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仮想センサーの世界市場

Virtual Sensors

出版日
ページ情報
英文 92 Pages
納期
即日から翌営業日
適宜更新あり
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=147.55円
仮想センサーの世界市場
出版日: 2024年11月22日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 92 Pages
納期: 即日から翌営業日
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概要

仮想センサーの世界市場は2030年までに92億米ドルに達する

2023年に16億米ドルと推定される仮想センサーの世界市場は、分析期間2023-2030年にCAGR 28.0％で成長し、2030年には92億米ドルに達すると予測されます。本レポートで分析したセグメントの1つであるソリューション・コンポーネントは、CAGR 27.6％を記録し、分析期間終了時には59億米ドルに達すると予測されます。サービスコンポーネント分野の成長率は、分析期間でCAGR 28.7％と推定されます。

米国市場は4億7,550万米ドルと推定、中国はCAGR26.9％で成長予測

米国の仮想センサー市場は、2023年に4億7,550万米ドルと推定されます。世界第2位の経済大国である中国は、2030年までに14億米ドルの市場規模に達すると予測され、分析期間2023-2030年のCAGRは26.9%です。その他の注目すべき地域別市場としては、日本とカナダがあり、分析期間中のCAGRはそれぞれ24.5％と23.4％と予測されています。欧州では、ドイツがCAGR約18.9%で成長すると予測されています。

世界の仮想センサー市場- 主要動向と促進要因のまとめ

仮想センサーとは何か、なぜ現代のIoTおよび産業用アプリケーションで重要なのか？

仮想センサーは、既存のセンサーからのデータ、アルゴリズム、履歴情報を使用して物理センサーの動作をシミュレートし、リアルタイムのモニタリングと予測的洞察を提供するソフトウェアベースのモデルです。温度、圧力、湿度などのパラメータを物理的に測定する従来のセンサーとは異なり、仮想センサーは計算モデル、数式、データ解析によって測定値を導き出します。これらの仮想モデルは、直接測定することが困難な変数を推定することができるため、予知保全、プロセス最適化、スマート製造などの分野で高い価値を発揮します。

仮想センサーの重要性は、ハードウェアのコストを削減し、測定精度を高め、物理的なセンサの設置が現実的でない場合やコストがかかりすぎる場合に洞察を提供する能力にあります。仮想センサーは、IoTシステム、産業オートメーション、自動車診断、エネルギー管理、ヘルスケアに不可欠であり、リアルタイムの意思決定と最適化を可能にします。仮想センサーは、導入の迅速化、メンテナンスの低減、複数のデータソースを統合することによる複雑なパラメータの測定能力などの利点を提供します。IoTやAIを活用したアナリティクスの導入が進む中、仮想センサーは、よりスマートで効率的、かつコスト効率の高いシステムを実現するための重要なコンポーネントとなっています。

技術の進歩は仮想センサー市場をどのように形成しているか？

技術の進歩は、仮想センサーの精度、汎用性、応用性を大幅に向上させ、様々な産業におけるイノベーションを促進しています。主な開発のひとつに、人工知能（AI）と機械学習（ML）アルゴリズムの統合があり、これにより仮想センサーの予測能力と精度が向上しました。AIを搭載した仮想センサーは、複数のソースからの大量のリアルタイムデータを分析し、パターンを特定し、状況の変化に適応することで、予測をより正確で信頼性の高いものにすることができます。これは特に予知保全に有効で、AIを活用した仮想センサーは機器の故障を予測し、保全スケジュールを最適化し、ダウンタイムを最小限に抑えることができます。

デジタルツインテクノロジーの進化は、仮想センサーの機能をさらに拡大しました。デジタルツインとは、物理的な資産やプロセス、システムを仮想的に再現したもので、仮想センサーはモニタリングや分析のためのシミュレーションデータを提供することで、これらのモデルにおいて重要な役割を果たします。デジタルツインにより、仮想センサーは様々な条件下での機器やプロセスの挙動をシミュレートすることができ、実際のオペレーションを中断することなく、シナリオテスト、パフォーマンスの最適化、リスクアセスメントを行うことができます。この組み合わせは、製造業、航空宇宙、エネルギーなど、高い精度と業務効率が不可欠な産業で有効であることが証明されています。

エッジコンピューティングの台頭も、仮想センサーの状況を形成しています。エッジコンピューティングは、より発生源に近いところでデータを処理することで、仮想センサーのスピードと応答性を高め、リアルタイムの分析と意思決定を可能にします。エッジベースの仮想センサーは、レイテンシーを低減して動作することができ、自律走行車、産業用ロボット、製造業のリアルタイム品質管理などのアプリケーションに不可欠な、より迅速な洞察と局所的な制御を提供します。さらに、クラウドベースのアナリティクスと仮想センサーの統合により、より複雑なデータ処理、長期的な動向分析、システム横断的な最適化が可能になり、仮想センサーの汎用性と拡張性が高まりました。これらの技術革新は、仮想センサーの機能を拡張するだけでなく、AIを活用した自動化、リアルタイム分析、デジタル・トランスフォーメーションといった現代産業の動向にも合致しています。

様々な業界における仮想センサーの新たな用途とは？

仮想センサーは、正確で費用対効果の高い、リアルタイムのモニタリングとアナリティクスの必要性により、幅広い産業で用途が拡大しています。製造業では、仮想センサーは機器のパフォーマンスをモニターし、異常を検出し、生産プロセスを最適化するために使用されています。例えば、製品の品質、振動レベル、エネルギー消費量などの変数を、利用可能なセンサーデータと予測アルゴリズムに基づいて推定し、予知保全を可能にしてダウンタイムを削減します。仮想センサーは、スマート工場やインダストリー4.0構想に不可欠な製品です。

自動車分野では、車両診断、性能最適化、ADAS（先進運転支援システム）に仮想センサーが使用されるケースが増えています。仮想センサーは、物理センサーからのデータを分析することで、エンジンの状態、タイヤの摩耗、燃費、排ガスレベルを推定することができます。これにより、メーカーは物理センサーを追加することなく、車両性能の向上、安全性の向上、規制遵守を実現することができます。また、仮想センサーは自律走行車においても重要な役割を果たし、車両挙動、道路状況、交通パターンに関するリアルタイムな洞察を提供し、より安全で信頼性の高い自律走行をサポートします。

エネルギー分野では、仮想センサーは風力タービン、ソーラーパネル、エネルギーグリッドの性能監視に使用されています。仮想センサーは、風速、ブレード応力、太陽放射照度などのパラメーターを推定し、より良いエネルギー出力予測とグリッド管理を可能にします。石油・ガス分野では、仮想センサーが井戸の圧力、液面、パイプラインの状態を監視し、潜在的な問題を早期に警告し、資源の抽出を最適化します。ヘルスケアでは、仮想センサーは患者のモニタリングに使用され、心拍変動、呼吸パターン、ストレスレベルなどの生理学的パラメータを既存の医療データに基づいて推定し、遠隔診断や遠隔医療アプリケーションをサポートします。仮想センサーの多様な業界における応用の拡大は、よりスマートで、より効率的な、データ主導のオペレーションを可能にする上で、仮想センサーの重要な役割を浮き彫りにしています。

仮想センサー市場の成長の原動力は？

仮想センサー市場の成長は、IoT導入の増加、AIやデータ分析の進歩、費用対効果が高くスケーラブルなモニタリングソリューションに対する需要の高まりなど、いくつかの要因によってもたらされます。主な成長要因の1つは、産業界におけるIoTデバイスの普及で、仮想センサーが分析・解釈できる大量のリアルタイムデータが生成されます。自動化、効率化、予測分析のために産業界がIoTを採用する中、仮想センサーは大規模な物理インフラを必要とせずに正確な洞察を提供し、導入コストとメンテナンスコストを削減するために不可欠な存在となっています。

AIと機械学習の進歩は、仮想センサーの採用に大きく貢献しています。AIアルゴリズムは、仮想センサーの精度、適応性、予測力を向上させ、複雑なパターンの特定、故障の予測、プロセスの最適化をリアルタイムで可能にします。これにより仮想センサーは、自律走行車、スマートグリッド、産業オートメーションなど、高精度と高速応答時間を必要とするアプリケーションにおいて、その価値を高めています。また、仮想センサーとAIの統合は、製造、エネルギー、航空宇宙などの産業でシミュレーション、テスト、最適化に使用されつつあるデジタルツインの開発をサポートします。

費用対効果が高く、拡張性の高いモニタリングソリューションへの需要が、仮想センサーの成長をさらに後押ししています。仮想センサーは、ハードウェアの設置、メンテナンス、校正が必要な物理的なセンサーとは異なり、デジタルプラットフォーム上で簡単に導入、拡張、更新が可能なソフトウェアベースの代替手段を提供します。そのため、高水準の性能と信頼性を維持しながらコストを最適化しようとする業界にとって、非常に魅力的な製品となっています。さらに、持続可能性と効率性への関心の高まりが、仮想センサーの採用を後押ししています。仮想センサーは、より良いリソース管理、廃棄物の削減、エネルギー効率の向上を可能にするからです。

AI主導のアナリティクス、デジタルツイン、クラウドエッジの統合といったイノベーションが進行する中、バーチャルセンサー市場は力強い成長を遂げようとしています。このような動向と、リアルタイムでスケーラブルかつ費用対効果の高いモニタリングソリューションに対する需要の高まりが相まって、仮想センサーは様々な分野における最新のIoT、オートメーション、デジタルトランスフォーメーション戦略に不可欠な要素となっています。

セグメント

コンポーネント（ソリューション、サービス）、展開（オンプレミス、クラウド）、エンドユーズ（プロセス産業- 製造・公益事業、自動車・運輸、電気・電子・コンシューマテクノロジー、ヘルスケア、石油・ガス、化学、航空・防衛、その他のエンドユーズ）

調査対象企業の例（注目の36社）

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

目次

第1章 調査手法

第2章 エグゼクティブサマリー

  • 市場概要
  • 主要企業
  • 市場動向と促進要因
  • 世界市場の見通し

第3章 市場分析

  • 米国
  • カナダ
  • 日本
  • 中国
  • 欧州
  • フランス
  • ドイツ
  • イタリア
  • 英国
  • その他欧州
  • アジア太平洋
  • その他の地域

第4章 競合

目次
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