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市場調査レポート
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1528155

製造業向け予知保全の世界市場

Predictive Maintenance for Manufacturing Industry

出版日: | 発行: Global Industry Analysts, Inc. | ページ情報: 英文 482 Pages | 納期: 即日から翌営業日

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製造業向け予知保全の世界市場
出版日: 2024年08月07日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 482 Pages
納期: 即日から翌営業日
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概要

製造業向け予知保全の世界市場は2030年までに98億米ドルに達する見込み

2023年に22億米ドルと推定される製造業向け予知保全の世界市場は、2023年から2030年にかけてCAGR 23.7%で成長し、2030年には98億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つである予知保全ソフトウェアは、CAGR 21.9%を記録し、分析期間終了時には49億米ドルに達すると予測されます。予測メンテナンスサービス分野の成長率は、分析期間中CAGR 25.7%と推定されます。

米国市場は5億7,430万米ドル、中国はCAGR27.3%で成長予測

米国の製造業向け予知保全市場は、2023年に5億7,430万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16億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27.3%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20.0%と18.7%と予測されています。欧州では、ドイツがCAGR 20.0%で成長すると予測されています。

世界の製造業向け予知保全市場- 主要動向と促進要因まとめ

予知保全とは何か?

予知保全(PdM)とは、データ分析ツールや技術を活用し、機器の異常や潜在的な故障を未然に検知する、製造分野における画期的なアプローチです。このプロアクティブ・メンテナンス戦略は、センサーと高度な分析を使って機器の性能をリアルタイムで監視し、機器の故障を予測することに基づいています。予知保全の重要な利点は、実際の機器の状態に基づいて、適切なタイミングでメンテナンスをスケジュールする能力であり、その結果、予定外のメンテナンス中断に伴うダウンタイムと高コストを回避することができます。実際の必要性に関係なく予定されたメンテナンスに依存する従来の予防保全とは対照的に、予知保全は、頻度、機能、コストにおいてメンテナンス作業を最適化し、資産の寿命と効率を大幅に向上させます。

予知保全を推進する技術とは?

予知保全の中核をなすのは、モノのインターネット(IoT)、人工知能(AI)、機械学習、ビッグデータ分析など、相互に関連するさまざまなテクノロジーです。IoT機器は、製造装置から振動、温度、音などのデータをリアルタイムで収集する上で重要な役割を果たします。このデータは、潜在的な問題や故障を示すパターンを特定できる機械学習アルゴリズムを使って分析されます。AIは、継続的に流入するデータから学習することで、時間の経過とともに予測モデルの精度を向上させ、このプロセスを強化します。ビッグデータ解析は、予知保全システムが生成する大量のデータを処理・分析するために必要なツールを提供することで、これらのテクノロジーをサポートします。このような技術的相乗効果は、メーカーが高額な修理や大幅なダウンタイムに発展する前に問題を予見することを可能にする基本的なものです。

企業は予知保全からどのような恩恵を受けているか?

世界中のメーカーが、競争力を高めるために予知保全戦略を急速に導入しています。このようなシステムを導入するメリットは、修理費用の大幅な節約、機器のダウンタイムの削減、機器寿命の延長、プラントの安全性の向上など、多岐にわたります。このメンテナンス戦略は、運転コストの削減に役立つだけでなく、製造プロセスの全体的な効率も向上させる。予期せぬ機器の故障を未然に防ぐことで、メーカーはよりスムーズな生産ラインとより高品質な製品を確保することができます。さらに、予知保全は、機器を最適な状態に維持することで、厳しい規制遵守基準を満たす製造業者をサポートし、医薬品、飲食品、自動車などの規制の厳しい業界における安全性を確保します。

予知保全市場の成長の原動力は?

予知保全市場の成長は、IoTやAI技術の採用の増加、保全コストやダウンタイムの削減に対する需要の高まり、製造業者における業務効率の重視の高まりなど、いくつかの要因によってもたらされます。産業界がインダストリー4.0の導入を進める中、デジタル技術の産業慣行への統合が浸透し、機器の故障を事前に予測できる高度なメンテナンス技術への需要が高まっています。さらに、製造プロセスが複雑化するにつれて、大規模なオペレーションを効率的に処理できる高度なメンテナンス・ソリューションの必要性が極めて重要になっています。消費者の行動も持続可能性へとシフトしており、企業はコスト削減だけでなく、廃棄物やエネルギー消費の削減によって環境への影響を最小限に抑える技術への投資を促しています。これらの促進要因は、より高度で統合されたソリューションを革新するための技術企業による研究開発投資の増加と相まって、製造業界における予知保全の市場成長を引き続き促進しています。

調査対象企業の例(全115件)

  • ABB Ltd.
  • Accenture PLC
  • Axiomtek Co., Ltd.
  • Augury Inc.
  • AKKA Technologies
  • Altizon Inc.
  • Asystom
  • ActionPoint Technology Limited
  • AllBlock
  • Arch Systems
  • Arrelic
  • Avanseus Holdings Pte. Ltd.
  • Alteria Automation
  • Ainsworth
  • Axzon

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
  • 世界のその他の地域

第4章 競合

目次
Product Code: MCP13738

Global Predictive Maintenance for Manufacturing Industry Market to Reach US$9.8 Billion by 2030

The global market for Predictive Maintenance for Manufacturing Industry estimated at US$2.2 Billion in the year 2023, is expected to reach US$9.8 Billion by 2030, growing at a CAGR of 23.7% over the analysis period 2023-2030. Predictive Maintenance Software, one of the segments analyzed in the report, is expected to record a 21.9% CAGR and reach US$4.9 Billion by the end of the analysis period. Growth in the Predictive Maintenance Services segment is estimated at 25.7% CAGR over the analysis period.

The U.S. Market is Estimated at US$574.3 Million While China is Forecast to Grow at 27.3% CAGR

The Predictive Maintenance for Manufacturing Industry market in the U.S. is estimated at US$574.3 Million in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$1.6 Billion by the year 2030 trailing a CAGR of 27.3% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 20.0% and 18.7% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 20.0% CAGR.

Global Predictive Maintenance for Manufacturing Industry Market - Key Trends & Drivers Summarized

What is Predictive Maintenance, and How Does It Transform Manufacturing?

Predictive maintenance (PdM) is a revolutionary approach in the manufacturing sector that utilizes data analysis tools and techniques to detect anomalies and potential failures in equipment before they occur. This proactive maintenance strategy is based on the real-time monitoring of equipment performance using sensors and advanced analytics to predict equipment failures. The critical advantage of predictive maintenance is its ability to schedule maintenance at just the right time based on actual equipment condition, thus avoiding the downtime and high costs associated with unscheduled maintenance breaks. In contrast to traditional preventive maintenance, which relies on scheduled maintenance regardless of actual need, predictive maintenance optimizes the maintenance tasks in frequency, features, and costs, leading to significantly enhanced asset life and efficiency.

What Technologies Drive Predictive Maintenance?

At the core of predictive maintenance are various interconnected technologies such as the Internet of Things (IoT), artificial intelligence (AI), machine learning, and big data analytics. IoT devices play a crucial role in collecting real-time data from manufacturing equipment, which include vibration, temperature, sound, and more. This data is then analyzed using machine learning algorithms that can identify patterns indicative of potential issues or failures. AI enhances this process by making the predictive models more accurate over time as they learn from a continuous influx of data. Big data analytics support these technologies by providing the tools necessary to process and analyze the large volumes of data that predictive maintenance systems generate. This technological synergy is fundamental in enabling manufacturers to anticipate problems before they escalate into costly repairs or significant downtimes.

How Are Businesses Benefiting from Predictive Maintenance?

Manufacturers across the globe are rapidly adopting predictive maintenance strategies to gain a competitive edge. The benefits of implementing such a system are multi-fold: significant cost savings on repairs, reduced equipment downtime, extended equipment life, and improved plant safety. This maintenance strategy not only helps in reducing operational costs but also improves the overall efficiency of the manufacturing process. By preventing unexpected equipment failures, manufacturers can ensure a smoother production line and better quality products. Furthermore, predictive maintenance supports manufacturers in meeting stringent regulatory compliance standards by maintaining equipment in optimum condition, thereby ensuring safety in highly regulated industries such as pharmaceuticals, food and beverage, and automotive.

What Drives the Growth in the Predictive Maintenance Market?

The growth in the predictive maintenance market is driven by several factors, including the increasing adoption of IoT and AI technologies, the rising demand for reducing maintenance costs and downtime, and the growing emphasis on operational efficiency among manufacturers. As industries continue to embrace Industry 4.0, the integration of digital technologies into industrial practices has become more prevalent, bolstering the demand for advanced maintenance technologies that can predict equipment failures before they occur. Additionally, as manufacturing processes become more complex, the need for sophisticated maintenance solutions that can handle large-scale operations efficiently becomes crucial. Consumer behavior is also shifting towards sustainability, prompting companies to invest in technologies that not only save cost but also minimize environmental impact by reducing waste and energy consumption. These drivers, coupled with increased investments in R&D by tech companies to innovate more advanced and integrated solutions, continue to propel the market growth of predictive maintenance within the manufacturing industry.

Select Competitors (Total 115 Featured) -

  • ABB Ltd.
  • Accenture PLC
  • Axiomtek Co., Ltd.
  • Augury Inc.
  • AKKA Technologies
  • Altizon Inc.
  • Asystom
  • ActionPoint Technology Limited
  • AllBlock
  • Arch Systems
  • Arrelic
  • Avanseus Holdings Pte. Ltd.
  • Alteria Automation
  • Ainsworth
  • Axzon

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Predictive Maintenance for Manufacturing Industry - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
    • Plant Asset Maintenance, the Cornerstone for Achieving Excellence in Manufacturing Productivity
    • Why Migrate to Predictive Maintenance? What's In It for Companies?
    • With Manufacturing Competitiveness Increasing by the Day, PdM is the Right Step Forward Towards to Higher Value, Smart Manufacturing: Global Manufacturing Competitiveness Index (10-100 Index Score) by Country for the Year 2021
    • Global Economic Outlook
    • Predictive Maintenance (PdM): Definition, Scope, Importance, Benefits & Applications
    • Recent Market Activity
    • Innovations
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • The Age of Analytics Provides the Cornerstone for the Disruptive Growth of Predictive Maintenance
    • Here's How the Rise of "Predictive Analytics" Will Bring the Concept of Predictive Maintenance to Fruition
    • Applications of Predictive Analytics Expand from Fraud Detection, Personalized Marketing to Asset Management: Global Investments in Predictive Analytics (In US$ Billion) for the Years 2020, 2022, 2024 & 2026
    • Recovery of the Global Manufacturing Industry Bodes Well for Medium to Long-Term Growth of the Predictive Maintenance Market
    • Industry 4.0 Pushes Up the Effectiveness of Predictive Maintenance
    • What Does IIoT Mean for Predictive Maintenance?
    • Market to Witness Unconventional Growth as Effectiveness of Predictive Analytics in Predicting Failure & Maintenance Event Improves on the Back of IIoT: Global Breakdown of Investments in Manufacturing IoT (in US$ Billion) for the Years 2020, 2022, 2024, and 2026
    • Special Focus on Predictive Maintenance of Bearings
    • Sensors Remain a Critical Component of Predictive Maintenance
    • Data Communication Systems, the Backbone for Successful Predictive Maintenance
    • 5G to Turbocharge Predictive Maintenance Capabilities
    • Here's How Artificial Intelligence (AI) Will Revolutionize Predictive Maintenance
    • AI Embedded Sensors Vital for Real-Time Fault Detection & Outsmarting Failure
    • Growing Investments in AI by Manufacturing Companies Will Promote Innovative Uses of AI in Machine Condition Monitoring: Global AI Investments in Manufacturing (In US$ Billion) for the Years 2019, 2022 and 2025
    • Harnessing the Power of Cloud Computing Remains Crucial for Effective Predictive Maintenance
    • Moving to the Cloud is a Matter of Survival for Companies in the 21st Century
    • Here's How Cloud Can Make Predictive Maintenance More Effective & Cheaper
    • What Has Blockchain to Offer for Predictive Maintenance?
    • Blockchain Rises like a Phoenix from the Ashes of Bitcoin
    • Here's How Blockchain Can Advance Predictive Maintenance & Make it More Accessible
    • As Blockchain Becomes a Mainstream Technology, Increasing Investments Will be Sunk into the Technology for Enabling Predictive Plant Maintenance: Global Opportunity for Blockchain Technology (In US$ Billion) for Years 021, 2023, 2025 and 2027
    • Edge Computing Emerges to Enhance Performance of & Value Created by Predictive Maintenance
    • The Rise of Edge Computing: A Review
    • Edge Computing Becomes Indispensable as Effective Predictive Maintenance Needs Distributed Intelligence: Global Opportunity for Edge Computing (In US$ Million) for Years 2021, 2023, 2025 and 2027
    • Here's How Edge Computing Helps Unlock the Benefits of Predictive Maintenance
    • Digital Twins & Predictive Maintenance: Made for Each Other?
    • Growing Popularity of Digital Twins Encourages Convergence of the Technology With Predictive Maintenance: Global Digital Twin Opportunity (In US$ Million) for Years 2021, 2023, 2025 and 2027
    • Going Beyond Predictive: Developments in Prescriptive Analytics Brings Prescriptive Maintenance Into the Spotlight as the Future of Asset Management
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 2: World 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2024 & 2030
    • TABLE 3: World Recent Past, Current & Future Analysis for Software by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 4: World 7-Year Perspective for Software by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 5: 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 Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 6: World 7-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 7: 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 Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 8: World 7-Year Perspective for On-Premise by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 9: World Recent Past, Current & Future Analysis for Cloud-Based by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 10: World 7-Year Perspective for Cloud-Based by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for Machine Learning by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 12: World 7-Year Perspective for Machine Learning by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Deep Learning by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 14: World 7-Year Perspective for Deep Learning by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 15: World Recent Past, Current & Future Analysis for Big Data & Analytics by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 16: World 7-Year Perspective for Big Data & Analytics by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 17: World Predictive Maintenance for Manufacturing Industry Market Analysis of Annual Sales in US$ Thousand for Years 2020 through 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Predictive Maintenance for Manufacturing Industry Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 18: USA Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 19: USA 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 20: USA Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 21: USA 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 22: USA Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 23: USA 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • CANADA
    • TABLE 24: Canada Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 25: Canada 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 26: Canada Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 27: Canada 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 28: Canada Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 29: Canada 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • JAPAN
    • Predictive Maintenance for Manufacturing Industry Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 30: Japan Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 31: Japan 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 32: Japan Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 33: Japan 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 34: Japan Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 35: Japan 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • CHINA
    • Predictive Maintenance for Manufacturing Industry Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 36: China Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 37: China 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 38: China Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 39: China 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 40: China Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 41: China 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • EUROPE
    • Predictive Maintenance for Manufacturing Industry Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 42: Europe Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Revenues in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 43: Europe 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Geographic Region - Percentage Breakdown of Value Revenues for France, Germany, Italy, UK and Rest of Europe Markets for Years 2024 & 2030
    • TABLE 44: Europe Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 45: Europe 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 46: Europe Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 47: Europe 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 48: Europe Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 49: Europe 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • FRANCE
    • Predictive Maintenance for Manufacturing Industry Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 50: France Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 51: France 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 52: France Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 53: France 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 54: France Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 55: France 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • GERMANY
    • Predictive Maintenance for Manufacturing Industry Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 56: Germany Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 57: Germany 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 58: Germany Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 59: Germany 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 60: Germany Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 61: Germany 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • ITALY
    • TABLE 62: Italy Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Italy 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 64: Italy Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 65: Italy 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 66: Italy Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 67: Italy 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • UNITED KINGDOM
    • Predictive Maintenance for Manufacturing Industry Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 68: UK Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 69: UK 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 70: UK Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 71: UK 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 72: UK Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 73: UK 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • REST OF EUROPE
    • TABLE 74: Rest of Europe Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 75: Rest of Europe 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 76: Rest of Europe Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 77: Rest of Europe 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 78: Rest of Europe Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 79: Rest of Europe 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • ASIA-PACIFIC
    • Predictive Maintenance for Manufacturing Industry Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 80: Asia-Pacific Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 81: Asia-Pacific 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 82: Asia-Pacific Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 83: Asia-Pacific 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 84: Asia-Pacific Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 85: Asia-Pacific 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030
  • REST OF WORLD
    • TABLE 86: Rest of World Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Component - Software and Services - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 87: Rest of World 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Component - Percentage Breakdown of Value Revenues for Software and Services for the Years 2024 & 2030
    • TABLE 88: Rest of World Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Deployment - On-Premise and Cloud-Based - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 89: Rest of World 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Deployment - Percentage Breakdown of Value Revenues for On-Premise and Cloud-Based for the Years 2024 & 2030
    • TABLE 90: Rest of World Recent Past, Current & Future Analysis for Predictive Maintenance for Manufacturing Industry by Technology - Machine Learning, Deep Learning and Big Data & Analytics - Independent Analysis of Annual Revenues in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 91: Rest of World 7-Year Perspective for Predictive Maintenance for Manufacturing Industry by Technology - Percentage Breakdown of Value Revenues for Machine Learning, Deep Learning and Big Data & Analytics for the Years 2024 & 2030

IV. COMPETITION