Predictive Maintenance in Power: Strategic Intelligence

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Analyze predictive maintenance in the power sector, including AI, IoT, adoption trends, renewable applications, energy storage, key players, and the evolving value chain.

Why Does Predictive Maintenance Matter?

Predictive maintenance is becoming an important part of modern power-sector asset management by using IoT sensor data, AI, and machine learning to identify equipment issues before failures occur.

The expansion of wind and solar capacity is increasing the importance of predictive maintenance in sustaining asset availability, reducing curtailment, and supporting smoother renewable integration. This report analyzes the role of predictive maintenance across power generation, storage, and utility operations, with a focus on technology enablers, adoption trends, and emerging applications.

You can use this report to:

  • Understand the market momentum and adoption of predictive maintenance in the power sector
  • Identify key drivers accelerating predictive maintenance adoption
  • Assess the role of AI, ML, and IoT in equipment monitoring and failure prediction
  • Understand predictive maintenance applications across wind and solar PV
  • Assess the role of predictive maintenance in energy storage
  • Identify leading companies and solution providers shaping the ecosystem
  • Benchmark predictive maintenance adoption across power utilities
  • Assess opportunities emerging from the evolution of power-sector asset management

Key Insights in the Power Predictive Maintenance Landscape

The report highlights key developments in predictive maintenance across the power sector, including:

  • Predictive maintenance uses IoT sensor data to detect equipment issues and anticipate failures
  • AI and machine learning enhance anomaly detection, condition monitoring, and maintenance decision-making
  • Renewable energy expansion is increasing the importance of predictive maintenance for wind and solar assets
  • Predictive maintenance can help sustain asset availability and reduce renewable energy curtailment
  • Applications across wind and solar PV include failure detection, performance forecasting, and maintenance optimization
  • Power utilities are increasingly adopting predictive maintenance as part of proactive asset management
  • Predictive maintenance applications extend across power generation, energy storage, and utility operations
  • Energy storage applications include battery health forecasting and thermal risk detection
  • The report examines reactive, preventive, condition-based, and predictive maintenance paradigms
  • The predictive maintenance value chain is mapped and analyzed
  • Leading power utilities deploying predictive maintenance are profiled
  • Predictive maintenance service and solution providers are assessed
  • A power-sector scorecard provides a snapshot of the positioning of leading utilities in the predictive maintenance theme

Scope

What Will You Learn from This Power Predictive Maintenance Theme Analysis Report?

This report provides insight into:

  • Predictive maintenance adoption in the power sector
  • Key market drivers and growth catalysts
  • Technology enablers supporting predictive maintenance
  • The role of IoT sensor data in asset monitoring
  • Applications of AI and machine learning in predictive maintenance
  • Condition monitoring and equipment fault prediction
  • Predictive maintenance applications in wind power
  • Predictive maintenance applications in solar PV
  • Energy storage predictive maintenance use cases
  • Predictive maintenance adoption among power utilities
  • Reactive, preventive, condition-based, and predictive maintenance approaches
  • The predictive maintenance value chain
  • Leading power utilities adopting predictive maintenance
  • Predictive maintenance service and solution providers
  • Competitive positioning across the predictive maintenance ecosystem
  • Emerging opportunity areas across the power sector

Who Should Buy This Power Predictive Maintenance Theme Analysis Report?

This report may be valuable for:

  • Power utilities
  • Renewable energy companies
  • Wind and solar operators
  • Energy storage companies
  • Power generation companies
  • Predictive maintenance solution providers
  • Industrial IoT companies
  • AI and machine learning technology providers
  • Asset management and maintenance teams
  • Engineering and technology service providers
  • Corporate strategy and business development teams
  • Industry and competitive intelligence teams
  • Investment firms and analysts
  • Management consultants
  • Senior executives and decision-makers

How Companies Use This Power Predictive Maintenance Analysis

Power companies, technology providers, and investors can use the report to:

  • Assess predictive maintenance adoption and market momentum
  • Identify key drivers influencing adoption across the power sector
  • Evaluate AI, ML, and IoT applications in predictive maintenance
  • Assess maintenance strategies across generation, storage, and utility operations
  • Identify predictive maintenance use cases in wind and solar PV
  • Understand how predictive maintenance can improve asset reliability and operational efficiency
  • Evaluate energy storage applications such as battery health forecasting and thermal risk detection
  • Map the predictive maintenance value chain
  • Identify leading solution and service providers
  • Benchmark power utilities adopting predictive maintenance
  • Support vendor shortlisting and technology evaluation
  • Inform investment prioritization and competitive intelligence
  • Support operational maturity assessments and maintenance roadmap planning

Reasons to Buy

Benchmark the Power Predictive Maintenance Landscape

This report enables stakeholders to benchmark:

  • Predictive maintenance adoption across power utilities
  • Key technology enablers
  • AI and machine learning applications
  • Wind and solar predictive maintenance use cases
  • Energy storage applications
  • Predictive maintenance service and solution providers
  • Companies positioned across the value chain
  • Leading power utilities deploying predictive maintenance
  • Competitive positioning across the predictive maintenance ecosystem

Built on GlobalData Business Intelligence

The report combines thematic analysis of predictive maintenance with insights into technology evolution, adoption drivers, use cases, value-chain positioning, and competitive dynamics across the power sector.

Coverage spans power generation, renewable energy, energy storage, and utility operations, providing a structured view of how predictive maintenance is evolving and where AI, machine learning, and IoT are creating new applications.

Act Now to Identify Opportunities in Power Predictive Maintenance

As power systems become increasingly reliant on renewable generation and advanced asset-management technologies, predictive maintenance is evolving from a maintenance approach into an important operational optimization tool.

Use this report to assess adoption trends, understand AI and IoT applications, identify key players and solution providers, benchmark power utilities, and support technology, investment, and strategic planning decisions.

Duke Energy
EDF
E.ON
EnBW
Enel
ENGIE
Iberdrola
Ørsted
RWE
SSE
Vattenfall
Emerson
GE Vernova
Honeywell
SKF
ABB
Amazon
Microsoft
Google
IBM
Schneider Electric
Siemens
Rockwell Automation
Accenture
AVEVA
Bentley Systems
C3 AI
Capegemini
Hitachi Energy

Table of Contents

Table of Contents

1. Executive Summary

2. Thematic Overview

3. Players

4. Technology Briefing

5. Trends

6. Value Chain

7. Industry Analysis

8. Use Cases

9. Companies

10. Sector Scorecards

11. Glossary

12. Further Reading

13. Our Thematic Research Methodology

14. Report Authors

15. About GlobalData

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