Production service systems & Smart maintenance Flashcards
What are the technologies enabling industrial digitalization?
-Big Data & Artificial
Intelligence
-Connectivity & 5G
-Additive Manufacturing
-Collaborative Automation
What are the biggest challenges for Smart maintenance?
❑ Automated and autonomous equipment must work!
❑ Even more technology to maintain
❑ Upgrading old machines
❑ Lack of systems perspective
❑ Preventive instead of reactive
❑ Quantification of maintenance effects
❑ Need for collaboration or integration
❑ Need for common goals
❑ Necessity for digitalized manufacturing
What is the definition off maintenance?
“A combination of all technical, administrative and
managerial actions during the life-cycle of an item, and
intended to remain it in, or restore it to a state in which
it can perform the required function.”
What are the different maintenance activities?
What are the different maintenance generations?
Maintenance 1.0 (before 1950)
▪ Reactive actions
Maintenance 2.0 (1950 – 1975)
▪ Preventive maintenance
▪ Maintenance department created
Maintenance 3.0 (1975 – 2000)
▪ Academic interest
▪ Prevent effects of failures
▪ Condition-based maintenance
▪ Design for maintainability
▪ Collaboration, e.g. TPM
Maintenance 4.0 (20??)
▪ Design for eliminating failures
▪ Even more extensive collaboration, e.g. Asset Management
▪ Holistic view
▪ IT solutions
▪ Smart Maintenance
What is OEE? What is the formula?
OEE – OVERALL EQUIPMENT EFFECTIVENESS
What are the 4 key åarts of smart maintenance?
- Data-driven decisions
- Human capital resource
- Internal integration
- External integration
What is needed for Data-driven decisions?
- Data collection
- Data quality
- Data analysis
- Augmenting human decision-making
- Automated decision-making
What is needed for Human capital resources?
- Adaptability
- Analysis competence
- Business competence
- Social skills
- IT competence
- Domain expertise
What is needed for Internal integration?
- Cross-functional collaboration
- Internal flow of data, information, and knowledge
- Joint decision-making
What is needed for External integration?
- External flow of data, information, and knowledge
- External flow of products and services
- Strategic partnerships with vendors
- Collaboration networks including different business
What are the effects of Smart maintenance and what are the influencing factors?
Maintenance Performance =>
Production Environment Safety =>
Economy Competition
Effects Influencing factors: education & training, corporate culture, leadership, cyber security, and etcetera
What influences maintenance
performance?
- Technical Availability
- Mean Time Between Failure
- Mean Time to Repair
- Mean Waiting Time
- Un planned stops
- The number of unplanned maintenance tasks
- Correctly executed both corrective and preventive maintenance
- Maintenance work that caused downtime
What are the different LEVELS OF DATA ANALYSIS in the context of maintenance?
Descriptive: Description of what has already happened, What happened?
Diagnostics: Exploration of meaningful information, why did it happen?
Predictive: Prediction of future outcomes based on historical data, What will happen?
Prescriptive: Recommendations on predictive model output, What should I do?