推动当前市场进入者和新进入者的收入增长，并帮助组织扩展业务。製造商也专注于研发以提供独特的产品，并且为了扩大消费群，更多的客户将从传感器设备转向技术先进的虚拟传感器。鼓励转换

抑製剂

缺乏熟练的劳动力和技术知识

为资产和流程开发虚拟传感器需要各种技术、技能和训练有素的人员操作现代机器和软件系统。向数字化的转变可能会影响在从研究到营销再到销售的整个价值链各个环节工作的人员所需的技能类型。预期的整体生产力提高和流程的数据依赖性将需要新的员工技能、经验和更高的资格。因此，新员工与新员工之间可能存在技能差距。各行业也在迅速采用新技术，即使他们正在努力寻找高技能工人。由于其复杂的结构和对部署该技术的过程缺乏了解，儘管数字化日益普及，但大多数行业也意识到采用虚拟传感器技术的潜力。

机会

IIoT 在设计和製造中的应用

实时驾驶数据由嵌入工业资产（如喷气发动机和风力涡轮机）中的传感器收集，并提供给虚拟化身以分析该信息并预测工程和製造结果。通过利用传感器收集的数据，IIoT 提供了开发虚拟传感器和物理资产、将它们转化为洞察力、优化它们并交付业务成果的新机会。虚拟传感器使製造商能够更有效地运营他们的设施，并更快地获得有关产品性能的信息。IIoT 通过其虚拟传感器监控製成品的现场性能，提供一个具有连续视角的门户，比较由物理传感器表示的製成品的预期和实际使用情况。这种方法产生有用的实时估计，可用于增强设计过程。

威胁

与使用物联网和云平台相关的数据安全风险

虚拟传感器市场受到云数据日益增长的威胁的严重製约。许多安全问题是由传染病和网络攻击的兴起引起的。恶意计算机病毒可以窃取重要数据并对行业造成严重破坏。如果物联网基础设施和云平台供应商不采取适当的安全措施，整个信息流可能会中断。由于越来越依赖基于网络的数据交换和现成的 IT 解决方案，因此在此平台上使用虚拟传感器的公司更容易受到针对工业系统的恶意软件的攻击。

COVID-19 的影响

全球虚拟传感器市场受到 COVID-19 流行病的巨大影响。新项目在全球范围内停止，对虚拟传感器的需求直线下降。由于全球製造商无法在工人呆在家里的情况下生产、采用和製造新技术，全球供应链已经中断。由于这些技术是自动化的关键组成部分，因此该市场对非必要产品和服务的影响可能小于其他市场。此外，随着世界越来越接近自动化，一场大流行病不会导致生产停顿。由于 COVID-19 危机，企业可能有机会投资、使用和研究需要较少人际接触的技术。

在预测期内，本地部门预计将是最大的

由于数据安全性的提高和隐私问题的减少，预计内部部署将有良好的增长。内部部署还需要能够实时跟踪、监督和管理优化过程的 IT 专业人员，这是推动行业发展的关键因素。

预计製造业和公用事业部门在预测期内的复合年增长率最高。

由于对运营中不断更新的数据和监控系统的需求不断增长，预计製造和公用事业部门在预测期内将以最快的复合年增长率增长。此外，全自动和无线连接的智能工作场所的发展是物联网和工业 4.0 的结果。预计航空航天和军事工业在预测期内将迅速扩张。这可以通过这些传感器提供的好处来解释，例如提高可靠性和更安全的飞行操作。虚拟仿真训练还有助于发现对飞行员和飞机生命安全的新危害，确保航空安全。预计这些因素将增加航空航天和国防领域对基于软件的传感解决方案的需求。

市场占有率最高的地区

由于公司增长和技术改进，亚太地区预计在预测期内将占据最大的市场份额。航空航天和国防等利基行业的扩张为企业创造了绝佳的切入点。製造商正在大力投资虚拟现实 (VR) 技术的开发，尤其是在中国、日本和韩国，亚太地区预计在预测期内将出现显着增长。中国和印度的公司也在使用预测性维护技术来快速优化运营并降低成本。

复合年增长率最高的地区：

由于云计算、虚拟现实和物联网 (IoT) 等尖端技术的利用，预计北美在预测期内将实现最高的复合年增长率。虚拟世界是北美公共部门的一项流行技术，虚拟传感市场受到偏爱 SaaS 平台的重要供应商的推动。该地区的市场也受到持续的 VR 创新的推动。因此，越来越多的公司愿意在该地区采用尖端技术，从而推动整个市场的扩张。

市场主要参与者

虚拟传感器市场的主要参与者包括LMI Technologies、Aspen Technology、General Electric、Cisco、Schneider Electric、Honeywell、Algorithmica Technologies、Elliptic Labs、Tactile Mobility、Digital Ghost、IntelliDynamics、Rockwell Automation、OsiSoft LLC、Modelway、Exputec、Andata。

主要发展：

2019年9月，Honeywell International推出了新颖、高性价比、高性能的Hguide惯性测量单元（IMU）。这些解决方案重量轻，可以承受各种恶劣的环境和环境。此外，这些传感器可用于农业、国防、交通和机器人等各个行业。

2019 年 5 月，Siemens与 Alphabet 公司 Chronicle 合作开发复杂的解决方案，以保护能源行业免受日益增长的网络威胁。该合作伙伴关係将结合Siemens的网络安全经验与 Chronicle 的 Backstory 平台，为能源领域创建先进的解决方案。

2019 年 3 月，Honeywell推出了一个市场，供企业通过购买创意软件解决方案、技术和服务来发现、获取和提高生产力。

2019 年 1 月，GE 推出了 Digital Ghost，这是一种针对工业控制系统的主动网络防御解决方案。通过开发额外的安全层，Digital Ghost 帮助组织保护关键基础设施和系统网络，将 GE 的数字孪生与领先的系统监控技术相结合。

本报告提供的内容

  • 区域和国家级细分市场份额评估
  • 对新进入者的战略建议
  • 涵盖 2020、2021、2022、2025 和 2028 年的市场数据
  • 市场驱动力（市场趋势、制约因素、机会、威胁、挑战、投资机会、建议等）
  • 基于市场估计的关键业务领域的战略建议
  • 竞争格局和趋势
  • 公司概况，包括详细战略、财务状况和近期发展
  • 供应链趋势反映了最新的技术进步。

提供免费定制

购买此报告的客户将免费获得以下定制之一。

  • 公司简介
    • 其他市场参与者的综合分析（最多 3 个）
    • 关键参与者的 SWOT 分析（最多 3 个参与者）
  • 区域部分
    • 应客户要求提供主要国家的市场预估、预测和CAGR（注：通过可行性检查）
  • 竞争标桿
    • 根据产品组合、地域分布和战略联盟对主要参与者进行基准测试

目录

第一章内容提要

第二章前言

  • 概述
  • 利益相关者
  • 调查范围
  • 调查方法
    • 数据挖掘
    • 数据分析
    • 数据验证
    • 研究方法
  • 研究来源
    • 主要研究来源
    • 二手研究资源
    • 假设

第三章市场趋势分析

  • 促进者
  • 抑製剂
  • 机会
  • 威胁
  • 最终用户分析
  • 新兴市场
  • COVID-19 的影响

第4章波特五力分析

  • 供应商的议价能力
  • 买方议价能力
  • 替代品的威胁
  • 新进入者的威胁
  • 竞争对手之间的竞争

5. 全球虚拟传感器市场，按组件

  • 服务
  • 解决方案

6 全球虚拟传感器市场，按部署模式

  • 本地
  • 云

7. 全球虚拟传感器市场，按最终用户分类

  • 汽车
  • 加工业
  • 油和气
  • 运输
  • 製造业和公用事业
  • 化学
  • 卫生保健
  • 消费品
  • 其他最终用户

8. 全球虚拟传感器市场，按地区

  • 北美
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 德国
    • 英国
    • 意大利
    • 法国
    • 西班牙
    • 欧洲其他地区
  • 亚太地区
    • 日本
    • 中国
    • 印度
    • 澳大利亚
    • 新西兰
    • 韩国
    • 亚太其他地区
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 其他南美洲
  • 中东和非洲
    • 沙特阿拉伯
    • 阿拉伯联合酋长国
    • 卡塔尔
    • 南非
    • 其他中东

第九章主要进展

  • 协议、伙伴关係、合作和合资企业
  • 收购与合併
  • 新产品发布
  • 业务拓展
  • 其他关键策略

第十章公司简介

  • LMI Technologies
  • Aspen Technology
  • General Electric
  • Cisco
  • Schneider Electric
  • Honeywell
  • Algorithmica Technologies
  • Elliptic Labs
  • Tactile Mobility
  • Digital Ghost
  • IntelliDynamics
  • Rockwell Automation
  • OsiSoft LLC
  • Modelway
  • Exputec
  • Andata
Product Code: SMRC22580

According to Stratistics MRC, the Global Virtual Sensors Market is accounted for $683 billion in 2022 and is expected to reach $3884 billion by 2028 growing at a CAGR of 33.6% during the forecast period. Software-based virtual sensors use the data that is currently available to estimate product qualities or process conditions. These mathematical models compute the estimated characteristic or condition from additional physical sensor readings. Sensors gain the ability to analyse readings from numerous devices and determine the correlations between variables. When real sensors are unable to detect certain attributes or conditions, such as shelf ageing, moisture tests, or split tensile assessments, virtual sensors might be helpful. Moreover, they deliver information between readings more quickly than actual sensors.

Market Dynamics:

Driver:

Increasing need for virtual sensors

Since measuring various parameters, such as shelf life, humidity, tensile strength, material burning, ash computation, among others, can be challenging and involve a lot of manual sample processing, there is an increasing need for virtual sensors. Virtual sensors can be used to do this, which is anticipated to propel the expansion of the worldwide virtual sensors market. The global virtual sensors market is anticipated to increase as a result of the manufacturers' extensive research and innovation. Increasing the range of end consumers and applications is anticipated to greatly enhance revenue growth for both current market participants and new entrants, as well as assist organisations in business expansion. Players are also concentrating on studying and developing ways to offer unique products and urge more and more customers to convert from sensor devices to virtual sensors for technically sophisticated items in order to broaden their consumer base.

Restraint:

Lack of skilled workforce and technical knowledge

The development of a virtual sensor for an asset or process calls for a variety of technologies, skill sets, and trained personnel to operate the newest machinery and software systems. The shift to digital would impact the kind of skills needed for workers at various points throughout the value chain, from research to marketing and sales. Due to the anticipated growth in overall productivity and processes' reliance on data, new staff skills and experience and high certifications will be needed. As a result, there can be a competence gap between both the new employees. Also, industries are quick to adopt new technologies even when they are struggling to find highly skilled workers. Due to their complicated structures and a lack of process understanding for the deployment of this technology, most industries are also unaware of the capabilities of adopting virtual sensor technology, despite the growing popularity of digitization.

Opportunity:

Use of IIoT for Design and Manufacturing

Real-time operating data is collected by sensors built into industrial assets like jet engines & wind turbines and fed to virtual avatars that analyse the information and predict engineering and manufacturing results. The IIoT provides new opportunities for developing virtual sensors and physical assets by utilising data collected by sensors, which is then transformed into insights, optimised, and represented as business outcomes. Virtual sensors let manufacturers run their facilities more effectively and get fast information on how well their products are doing. A portal with a continual perspective is provided by IIoT monitoring of the field performance of made items via their virtual sensor, which compares actual usage with anticipated usage of the manufactured goods as represented in the physical sensor. A useful real-time estimate is produced by this approach, which can be applied to enhance the design process.

Threat:

Data Security Risks Related to the Use of IoT and Cloud Platforms

The market for virtual sensors is being severely restricted by the escalating threat to cloud data. Many security issues are brought on by the rise of infections and cyber attacks. Computer viruses that are malicious can steal important data, costing industries a lot of money. A whole information flow may be interrupted if IoT infrastructure and cloud platform suppliers fail to implement the proper security safeguards. Enterprises utilising virtual sensors with this platforms are susceptible to malware aimed at industrial systems due to the growing reliance on web-based data exchange and off-the-shelf IT solutions.

Covid-19 Impact

The global market for virtual sensors has been significantly impacted by the COVID-19 epidemic. The number of new projects has stopped all around the world, which has caused a sharp decline in demand for virtual sensors. The inability of global manufacturers to produce, incorporate, and manufacture new technologies while workers stayed at home has disrupted worldwide supply chains. The market would suffer less harm than other marketplaces for non-essential products and services because these technologies are a vital component of automation. Also, the world would just be edging closer to automated, ensuring that no significant pandemic could halt production. Businesses may have opportunities to invest in, use, and study technology that demand less human contact as a result of the COVID-19 crisis.

The on-premise segment is expected to be the largest during the forecast period

The on-premise segment is estimated to have a lucrative growth, due to improved data security and less privacy issues. Also, an on-premise deployment requires IT specialists that can follow, oversee, and manage the optimizing process in real time, which is a key element driving the industry.

The manufacturing and utility segment is expected to have the highest CAGR during the forecast period

The manufacturing and utility segment is anticipated to witness the fastest CAGR growth during the forecast period, due to the growing need for constantly updated data and monitoring systems inside operations. Also, the development of smart workplaces that are completely automated and outfitted with wireless connectivity is a result of IoT and Industry 4.0. Throughout the projected period, the aerospace and military industry is anticipated to expand quickly. This is explained by the advantages that these sensors offer, like improved dependability and safe flight operations. Virtual simulation training also helps uncover additional hazards to the lives of the pilots and the aircraft and ensure aviation safety. These elements are anticipated to increase demand in the aerospace and defence sectors for software-based sensing solutions.

Region with highest share:

Asia Pacific is projected to hold the largest market share during the forecast period owing to corporate growth and technical improvement. The expansion of niche industries like the aerospace and defence sectors has created excellent entry points for businesses. Due to manufacturers' significant investments in developing Virtual Reality (VR) technologies, particularly in China, Japan, and South Korea, the Asia-Pacific region is predicted to have a spectacular Growth over the projected period. Likewise, businesses in China and India are quickly using technologies for predictive maintenance to optimise their operations and lower costs.

Region with highest CAGR:

North America is projected to have the highest CAGR over the forecast period, owing to use of cutting-edge technologies like cloud computing, virtual reality, and the Internet of Things (IoT). Virtual world is a popular technology in North America's public sector, and the market for virtual sensing is stimulated by the presence of significant providers with a preference for SaaS platforms. Also, the region market is supported by ongoing VR innovation. Thus, increased enterprise willingness in the area to adopt cutting-edge technologies is fostering market expansion as a whole.

Key Players in the market

Some of the key players profiled in the Virtual Sensors Market include LMI Technologies, Aspen Technology, General Electric, Cisco, Schneider Electric, Honeywell, Algorithmica Technologies, Elliptic Labs, Tactile Mobility, Digital Ghost, IntelliDynamics, Rockwell Automation, OsiSoft LLC, Modelway, Exputec and Andata.

Key Developments:

In September 2019, Honeywell International launched its novel cost-efficient and high-performance Hguide inertial measurement units (IMUs). These solutions are lightweight and can withstand any kind of challenging surroundings and environment. Moreover, these sensors can be utilized in various industries including agriculture, defense, transportation, and robotics.

In May 2019, Siemens teamed up with a company under Alphabet called Chronicle to develop sophisticated solutions to protect the energy industry from increasing cyber threats. The partnership will combine Siemens' experience in cybersecurity and Chronicle's Backstory platform to come up with advanced solutions for the energy sector.

In March 2019, Honeywell introduced the Honeywell marketplace for companies to discover, obtain and improve productivity by buying creative software solutions, technologies, and services

In January 2019, Digital Ghost, an active cyber-defense solution for industrial control systems, was launched by GE. By developing an additional security layer, Digital Ghost helps organizations safeguard the critical infrastructure and system network and combines systems monitoring technologies from GE's Digital Twin and cutting edge.

Components Covered:

  • Services
  • Solution

Deployment Modes Covered:

  • On-Premises
  • Cloud

End Users Covered:

  • Automotive
  • Process Industry
  • Oil and Gas
  • Transportation
  • Manufacturing & Utilities
  • Chemical
  • Healthcare
  • Consumer Goods
  • Other End Users

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2020, 2021, 2022, 2025, and 2028
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 End User Analysis
  • 3.7 Emerging Markets
  • 3.8 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Virtual Sensors Market, By Component

  • 5.1 Introduction
  • 5.2 Services
  • 5.3 Solution

6 Global Virtual Sensors Market, By Deployment Mode

  • 6.1 Introduction
  • 6.2 On-Premises
  • 6.3 Cloud

7 Global Virtual Sensors Market, By End User

  • 7.1 Introduction
  • 7.2 Automotive
  • 7.3 Process Industry
  • 7.4 Oil and Gas
  • 7.5 Transportation
  • 7.6 Manufacturing & Utilities
  • 7.7 Chemical
  • 7.8 Healthcare
  • 7.9 Consumer Goods
  • 7.10 Other End Users

8 Global Virtual Sensors Market, By Geography

  • 8.1 Introduction
  • 8.2 North America
    • 8.2.1 US
    • 8.2.2 Canada
    • 8.2.3 Mexico
  • 8.3 Europe
    • 8.3.1 Germany
    • 8.3.2 UK
    • 8.3.3 Italy
    • 8.3.4 France
    • 8.3.5 Spain
    • 8.3.6 Rest of Europe
  • 8.4 Asia Pacific
    • 8.4.1 Japan
    • 8.4.2 China
    • 8.4.3 India
    • 8.4.4 Australia
    • 8.4.5 New Zealand
    • 8.4.6 South Korea
    • 8.4.7 Rest of Asia Pacific
  • 8.5 South America
    • 8.5.1 Argentina
    • 8.5.2 Brazil
    • 8.5.3 Chile
    • 8.5.4 Rest of South America
  • 8.6 Middle East & Africa
    • 8.6.1 Saudi Arabia
    • 8.6.2 UAE
    • 8.6.3 Qatar
    • 8.6.4 South Africa
    • 8.6.5 Rest of Middle East & Africa

9 Key Developments

  • 9.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 9.2 Acquisitions & Mergers
  • 9.3 New Product Launch
  • 9.4 Expansions
  • 9.5 Other Key Strategies

10 Company Profiling

  • 10.1 LMI Technologies
  • 10.2 Aspen Technology
  • 10.3 General Electric
  • 10.4 Cisco
  • 10.5 Schneider Electric
  • 10.6 Honeywell
  • 10.7 Algorithmica Technologies
  • 10.8 Elliptic Labs
  • 10.9 Tactile Mobility
  • 10.10 Digital Ghost
  • 10.11 IntelliDynamics
  • 10.12 Rockwell Automation
  • 10.13 OsiSoft LLC
  • 10.14 Modelway
  • 10.15 Exputec
  • 10.16 Andata

List of Tables

  • Table 1 Global Virtual Sensors Market Outlook, By Region (2020-2028) ($MN)
  • Table 2 Global Virtual Sensors Market Outlook, By Component (2020-2028) ($MN)
  • Table 3 Global Virtual Sensors Market Outlook, By Services (2020-2028) ($MN)
  • Table 4 Global Virtual Sensors Market Outlook, By Solution (2020-2028) ($MN)
  • Table 5 Global Virtual Sensors Market Outlook, By Deployment Mode (2020-2028) ($MN)
  • Table 6 Global Virtual Sensors Market Outlook, By On-Premises (2020-2028) ($MN)
  • Table 7 Global Virtual Sensors Market Outlook, By Cloud (2020-2028) ($MN)
  • Table 8 Global Virtual Sensors Market Outlook, By End User (2020-2028) ($MN)
  • Table 9 Global Virtual Sensors Market Outlook, By Automotive (2020-2028) ($MN)
  • Table 10 Global Virtual Sensors Market Outlook, By Process Industry (2020-2028) ($MN)
  • Table 11 Global Virtual Sensors Market Outlook, By Oil and Gas (2020-2028) ($MN)
  • Table 12 Global Virtual Sensors Market Outlook, By Transportation (2020-2028) ($MN)
  • Table 13 Global Virtual Sensors Market Outlook, By Manufacturing & Utilities (2020-2028) ($MN)
  • Table 14 Global Virtual Sensors Market Outlook, By Chemical (2020-2028) ($MN)
  • Table 15 Global Virtual Sensors Market Outlook, By Healthcare (2020-2028) ($MN)
  • Table 16 Global Virtual Sensors Market Outlook, By Consumer Goods (2020-2028) ($MN)
  • Table 17 Global Virtual Sensors Market Outlook, By Other End Users (2020-2028) ($MN)
  • Table 18 North America Virtual Sensors Market Outlook, By Country (2020-2028) ($MN)
  • Table 19 North America Virtual Sensors Market Outlook, By Component (2020-2028) ($MN)
  • Table 20 North America Virtual Sensors Market Outlook, By Services (2020-2028) ($MN)
  • Table 21 North America Virtual Sensors Market Outlook, By Solution (2020-2028) ($MN)
  • Table 22 North America Virtual Sensors Market Outlook, By Deployment Mode (2020-2028) ($MN)
  • Table 23 North America Virtual Sensors Market Outlook, By On-Premises (2020-2028) ($MN)
  • Table 24 North America Virtual Sensors Market Outlook, By Cloud (2020-2028) ($MN)
  • Table 25 North America Virtual Sensors Market Outlook, By End User (2020-2028) ($MN)
  • Table 26 North America Virtual Sensors Market Outlook, By Automotive (2020-2028) ($MN)
  • Table 27 North America Virtual Sensors Market Outlook, By Process Industry (2020-2028) ($MN)
  • Table 28 North America Virtual Sensors Market Outlook, By Oil and Gas (2020-2028) ($MN)
  • Table 29 North America Virtual Sensors Market Outlook, By Transportation (2020-2028) ($MN)
  • Table 30 North America Virtual Sensors Market Outlook, By Manufacturing & Utilities (2020-2028) ($MN)
  • Table 31 North America Virtual Sensors Market Outlook, By Chemical (2020-2028) ($MN)
  • Table 32 North America Virtual Sensors Market Outlook, By Healthcare (2020-2028) ($MN)
  • Table 33 North America Virtual Sensors Market Outlook, By Consumer Goods (2020-2028) ($MN)
  • Table 34 North America Virtual Sensors Market Outlook, By Other End Users (2020-2028) ($MN)
  • Table 35 Europe Virtual Sensors Market Outlook, By Country (2020-2028) ($MN)
  • Table 36 Europe Virtual Sensors Market Outlook, By Component (2020-2028) ($MN)
  • Table 37 Europe Virtual Sensors Market Outlook, By Services (2020-2028) ($MN)
  • Table 38 Europe Virtual Sensors Market Outlook, By Solution (2020-2028) ($MN)
  • Table 39 Europe Virtual Sensors Market Outlook, By Deployment Mode (2020-2028) ($MN)
  • Table 40 Europe Virtual Sensors Market Outlook, By On-Premises (2020-2028) ($MN)
  • Table 41 Europe Virtual Sensors Market Outlook, By Cloud (2020-2028) ($MN)
  • Table 42 Europe Virtual Sensors Market Outlook, By End User (2020-2028) ($MN)
  • Table 43 Europe Virtual Sensors Market Outlook, By Automotive (2020-2028) ($MN)
  • Table 44 Europe Virtual Sensors Market Outlook, By Process Industry (2020-2028) ($MN)
  • Table 45 Europe Virtual Sensors Market Outlook, By Oil and Gas (2020-2028) ($MN)
  • Table 46 Europe Virtual Sensors Market Outlook, By Transportation (2020-2028) ($MN)
  • Table 47 Europe Virtual Sensors Market Outlook, By Manufacturing & Utilities (2020-2028) ($MN)
  • Table 48 Europe Virtual Sensors Market Outlook, By Chemical (2020-2028) ($MN)
  • Table 49 Europe Virtual Sensors Market Outlook, By Healthcare (2020-2028) ($MN)
  • Table 50 Europe Virtual Sensors Market Outlook, By Consumer Goods (2020-2028) ($MN)
  • Table 51 Europe Virtual Sensors Market Outlook, By Other End Users (2020-2028) ($MN)
  • Table 52 Asia Pacific Virtual Sensors Market Outlook, By Country (2020-2028) ($MN)
  • Table 53 Asia Pacific Virtual Sensors Market Outlook, By Component (2020-2028) ($MN)
  • Table 54 Asia Pacific Virtual Sensors Market Outlook, By Services (2020-2028) ($MN)
  • Table 55 Asia Pacific Virtual Sensors Market Outlook, By Solution (2020-2028) ($MN)
  • Table 56 Asia Pacific Virtual Sensors Market Outlook, By Deployment Mode (2020-2028) ($MN)
  • Table 57 Asia Pacific Virtual Sensors Market Outlook, By On-Premises (2020-2028) ($MN)
  • Table 58 Asia Pacific Virtual Sensors Market Outlook, By Cloud (2020-2028) ($MN)
  • Table 59 Asia Pacific Virtual Sensors Market Outlook, By End User (2020-2028) ($MN)
  • Table 60 Asia Pacific Virtual Sensors Market Outlook, By Automotive (2020-2028) ($MN)
  • Table 61 Asia Pacific Virtual Sensors Market Outlook, By Process Industry (2020-2028) ($MN)
  • Table 62 Asia Pacific Virtual Sensors Market Outlook, By Oil and Gas (2020-2028) ($MN)
  • Table 63 Asia Pacific Virtual Sensors Market Outlook, By Transportation (2020-2028) ($MN)
  • Table 64 Asia Pacific Virtual Sensors Market Outlook, By Manufacturing & Utilities (2020-2028) ($MN)
  • Table 65 Asia Pacific Virtual Sensors Market Outlook, By Chemical (2020-2028) ($MN)
  • Table 66 Asia Pacific Virtual Sensors Market Outlook, By Healthcare (2020-2028) ($MN)
  • Table 67 Asia Pacific Virtual Sensors Market Outlook, By Consumer Goods (2020-2028) ($MN)
  • Table 68 Asia Pacific Virtual Sensors Market Outlook, By Other End Users (2020-2028) ($MN)
  • Table 69 South America Virtual Sensors Market Outlook, By Country (2020-2028) ($MN)
  • Table 70 South America Virtual Sensors Market Outlook, By Component (2020-2028) ($MN)
  • Table 71 South America Virtual Sensors Market Outlook, By Services (2020-2028) ($MN)
  • Table 72 South America Virtual Sensors Market Outlook, By Solution (2020-2028) ($MN)
  • Table 73 South America Virtual Sensors Market Outlook, By Deployment Mode (2020-2028) ($MN)
  • Table 74 South America Virtual Sensors Market Outlook, By On-Premises (2020-2028) ($MN)
  • Table 75 South America Virtual Sensors Market Outlook, By Cloud (2020-2028) ($MN)
  • Table 76 South America Virtual Sensors Market Outlook, By End User (2020-2028) ($MN)
  • Table 77 South America Virtual Sensors Market Outlook, By Automotive (2020-2028) ($MN)
  • Table 78 South America Virtual Sensors Market Outlook, By Process Industry (2020-2028) ($MN)
  • Table 79 South America Virtual Sensors Market Outlook, By Oil and Gas (2020-2028) ($MN)
  • Table 80 South America Virtual Sensors Market Outlook, By Transportation (2020-2028) ($MN)
  • Table 81 South America Virtual Sensors Market Outlook, By Manufacturing & Utilities (2020-2028) ($MN)
  • Table 82 South America Virtual Sensors Market Outlook, By Chemical (2020-2028) ($MN)
  • Table 83 South America Virtual Sensors Market Outlook, By Healthcare (2020-2028) ($MN)
  • Table 84 South America Virtual Sensors Market Outlook, By Consumer Goods (2020-2028) ($MN)
  • Table 85 South America Virtual Sensors Market Outlook, By Other End Users (2020-2028) ($MN)
  • Table 86 Middle East & Africa Virtual Sensors Market Outlook, By Country (2020-2028) ($MN)
  • Table 87 Middle East & Africa Virtual Sensors Market Outlook, By Component (2020-2028) ($MN)
  • Table 88 Middle East & Africa Virtual Sensors Market Outlook, By Services (2020-2028) ($MN)
  • Table 89 Middle East & Africa Virtual Sensors Market Outlook, By Solution (2020-2028) ($MN)
  • Table 90 Middle East & Africa Virtual Sensors Market Outlook, By Deployment Mode (2020-2028) ($MN)
  • Table 91 Middle East & Africa Virtual Sensors Market Outlook, By On-Premises (2020-2028) ($MN)
  • Table 92 Middle East & Africa Virtual Sensors Market Outlook, By Cloud (2020-2028) ($MN)
  • Table 93 Middle East & Africa Virtual Sensors Market Outlook, By End User (2020-2028) ($MN)
  • Table 94 Middle East & Africa Virtual Sensors Market Outlook, By Automotive (2020-2028) ($MN)
  • Table 95 Middle East & Africa Virtual Sensors Market Outlook, By Process Industry (2020-2028) ($MN)
  • Table 96 Middle East & Africa Virtual Sensors Market Outlook, By Oil and Gas (2020-2028) ($MN)
  • Table 97 Middle East & Africa Virtual Sensors Market Outlook, By Transportation (2020-2028) ($MN)
  • Table 98 Middle East & Africa Virtual Sensors Market Outlook, By Manufacturing & Utilities (2020-2028) ($MN)
  • Table 99 Middle East & Africa Virtual Sensors Market Outlook, By Chemical (2020-2028) ($MN)
  • Table 100 Middle East & Africa Virtual Sensors Market Outlook, By Healthcare (2020-2028) ($MN)
  • Table 101 Middle East & Africa Virtual Sensors Market Outlook, By Consumer Goods (2020-2028) ($MN)
  • Table 102 Middle East & Africa Virtual Sensors Market Outlook, By Other End Users (2020-2028) ($MN)