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Source: OMRON
Source: SQLPro - Getting Started with Data Mining in SQL Server
Source: A world of data - SQL Data Mining Techniques
Similar product process
Identify similar cause of
quality issues
Find what was
the best
Process
adopted
among
Measured data
Organise measures depending on
The impact on production
Identify wearing parts
Find production process out of the
norm
Group production process
per types
Cluster sensor measurement
with similarity
Look at combined /
linked
measurements that
give answers on
production process
Extract production
knowledge from
measurement
paterns
Source: OECD - Action steps for sustainable manufacturin
Source: Research Gate - Data mining in manufacturing: A review based on the kind of knowledge
Source: Research Gate - Data mining in manufacturing: A review based on the kind of knowledge
Source: Harshada Gurav
Source: Harshada Gurav
Source: Harshada Gurav
Source: 5S News - 5 Reasons Manufacturing Businesses Should Implement 5S
Source: Kaizen News - Kaizen Concept
Source: Harshada Gurav
Source: Harshada Gurav
Source: Lean enterprise institute - Standardized Work: The Foundation for Kaizen (1 Day Class)
Source: Harshada Gurav
• Visual inspection defect classification
• Quality measurement classification
• Reject part number per products
• Tracking quality improvement on products
Source: Harshada Gurav
• Packing time
• Move time raw material, final product
• Real time and history of raw material
consumption, automatic raw material order
• Automatic freight company order when
product Is ready to be shipped
Source: Harshada Gurav
• Production capacity percentile
• Stored finished products vs shipped finished
products
• Stored raw material vs ordered raw material
• Real time and history of raw material
Source: Norhasan Bin Abdul Jamil - Lean Manufacturing & Six Sigma
Source: Lean Enterprise Institute - JIDOKA
• Machines use time Machine $/ product
• Labour $ / product
• Detection of time variation between
machine process
• Provides measurement clues to when and
where the time was wasted to find what
caused it and look for a solution
• What your employees could do better
rather than wait for a machine?
• Running hours
• Speed variation
• Cycle variation
• Air pressure variation
• Maintenance alarm
• Number of programs
Product Design time
Source: ThroughPut Solutions- Total Productive Maintenance (TPM)
• Running hours
• Detection of malfunctioning parts in time
with scheduled maintenance
• Save in spare part
• Increase production running time
• Speed variation • Cycle variation
• Air pressure variation
• Maintenance alarm
• Number of programs
Big Data – Manufacturing

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Big Data – Manufacturing

  • 1.
  • 2.
  • 4. Source: SQLPro - Getting Started with Data Mining in SQL Server
  • 5. Source: A world of data - SQL Data Mining Techniques Similar product process Identify similar cause of quality issues Find what was the best Process adopted among Measured data Organise measures depending on The impact on production Identify wearing parts Find production process out of the norm Group production process per types Cluster sensor measurement with similarity Look at combined / linked measurements that give answers on production process Extract production knowledge from measurement paterns
  • 6. Source: OECD - Action steps for sustainable manufacturin
  • 7. Source: Research Gate - Data mining in manufacturing: A review based on the kind of knowledge
  • 8. Source: Research Gate - Data mining in manufacturing: A review based on the kind of knowledge
  • 12. Source: 5S News - 5 Reasons Manufacturing Businesses Should Implement 5S
  • 13. Source: Kaizen News - Kaizen Concept
  • 16. Source: Lean enterprise institute - Standardized Work: The Foundation for Kaizen (1 Day Class)
  • 17. Source: Harshada Gurav • Visual inspection defect classification • Quality measurement classification • Reject part number per products • Tracking quality improvement on products
  • 18. Source: Harshada Gurav • Packing time • Move time raw material, final product • Real time and history of raw material consumption, automatic raw material order • Automatic freight company order when product Is ready to be shipped
  • 19. Source: Harshada Gurav • Production capacity percentile • Stored finished products vs shipped finished products • Stored raw material vs ordered raw material • Real time and history of raw material
  • 20. Source: Norhasan Bin Abdul Jamil - Lean Manufacturing & Six Sigma
  • 21. Source: Lean Enterprise Institute - JIDOKA • Machines use time Machine $/ product • Labour $ / product • Detection of time variation between machine process • Provides measurement clues to when and where the time was wasted to find what caused it and look for a solution • What your employees could do better rather than wait for a machine?
  • 22. • Running hours • Speed variation • Cycle variation • Air pressure variation • Maintenance alarm • Number of programs Product Design time
  • 23. Source: ThroughPut Solutions- Total Productive Maintenance (TPM) • Running hours • Detection of malfunctioning parts in time with scheduled maintenance • Save in spare part • Increase production running time • Speed variation • Cycle variation • Air pressure variation • Maintenance alarm • Number of programs