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1250703

到 2028 年的虛擬傳感器市場預測——按組件、部署模式、最終用戶和地區進行的全球分析

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個工作天內

價格

根據 Stratistics MRC 的數據，2022 年全球虛擬傳感器市場規模將達到 6830 億美元，預計到 2028 年將達到 38840 億美元，預測期內復合年增長率為 33.6%。

基於軟件的虛擬傳感器使用當前可用的數據來估計產品質量和過程條件。這些數學模型添加物理傳感器測量來計算假定的屬性和狀態。傳感器能夠分析從多個設備讀取的數據並確定變量之間的相關性。物理傳感器無法檢測到的特性和條件，例如保質期、水分測試、分裂拉伸評估等，可能會受益於虛擬傳感器。此外，虛擬傳感器可以比真實傳感器更快地提供測量之間的信息。

市場動態：

促進者

對虛擬傳感器的需求不斷增長

測量保質期、濕度、抗拉強度、材料燃燒、灰分計算以及更多手動樣品處理等各種參數的困難導致對虛擬傳感器的需求不斷增長。虛擬傳感器可用於此類任務，有望推動全球虛擬傳感器市場的擴張。由於製造商的廣泛研究和創新，全球虛擬傳感器市場有望增長。擴大終端消費者和應用的範圍有望顯著推動當前市場進入者和新進入者的收入增長，並幫助組織擴展業務。製造商也專注於研發以提供獨特的產品，並且為了擴大消費群，更多的客戶將從傳感器設備轉向技術先進的虛擬傳感器。鼓勵轉換

抑製劑

缺乏熟練的勞動力和技術知識

為資產和流程開發虛擬傳感器需要各種技術、技能和訓練有素的人員操作現代機器和軟件系統。向數字化的轉變可能會影響在從研究到營銷再到銷售的整個價值鏈各個環節工作的人員所需的技能類型。預期的整體生產力提高和流程的數據依賴性將需要新的員工技能、經驗和更高的資格。因此，新員工與新員工之間可能存在技能差距。各行業也在迅速採用新技術，即使他們正在努力尋找高技能工人。由於其複雜的結構和對部署該技術的過程缺乏了解，儘管數字化日益普及，但大多數行業也意識到採用虛擬傳感器技術的潛力。

機會

IIoT 在設計和製造中的應用

實時駕駛數據由嵌入工業資產（如噴氣發動機和風力渦輪機）中的傳感器收集，並提供給虛擬化身以分析該信息並預測工程和製造結果。通過利用傳感器收集的數據，IIoT 提供了開發虛擬傳感器和物理資產、將它們轉化為洞察力、優化它們並交付業務成果的新機會。虛擬傳感器使製造商能夠更有效地運營他們的設施，並更快地獲得有關產品性能的信息。IIoT 通過其虛擬傳感器監控製成品的現場性能，提供一個具有連續視角的門戶，比較由物理傳感器表示的製成品的預期和實際使用情況。這種方法產生有用的實時估計，可用於增強設計過程。

威脅

與使用物聯網和雲平台相關的數據安全風險

虛擬傳感器市場受到雲數據日益增長的威脅的嚴重製約。許多安全問題是由傳染病和網絡攻擊的興起引起的。惡意計算機病毒可以竊取重要數據並對行業造成嚴重破壞。如果物聯網基礎設施和雲平台供應商不採取適當的安全措施，整個信息流可能會中斷。由於越來越依賴基於網絡的數據交換和現成的 IT 解決方案，因此在此平台上使用虛擬傳感器的公司更容易受到針對工業系統的惡意軟件的攻擊。

COVID-19 的影響

全球虛擬傳感器市場受到 COVID-19 流行病的巨大影響。新項目在全球範圍內停止，對虛擬傳感器的需求直線下降。由於全球製造商無法在工人呆在家裡的情況下生產、採用和製造新技術，全球供應鏈已經中斷。由於這些技術是自動化的關鍵組成部分，因此該市場對非必要產品和服務的影響可能小於其他市場。此外，隨著世界越來越接近自動化，一場大流行病不會導致生產停頓。由於 COVID-19 危機，企業可能有機會投資、使用和研究需要較少人際接觸的技術。

在預測期內，本地部門預計將是最大的

由於數據安全性的提高和隱私問題的減少，預計內部部署將有良好的增長。內部部署還需要能夠實時跟蹤、監督和管理優化過程的 IT 專業人員，這是推動行業發展的關鍵因素。

預計製造業和公用事業部門在預測期內的複合年增長率最高。

由於對運營中不斷更新的數據和監控系統的需求不斷增長，預計製造和公用事業部門在預測期內將以最快的複合年增長率增長。此外，全自動和無線連接的智能工作場所的發展是物聯網和工業 4.0 的結果。預計航空航天和軍事工業在預測期內將迅速擴張。這可以通過這些傳感器提供的好處來解釋，例如提高可靠性和更安全的飛行操作。虛擬仿真訓練還有助於發現對飛行員和飛機生命安全的新危害，確保航空安全。預計這些因素將增加航空航天和國防領域對基於軟件的傳感解決方案的需求。

市場佔有率最高的地區

由於公司增長和技術改進，亞太地區預計在預測期內將佔據最大的市場份額。航空航天和國防等利基行業的擴張為企業創造了絕佳的切入點。製造商正在大力投資虛擬現實 (VR) 技術的開發，尤其是在中國、日本和韓國，亞太地區預計在預測期內將出現顯著增長。中國和印度的公司也在使用預測性維護技術來快速優化運營並降低成本。

複合年增長率最高的地區：

由於雲計算、虛擬現實和物聯網 (IoT) 等尖端技術的利用，預計北美在預測期內將實現最高的複合年增長率。虛擬世界是北美公共部門的一項流行技術，虛擬傳感市場受到偏愛 SaaS 平台的重要供應商的推動。該地區的市場也受到持續的 VR 創新的推動。因此，越來越多的公司願意在該地區採用尖端技術，從而推動整個市場的擴張。

市場主要參與者

虛擬傳感器市場的主要參與者包括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。

主要發展：

2019年9月，Honeywell International推出了新穎、高性價比、高性能的Hguide慣性測量單元（IMU）。這些解決方案重量輕，可以承受各種惡劣的環境和環境。此外，這些傳感器可用於農業、國防、交通和機器人等各個行業。

2019 年 5 月，Siemens與 Alphabet 公司 Chronicle 合作開發複雜的解決方案，以保護能源行業免受日益增長的網絡威脅。該合作夥伴關係將結合Siemens的網絡安全經驗與 Chronicle 的 Backstory 平台，為能源領域創建先進的解決方案。

2019 年 3 月，Honeywell推出了一個市場，供企業通過購買創意軟件解決方案、技術和服務來發現、獲取和提高生產力。

2019 年 1 月，GE 推出了 Digital Ghost，這是一種針對工業控制系統的主動網絡防禦解決方案。通過開發額外的安全層，Digital Ghost 幫助組織保護關鍵基礎設施和系統網絡，將 GE 的數字孿生與領先的系統監控技術相結合。

本報告提供的內容

  • 區域和國家級細分市場份額評估
  • 對新進入者的戰略建議
  • 涵蓋 2020、2021、2022、2025 和 2028 年的市場數據
  • 市場驅動力（市場趨勢、制約因素、機會、威脅、挑戰、投資機會、建議等）
  • 基於市場估計的關鍵業務領域的戰略建議
  • 競爭格局和趨勢
  • 公司概況，包括詳細戰略、財務狀況和近期發展
  • 供應鏈趨勢反映了最新的技術進步。

提供免費定制

購買此報告的客戶將免費獲得以下定制之一。

  • 公司簡介
    • 其他市場參與者的綜合分析（最多 3 個）
    • 關鍵參與者的 SWOT 分析（最多 3 個參與者）
  • 區域部分
    • 應客戶要求提供主要國家的市場預估、預測和CAGR（注：通過可行性檢查）
  • 競爭標桿
    • 根據產品組合、地域分佈和戰略聯盟對主要參與者進行基準測試

目錄

第一章內容提要

第二章前言

  • 概述
  • 利益相關者
  • 調查範圍
  • 調查方法
    • 數據挖掘
    • 數據分析
    • 數據驗證
    • 研究方法
  • 研究來源
    • 主要研究來源
    • 二手研究資源
    • 假設

第三章市場趨勢分析

  • 促進者
  • 抑製劑
  • 機會
  • 威脅
  • 最終用戶分析
  • 新興市場
  • COVID-19 的影響

第4章波特五力分析

  • 供應商的議價能力
  • 買方議價能力
  • 替代品的威脅
  • 新進入者的威脅
  • 競爭對手之間的競爭

5. 全球虛擬傳感器市場，按組件

  • 服務
  • 解決方案

6 全球虛擬傳感器市場，按部署模式

  • 本地
  • 雲

7. 全球虛擬傳感器市場，按最終用戶分類

  • 汽車
  • 加工業
  • 油和氣
  • 運輸
  • 製造業和公用事業
  • 化學
  • 衛生保健
  • 消費品
  • 其他最終用戶

8. 全球虛擬傳感器市場，按地區

  • 北美
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 德國
    • 英國
    • 意大利
    • 法國
    • 西班牙
    • 歐洲其他地區
  • 亞太地區
    • 日本
    • 中國
    • 印度
    • 澳大利亞
    • 新西蘭
    • 韓國
    • 亞太其他地區
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 其他南美洲
  • 中東和非洲
    • 沙特阿拉伯
    • 阿拉伯聯合酋長國
    • 卡塔爾
    • 南非
    • 其他中東

第九章主要進展

  • 協議、夥伴關係、合作和合資企業
  • 收購與合併
  • 新產品發布
  • 業務拓展
  • 其他關鍵策略

第十章公司簡介

  • 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)