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DATE
JUL 2020
TABLES
96
PAGES
443
EDITION
8
PRICE
USD $4950

IoT brings whole new value to predictive analytics in ways hitherto unimagined by making data more readily available and accessible. An efficient IIoT predictive maintenance architecture involves identifying key variables which determine the health of equipment i.e. temperature, voltage, discharge, lubricating oil viscosity. Condition monitoring sensors are then added to the equipment to gather continuous data pertinent to the parameters identified and relay the same via internet to the cloud server. Sensor data passing onto the cloud need to filtered and reprocessed by physical devices called "field gateways". Once filtered and reprocessed, a cloud gateway validates the data for security threats and then provides access to the cloud where the data is pushed to a streaming data processor which accelerates the data's journey to the storage component called the "data lake". From the data lake, the sensor data in its raw unstructured form then moves to the "big data warehouse", where the data is cleaned, cleansed and prepared for analysis by machine learning (ML) algorithms. ML algorithms then process the data to uncover hidden correlations in data sets to discover data patterns and anomalies. Predictive models are then built and with AI are trained to predict problems and failure with exploratory analytics that uses various technical assumptions to make a prediction. The United States and Europe represent large markets worldwide with a combined share of 58.4% of the market. China ranks as the fastest growing market with a CAGR of 31.5% over the analysis period supported by the country's powerful economic planning aimed at enhancing its manufacturing competitiveness as it seeks to integrate into the global manufacturing chain dominated by industrialized economies such as EU, Germany and the United States and move from being a low cost competitor to a direct added-value competitor. At the top of the priority list for China is the migration from a low value added export oriented manufacturing platform to a global industrial power.
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I. INTRODUCTION, METHODOLOGY & REPORT SCOPE |
II. EXECUTIVE SUMMARY |
1. MARKET OVERVIEW |
Plant Asset Maintenance, the Cornerstone for Achieving Excellence in Manufacturing Productivity |
Why Migrate to Predictive Maintenance? What’s In It for Companies? |
Table: 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 2020 |
Impact of Covid-19 and a Looming Global Recession |
2. FOCUS ON SELECT PLAYERS |
ABB Limited (Switzerland) |
Asystom (France) |
Augury (USA) |
C3 IoT (USA) |
Emerson Electric Co. (USA) |
GE Digital (US) |
Operational Excellence (OPEX) Group Ltd, (UK) |
PTC, Inc. (US) |
Rapidminer (USA) |
Robert Bosch GmbH (Germany) |
Rockwell Automation, Inc. (US) |
SAP SE (Germany) |
SAS Institute, Inc. (US) |
Schneider Electric (France) |
Siemens AG (Germany) |
Sigma Industrial Precision (Spain) |
SparkCognition (USA) |
T-Systems International GmbH (Germany) |
Thales Group (France) |
3. MARKET TRENDS & DRIVERS |
The Rise of “Predictive Analytics” Brings the Concept of Predictive Maintenance to Fruition |
Table: Applications of Predictive Analytics Expand from Fraud Detection, Personalized Marketing to Asset Management: Global Investments in Predictive Analytics (In US$ Billion) for the Years 2016, 2018, 2020, 2022 |
Industry 4.0 Pushes Up the Effectiveness of Predictive Maintenance |
TABLE: 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 2016, 2018, 2020 |
Sensors Remain a Critical Component of Predictive Maintenance |
Data Communication Systems, the Backbone for Successful Predictive Maintenance |
AI to Revolutionize Predictive Maintenance |
Table: 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 |
AI Embedded Sensors Vital for Real-Time Fault Detection & Outsmarting Failure |
Enabled by AI, Predictive Maintenance Sensors are the Future of Maintenance |
Harnessing the Power of Cloud Computing Remains Crucial for Effective Predictive Maintenance |
Predictive Maintenance for Medical Devices Grows in Popularity as Hospitals Focus on Enhancing Asset Efficiency |
Predictive Maintenance Lies at the Heart of Smart Fleet Management |
4. GLOBAL MARKET PERSPECTIVE |
Predictive Maintenance Global Market Estimates and Forecasts in US$ Thousand by Region/Country: 2020-2027 |
Predictive Maintenance Market Share Shift across Key Geographies Worldwide: 2020 VS 2027 |
Cloud (Deployment) World Market by Region/Country in US$ Thousand: 2020 to 2027 |
Cloud (Deployment) Market Share Breakdown of Worldwide Sales by Region/Country: 2020 VS 2027 |
On-Premise (Deployment) Potential Growth Markets Worldwide in US$ Thousand: 2020 to 2027 |
On-Premise (Deployment) Market Sales Breakdown by Region/Country in Percentage: 2020 VS 2027 |
Solutions (Component) Geographic Market Spread Worldwide in US$ Thousand: 2020 to 2027 |
Solutions (Component) Market Share Distribution in Percentage by Region/Country: 2020 VS 2027 |
Services (Component) World Market Estimates and Forecasts by Region/Country in US$ Thousand: 2020 to 2027 |
Services (Component) Market Share Breakdown by Region/Country: 2020 VS 2027 |
Government & Defense (Vertical) Worldwide Latent Demand Forecasts in US$ Thousand by Region/Country: 2020-2027 |
Government & Defense (Vertical) Distribution of Global Sales by Region/Country: 2020 VS 2027 |
Energy & Utilities (Vertical) Sales Estimates and Forecasts in US$ Thousand by Region/Country for the Years 2020 through 2027 |
Energy & Utilities (Vertical) Global Market Share Distribution by Region/Country for 2020 and 2027 |
Manufacturing (Vertical) Global Opportunity Assessment in US$ Thousand by Region/Country: 2020-2027 |
Manufacturing (Vertical) Percentage Share Breakdown of Global Sales by Region/Country: 2020 VS 2027 |
Healthcare (Vertical) Worldwide Sales in US$ Thousand by Region/Country: 2020-2027 |
Healthcare (Vertical) Market Share Shift across Key Geographies: 2020 VS 2027 |
Transportation & Logistics (Vertical) Global Market Estimates & Forecasts in US$ Thousand by Region/Country: 2020-2027 |
Transportation & Logistics (Vertical) Market Share Breakdown by Region/Country: 2020 VS 2027 |
Other Verticals (Vertical) Demand Potential Worldwide in US$ Thousand by Region/Country: 2020-2027 |
Other Verticals (Vertical) Share Breakdown Review by Region/Country: 2020 VS 2027 |
III. MARKET ANALYSIS |
GEOGRAPHIC MARKET ANALYSIS |
UNITED STATES |
Predictive Maintenance Market in US$ Thousand in the United States by Deployment: 2020-2027 |
United States Predictive Maintenance Market Share Breakdown by Deployment: 2020 VS 2027 |
United States Predictive Maintenance Market Estimates and Projections in US$ Thousand by Component: 2020 to 2027 |
United States Predictive Maintenance Market Share Breakdown by Component: 2020 VS 2027 |
United States Predictive Maintenance Latent Demand Forecasts in US$ Thousand by Vertical: 2020 to 2027 |
Predictive Maintenance Market Share Breakdown in the United States by Vertical: 2020 VS 2027 |
CANADA |
Predictive Maintenance Market Analysis in Canada in US$ Thousand by Deployment: 2020-2027 |
Canadian Predictive Maintenance Market Share Breakdown by Deployment: 2020 VS 2027 |
Canadian Predictive Maintenance Market Estimates and Forecasts in US$ Thousand by Component: 2020 to 2027 |
Predictive Maintenance Market in Canada: Percentage Share Breakdown of Sales by Component for 2020 and 2027 |
Canadian Predictive Maintenance Market Quantitative Demand Analysis in US$ Thousand by Vertical: 2020 to 2027 |
Canadian Predictive Maintenance Market Share Analysis by Vertical: 2020 VS 2027 |
JAPAN |
Japanese Medium & Long-Term Outlook for Predictive Maintenance Market in US$ Thousand by Deployment: 2020-2027 |
Japanese Predictive Maintenance Market Percentage Share Distribution by Deployment: 2020 VS 2027 |
Japanese Market for Predictive Maintenance: Annual Sales Estimates and Projections in US$ Thousand by Component for the Period 2020-2027 |
Japanese Predictive Maintenance Market Share Analysis by Component: 2020 VS 2027 |
Japanese Demand Estimates and Forecasts for Predictive Maintenance in US$ Thousand by Vertical: 2020 to 2027 |
Predictive Maintenance Market Share Shift in Japan by Vertical: 2020 VS 2027 |
CHINA |
Predictive Maintenance Market Estimates and Forecasts in China in US$ Thousand by Deployment: 2020-2027 |
Predictive Maintenance Market in China: Percentage Share Analysis by Deployment for 2020 and 2027 |
Chinese Predictive Maintenance Market Growth Prospects in US$ Thousand by Component for the Period 2020-2027 |
Chinese Predictive Maintenance Market by Component: Percentage Breakdown of Sales for 2020 and 2027 |
Chinese Demand for Predictive Maintenance in US$ Thousand by Vertical: 2020 to 2027 |
Chinese Predictive Maintenance Market Share Breakdown by Vertical: 2020 VS 2027 |
EUROPE |
European Predictive Maintenance Market Demand Scenario in US$ Thousand by Region/Country: 2018-2025 |
European Predictive Maintenance Market Share Shift by Region/Country: 2020 VS 2027 |
European Predictive Maintenance Market Assessment in US$ Thousand by Deployment: 2020-2027 |
Predictive Maintenance Market in Europe: Percentage Breakdown of Sales by Deployment for 2020 and 2027 |
European Predictive Maintenance Market Estimates and Forecasts in US$ Thousand by Component: 2020-2027 |
European Predictive Maintenance Market Share Breakdown by Component: 2020 VS 2027 |
European Predictive Maintenance Addressable Market Opportunity in US$ Thousand by Vertical: 2020-2027 |
European Predictive Maintenance Market Share Analysis by Vertical: 2020 VS 2027 |
FRANCE |
French Predictive Maintenance Market Estimates and Projections in US$ Thousand by Deployment: 2020-2027 |
French Predictive Maintenance Market Share Breakdown by Deployment: 2020 VS 2027 |
Predictive Maintenance Market in France by Component: Estimates and Projections in US$ Thousand for the Period 2020-2027 |
French Predictive Maintenance Market Share Analysis by Component: 2020 VS 2027 |
Predictive Maintenance Quantitative Demand Analysis in France in US$ Thousand by Vertical: 2020-2027 |
French Predictive Maintenance Market Share Analysis: A 7-Year Perspective by Vertical for 2020 and 2027 |
GERMANY |
German Predictive Maintenance Latent Demand Forecasts in US$ Thousand by Deployment: 2020-2027 |
German Predictive Maintenance Market Share Breakdown by Deployment: 2020 VS 2027 |
Predictive Maintenance Market in Germany: Recent Past, Current and Future Analysis in US$ Thousand by Component for the Period 2020-2027 |
German Predictive Maintenance Market Share Breakdown by Component: 2020 VS 2027 |
Predictive Maintenance Market in Germany: Annual Sales Estimates and Forecasts in US$ Thousand by Vertical for the Period 2020-2027 |
Predictive Maintenance Market Share Distribution in Germany by Vertical: 2020 VS 2027 |
ITALY |
Predictive Maintenance Market Estimates and Forecasts in Italy in US$ Thousand by Deployment: 2020-2027 |
Predictive Maintenance Market in Italy: Percentage Share Analysis by Deployment for 2020 and 2027 |
Italian Predictive Maintenance Market Growth Prospects in US$ Thousand by Component for the Period 2020-2027 |
Italian Predictive Maintenance Market by Component: Percentage Breakdown of Sales for 2020 and 2027 |
Italian Demand for Predictive Maintenance in US$ Thousand by Vertical: 2020 to 2027 |
Italian Predictive Maintenance Market Share Breakdown by Vertical: 2020 VS 2027 |
UNITED KINGDOM |
United Kingdom Medium & Long-Term Outlook for Predictive Maintenance Market in US$ Thousand by Deployment: 2020-2027 |
United Kingdom Predictive Maintenance Market Percentage Share Distribution by Deployment: 2020 VS 2027 |
United Kingdom Market for Predictive Maintenance: Annual Sales Estimates and Projections in US$ Thousand by Component for the Period 2020-2027 |
United Kingdom Predictive Maintenance Market Share Analysis by Component: 2020 VS 2027 |
United Kingdom Demand Estimates and Forecasts for Predictive Maintenance in US$ Thousand by Vertical: 2020 to 2027 |
Predictive Maintenance Market Share Shift in the United Kingdom by Vertical: 2020 VS 2027 |
REST OF EUROPE |
Rest of Europe Predictive Maintenance Market Assessment in US$ Thousand by Deployment: 2020-2027 |
Predictive Maintenance Market in Rest of Europe: Percentage Breakdown of Sales by Deployment for 2020 and 2027 |
Rest of Europe Predictive Maintenance Market Estimates and Forecasts in US$ Thousand by Component: 2020-2027 |
Rest of Europe Predictive Maintenance Market Share Breakdown by Component: 2020 VS 2027 |
Rest of Europe Predictive Maintenance Addressable Market Opportunity in US$ Thousand by Vertical: 2020-2027 |
Rest of Europe Predictive Maintenance Market Share Analysis by Vertical: 2020 VS 2027 |
ASIA-PACIFIC |
Asia-Pacific Predictive Maintenance Market Estimates and Projections in US$ Thousand by Deployment: 2020-2027 |
Asia-Pacific Predictive Maintenance Historic Market Analysis in US$ Thousand by Deployment: 2020 VS 2027 |
Predictive Maintenance Market in Asia-Pacific by Component: Estimates and Projections in US$ Thousand for the Period 2020-2027 |
Asia-Pacific Predictive Maintenance Market Share Analysis by Component: 2020 VS 2027 |
Predictive Maintenance Quantitative Demand Analysis in Asia-Pacific in US$ Thousand by Vertical: 2020-2027 |
Asia-Pacific Predictive Maintenance Market Share Analysis: A 7-Year Perspective by Vertical for 2020 and 2027 |
REST OF WORLD |
Predictive Maintenance Market Analysis in Rest of World in US$ Thousand by Deployment: 2020-2027 |
Rest of World Predictive Maintenance Market Share Breakdown by Deployment: 2020 VS 2027 |
Rest of World Predictive Maintenance Market Estimates and Forecasts in US$ Thousand by Component: 2020 to 2027 |
Predictive Maintenance Market in Rest of World: Percentage Share Breakdown of Sales by Component for 2020 and 2027 |
Rest of World Predictive Maintenance Market Quantitative Demand Analysis in US$ Thousand by Vertical: 2020 to 2027 |
Rest of World Predictive Maintenance Market Share Analysis by Vertical: 2020 VS 2027 |
IV. COMPETITION |
Total Companies Profiled : 58 Click here to request a full table of contents and more details on this project. |
V. CURATED RESEARCH |
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