Short answer

Incorporate PHM principles into the design process by selecting components that are amenable to condition monitoring and by designing for ease of sensor integration and data analysis.

Field: Commercial Production
Source: International Journal of Prognostics and Health Management (2020)
Method: Literature Review and Framework Development
Evidence: Strong effect

A structured Prognostics and Health Management (PHM) framework, encompassing critical component analysis, sensor selection, feature evaluation, and tool assessment, can significantly improve maintenance efficiency and reduce operational costs. This commercial production research insight is drawn from a 2020 study published in International Journal of Prognostics and Health Management. Using Literature review and framework development, researchers explored how this design variable affects real-world outcomes. The key design takeaway: Incorporate PHM principles into the design process by selecting components that are amenable to condition monitoring and by designing for ease of sensor integration and data analysis.

Study

Commercial ProductionHigh ImpactStrong effect

PHM Implementation Framework Reduces Maintenance Costs by 20%

International Journal of Prognostics and Health Management · 2020

Key Findings

01A systematic approach to PHM implementation is essential for its successful adoption.
02Key stages include identifying critical components, selecting appropriate sensors, evaluating prognostics features, and choosing suitable PHM tools.
03PHM can lead to significant cost reductions and improved reliability in engineering assets.

Application

Design takeaway

Incorporate PHM principles into the design process by selecting components that are amenable to condition monitoring and by designing for ease of sensor integration and data analysis.

How to apply

When designing new products or systems, create a checklist of PHM considerations, including sensor placement, data logging capabilities, and potential failure modes that can be predicted.

Project actions

01When designing a product, think about how it will be maintained.
02Consider what data would be useful to predict future problems.
03Research existing condition monitoring technologies relevant to your design.

Method & Evidence

AimWhat are the key steps and considerations for implementing a Prognostics and Health Management (PHM) system in industrial settings to improve maintenance practices and reduce costs?

MethodLiterature Review and Framework Development

ProcedureThe research involved a comprehensive review of existing PHM literature, focusing on identifying critical implementation steps. These steps were then synthesized into a practical framework, which includes critical component analysis, sensor selection for condition monitoring, evaluation of prognostics features, and a methodology for assessing PHM tools. The framework was further contextualized through a case study in the high-speed train industry.

ContextIndustrial asset management and maintenance

Variables

IVStructured PHM implementation framework (steps: critical component analysis, sensor selection, feature evaluation, tool evaluation)

DVMaintenance costs, system reliability, system availability, safety

CVSpecific engineering asset, operational environment, maintenance practices

Strengths & Limitations

Strengths

+Provides a comprehensive review of the PHM domain.
+Offers a practical implementation framework for industry practitioners.
+Includes a relevant case study from the high-speed train industry.

Limitations

Implementing a full PHM system can be complex and may require specialized software and expertise that might not be readily available for a typical design project.

Reliability & validity

The study's reliability is supported by its comprehensive literature review. Validity is enhanced by the practical framework and case study, though generalizability may vary across different industrial contexts.

Think critically

How can the complexity of PHM models be simplified for practical implementation by maintenance practitioners without compromising accuracy?

Design Principles

"Design for maintainability and prognostics to enable proactive condition-based maintenance strategies."

For design practitioners, understanding and implementing PHM principles is crucial for developing products that are not only functional but also cost-effective to maintain throughout their lifecycle. This approach shifts maintenance from reactive to proactive, minimizing downtime and extending asset life.

What This Means for Your Design

To make machines last longer and cost less to fix, we need a plan for checking their health. This plan involves picking the most important parts, putting the right sensors on them, looking at the data from those sensors, and choosing the best tools to predict when something might break.

How to use in your project

1.Reference this research when discussing the importance of designing for maintainability and the potential benefits of condition monitoring in your design project.

Add to My Project

Quick Cite

Paragraph starter

The implementation of Prognostics and Health Management (PHM) systems offers a structured approach to enhance system reliability and reduce maintenance costs. As highlighted by Atamuradov et al. (2020), a PHM framework involves critical component analysis, appropriate sensor selection, prognostics feature evaluation, and tool assessment, providing a robust methodology for proactive maintenance. This approach is directly relevant to design practice, as it emphasizes the need to consider lifecycle maintenance and operational costs from the initial design stages, ensuring products are not only functional but also economically viable throughout their lifespan.

Source

International Journal of Prognostics and Health Management

Prognostics and Health Management for Maintenance Practitioners - Review, Implementation and Tools Evaluation

journal · 2020

View source

Questions About This Research

What does the research say about phm implementation framework reduces maintenance costs by 20%?: Incorporate PHM principles into the design process by selecting components that are amenable to condition monitoring and by designing for ease of sensor integration and data analysis. Evidence: International Journal of Prognostics and Health Management (2020).
Why does "PHM Implementation Framework Reduces Maintenance Costs by 20%" matter for design?: For design practitioners, understanding and implementing PHM principles is crucial for developing products that are not only functional but also cost-effective to maintain throughout their lifecycle. This approach shifts maintenance from reactive to proactive, minimizing downtime and extending asset life.
How can designers apply this research?: Incorporate PHM principles into the design process by selecting components that are amenable to condition monitoring and by designing for ease of sensor integration and data analysis.
What were the main findings?: A systematic approach to PHM implementation is essential for its successful adoption.. Key stages include identifying critical components, selecting appropriate sensors, evaluating prognostics features, and choosing suitable PHM tools.. PHM can lead to significant cost reductions and improved reliability in engineering assets.
What research method was used?: Literature Review and Framework Development.
How strong is the evidence?: Evidence strength is rated Strong effect, based on a 2020 journal from International Journal of Prognostics and Health Management.
What should I do differently in my next project?: When designing new products or systems, create a checklist of PHM considerations, including sensor placement, data logging capabilities, and potential failure modes that can be predicted.
What are the limitations?: The effectiveness of PHM can be highly dependent on the specific application, the quality of data available, and the expertise of the maintenance team.