Difference between revisions of "On Demand Spare Manufacturing"

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=Design Structure Matrix=
Roadmap Creators: Robaire Galliath, Alexa Rucks, Ahaana Sarup


=Roadmap Model using Object-Process-Methodology (OPM)=
==Overview==
On Demand Spare Manufacturing is the production of spare parts as needed, rather than maintaining a traditional inventory. This approach leverages digital manufacturing technologies such as additive manufacturing, 3D scanning, optimization algorithms, and supply chain logistics. The process involves identifying the need for a spare part, transporting materials for manufacturing, scanning the existing part, processing and generating a mesh, manufacturing the spare part, finishing, inspecting, transporting the spare part to the system, and installing the replacement part.
[[File:ODSM_workflow.png|frameless|upright=2.0|center|On Demand Spare Manufacturing Workflow]]


[[File:Spare_Parting_OPM.jpg]]
=== Technology Focus: Metallic 3D Printing ===
While many additive manufacturing technologies were initially developed for polymers and resins, they have modern applications in metallic additive manufacturing. At its core, additive manufacturing involves adding material layers repeatedly until a 2D or 3D object is formed. This roadmap will focus only on metallic applications and their relationship to managing spare part inventory within a target company’s supply chain. Unless clearly defined, we will use powder bed fusion as our default 3D printing technology.
Main Categories of Metallic 3D Printing Technology
*Powder Bed Fusion (PBF): Includes technologies like Selective Laser Melting (SLM) and Direct Metal Laser Sintering (DMLS). These methods involve spreading a thin layer of metal powder over a build platform and selectively melting it with a laser or electron beam.
*Direct Energy Deposition (DED): Technologies such as Laser Engineering Net Shape (LENS) and Electron Beam Additive Manufacturing (EBAM) use focused thermal energy to melt materials as they are deposited.
*Binder Jetting: A binding agent is selectively deposited onto a powder bed, bonding the powder particles together. The part is then cured and sintered to achieve its final properties.
*Material Extrusion: Includes technologies like Metal Fused Filament Fabrication (FFF), where metal filaments are extruded through a heated nozzle and deposited layer by layer. The printed part is then sintered to remove the binder and fuse the metal particles.
*Sheet Lamination: Involves stacking and bonding sheets of metal, which are then cut to shape using a laser or another cutting tool. Ultrasonic Additive Manufacturing (UAM) is a common example.


[[File:Spare_Parting_Initiating.jpg]]
===Powder Bed Fusion Background===
Powder bed fusion processes work by spreading a thin layer of metallic powder over a build plate that is subjected to energy from a laser and fused into a solid layer of material. The entire process takes place in an inert chamber, commonly argon gas, that enables the quick removal of produced gases. The process produces a better surface finish, higher resolutions, and lower rate of defects than other printing processes. The ability to control powder deposition, powder homogeneity, and the rate of gas flow off the part surface enable the higher resolution and lower defect rate.  


=Figures of Merit=
There are a few key drawbacks to this printing technology. The size of the printed part is limited to the size of the base plate that will fit in the controlled environment. The material powder handling requires proper storage and high-quality control to maintain homogeneity in the powder. Certain metal chemistries, such as carbon steel, are more prone to oxidation due to the increased surface area of the metallic powders and therefore are not good candidates for PBF. In the field, this may mean having to consider alloying-up to a more expensive metal chemistry and additional engineering review before a part can be approved for printing.
 
===Current State of Spare Part Manufacturing===
Traditionally, when a part breaks or is retired, the inventory is checked for spares. If no spares are available, drawings are created or found, sent out to suppliers, and quoted for replacement. This process can lead to procurement delays due to long lead times for OEMs to manufacture a part and time lost to redesign.
[[File:Spare parting process.png|frameless|upright=2.0|center|On Demand Spare Manufacturing Workflow]]
 
When evaluating a spare part inventory, there are many key decision points that need to be evaluated. Cost, speed of manufacturing, and technical requirements are common considerations when deciding between traditional or additive processes. Evaluating a spare part inventory involves several key steps to ensure efficiency and reliability. First, conduct a thorough inventory assessment to identify critical components that are prone to failure. Prioritize these essential parts based on their impact on operations. Next, evaluate the feasibility of using 3D printing for these parts, considering factors like material compatibility and cost savings. Create a digital inventory and develop accurate CAD models for the parts to be 3D printed. Select appropriate materials and printers that meet the mechanical and environmental requirements.
 
===Integration of 3D Printing in Spare Part Manufacturing===
3D printing fits into the current manufacturing landscape by offering several advantages:
*Customization: Ability to produce customized parts on demand without the need for expensive tooling.
*Reduced Lead Times: Faster production times compared to traditional manufacturing methods, especially for complex or low-volume parts.
*Inventory Reduction: Minimizes the need for large inventories, reducing storage costs and waste.
*Complex Geometries: Enables the creation of complex geometries that are difficult or impossible to achieve with traditional manufacturing.
 
===Challenges and Future Prospects===
Despite its advantages, metallic additive manufacturing faces challenges such as high initial costs, material limitations, and the need for post-processing. However, ongoing advancements in technology and materials are expected to address these issues, making 3D printing a more viable option for spare part manufacturing in the future.
In summary, metallic additive manufacturing for spare parts represents a significant shift from traditional inventory-based approaches to a more flexible, on-demand production model. As technology continues to evolve, it is poised to play an increasingly important role in the manufacturing landscape.
 
==Design Structure Matrix==
The DSM below shows how an On Demand Spare Parting roadmap would relate to a company's roadmaps in other areas that enable on demand spare parting and its support activities.
 
[[File:On_Demand_Spare_Manufacturing_DSM.png|frameless|upright=2.0|center|On Demand Spare Manufacturing DSM]]
 
==Roadmap Model using Object-Process-Methodology (OPM)==
 
The graphic below depicts the different processes by which a need for a spare part is identified. Depending on different factors, such as the industry and risk tolerance, the need for a spare may arise differently. For example, a spare may be needed to replace a component during routinely scheduled maintenance as opposed to a spare that is required because a component failed. In the first case, the need for the spare can be anticipated ahead of time; in the second case, the need arises unexpectedly.
 
[[File:Spare_Parting_Initiating.jpg|frameless|upright=2.0|center|Process Initiating a Spare Part Request]]
 
The graphic below depicts the primary objects and processes associated with On Demand Spare Manufacturing.
In this model, humans are only identified when they are active participants in the process.
Humans are not identified as actors if they are passive participants, such as an operator running a machine.
 
[[File:Spare_Parting_OPM.jpg|frameless|upright=3.0|center|On Demand Spare Manufacturing OPM]]
 
==Figures of Merit==
 
{| class="wikitable" style="margin:auto"
|+ Figures of Merit
|-
! FOM !! Description !! Unit !! Trend
|-
| Turn-Around-Time || Time from need identified to need met || hr || decreasing
|-
| Cost || Total replacement part cost || $ || decreasing
|-
| Feature Size || The smallest detail that can be reproduced || μm || constant
|-
| Lifespan || Replacement part lifespan || year || constant
|-
| Material Cost || Raw material cost || $/kg || constant
|-
| Production Cost || Aggregate cost of labor, machine time, etc... || $/hr || decreasing
|-
| Material Waste || Excess material utilized in the production process || % || decreasing
|-
| Defect Rate || The fraction of parts produced that are not suitable for use || % || constant
|}

Latest revision as of 19:15, 10 October 2024

Roadmap Creators: Robaire Galliath, Alexa Rucks, Ahaana Sarup

Overview

On Demand Spare Manufacturing is the production of spare parts as needed, rather than maintaining a traditional inventory. This approach leverages digital manufacturing technologies such as additive manufacturing, 3D scanning, optimization algorithms, and supply chain logistics. The process involves identifying the need for a spare part, transporting materials for manufacturing, scanning the existing part, processing and generating a mesh, manufacturing the spare part, finishing, inspecting, transporting the spare part to the system, and installing the replacement part.

On Demand Spare Manufacturing Workflow

Technology Focus: Metallic 3D Printing

While many additive manufacturing technologies were initially developed for polymers and resins, they have modern applications in metallic additive manufacturing. At its core, additive manufacturing involves adding material layers repeatedly until a 2D or 3D object is formed. This roadmap will focus only on metallic applications and their relationship to managing spare part inventory within a target company’s supply chain. Unless clearly defined, we will use powder bed fusion as our default 3D printing technology. Main Categories of Metallic 3D Printing Technology

  • Powder Bed Fusion (PBF): Includes technologies like Selective Laser Melting (SLM) and Direct Metal Laser Sintering (DMLS). These methods involve spreading a thin layer of metal powder over a build platform and selectively melting it with a laser or electron beam.
  • Direct Energy Deposition (DED): Technologies such as Laser Engineering Net Shape (LENS) and Electron Beam Additive Manufacturing (EBAM) use focused thermal energy to melt materials as they are deposited.
  • Binder Jetting: A binding agent is selectively deposited onto a powder bed, bonding the powder particles together. The part is then cured and sintered to achieve its final properties.
  • Material Extrusion: Includes technologies like Metal Fused Filament Fabrication (FFF), where metal filaments are extruded through a heated nozzle and deposited layer by layer. The printed part is then sintered to remove the binder and fuse the metal particles.
  • Sheet Lamination: Involves stacking and bonding sheets of metal, which are then cut to shape using a laser or another cutting tool. Ultrasonic Additive Manufacturing (UAM) is a common example.

Powder Bed Fusion Background

Powder bed fusion processes work by spreading a thin layer of metallic powder over a build plate that is subjected to energy from a laser and fused into a solid layer of material. The entire process takes place in an inert chamber, commonly argon gas, that enables the quick removal of produced gases. The process produces a better surface finish, higher resolutions, and lower rate of defects than other printing processes. The ability to control powder deposition, powder homogeneity, and the rate of gas flow off the part surface enable the higher resolution and lower defect rate.

There are a few key drawbacks to this printing technology. The size of the printed part is limited to the size of the base plate that will fit in the controlled environment. The material powder handling requires proper storage and high-quality control to maintain homogeneity in the powder. Certain metal chemistries, such as carbon steel, are more prone to oxidation due to the increased surface area of the metallic powders and therefore are not good candidates for PBF. In the field, this may mean having to consider alloying-up to a more expensive metal chemistry and additional engineering review before a part can be approved for printing.

Current State of Spare Part Manufacturing

Traditionally, when a part breaks or is retired, the inventory is checked for spares. If no spares are available, drawings are created or found, sent out to suppliers, and quoted for replacement. This process can lead to procurement delays due to long lead times for OEMs to manufacture a part and time lost to redesign.

On Demand Spare Manufacturing Workflow

When evaluating a spare part inventory, there are many key decision points that need to be evaluated. Cost, speed of manufacturing, and technical requirements are common considerations when deciding between traditional or additive processes. Evaluating a spare part inventory involves several key steps to ensure efficiency and reliability. First, conduct a thorough inventory assessment to identify critical components that are prone to failure. Prioritize these essential parts based on their impact on operations. Next, evaluate the feasibility of using 3D printing for these parts, considering factors like material compatibility and cost savings. Create a digital inventory and develop accurate CAD models for the parts to be 3D printed. Select appropriate materials and printers that meet the mechanical and environmental requirements.

Integration of 3D Printing in Spare Part Manufacturing

3D printing fits into the current manufacturing landscape by offering several advantages:

  • Customization: Ability to produce customized parts on demand without the need for expensive tooling.
  • Reduced Lead Times: Faster production times compared to traditional manufacturing methods, especially for complex or low-volume parts.
  • Inventory Reduction: Minimizes the need for large inventories, reducing storage costs and waste.
  • Complex Geometries: Enables the creation of complex geometries that are difficult or impossible to achieve with traditional manufacturing.

Challenges and Future Prospects

Despite its advantages, metallic additive manufacturing faces challenges such as high initial costs, material limitations, and the need for post-processing. However, ongoing advancements in technology and materials are expected to address these issues, making 3D printing a more viable option for spare part manufacturing in the future. In summary, metallic additive manufacturing for spare parts represents a significant shift from traditional inventory-based approaches to a more flexible, on-demand production model. As technology continues to evolve, it is poised to play an increasingly important role in the manufacturing landscape.

Design Structure Matrix

The DSM below shows how an On Demand Spare Parting roadmap would relate to a company's roadmaps in other areas that enable on demand spare parting and its support activities.

On Demand Spare Manufacturing DSM

Roadmap Model using Object-Process-Methodology (OPM)

The graphic below depicts the different processes by which a need for a spare part is identified. Depending on different factors, such as the industry and risk tolerance, the need for a spare may arise differently. For example, a spare may be needed to replace a component during routinely scheduled maintenance as opposed to a spare that is required because a component failed. In the first case, the need for the spare can be anticipated ahead of time; in the second case, the need arises unexpectedly.

Process Initiating a Spare Part Request

The graphic below depicts the primary objects and processes associated with On Demand Spare Manufacturing. In this model, humans are only identified when they are active participants in the process. Humans are not identified as actors if they are passive participants, such as an operator running a machine.

On Demand Spare Manufacturing OPM

Figures of Merit

Figures of Merit
FOM Description Unit Trend
Turn-Around-Time Time from need identified to need met hr decreasing
Cost Total replacement part cost $ decreasing
Feature Size The smallest detail that can be reproduced μm constant
Lifespan Replacement part lifespan year constant
Material Cost Raw material cost $/kg constant
Production Cost Aggregate cost of labor, machine time, etc... $/hr decreasing
Material Waste Excess material utilized in the production process % decreasing
Defect Rate The fraction of parts produced that are not suitable for use % constant