Mathematical Model Determines Which Spare Parts Should or Should Not be 3D Printed

A major potential AM application for many industries is using the technology to fabricate spare parts on-demand in an effort to get rid of warehouses that are stocked full of spare parts just waiting to be used. Obviously, this could help save both time and money, but just how feasible is this solution?

(Image: Spare Parts 3D)

Companies now have an important choice to make – continue stocking spare parts, or only 3D printing them when they’re needed. Sounds simple, right? Maybe not. According to Jeannette Song, an operations professor at Duke University’s Fuqua School of Business, parts suppliers realize they need to keep spares handy, but since they’re not psychic, and don’t know what will break and when it will do so, they also know that they need a range of parts, in large quantities no less, available in inventory at any given moment.

“It takes up space and capital, and there is the risk of spoilage and damage,” Song said, explaining how inefficient and costly this decision can be.

Having a digital inventory of 3D printable spare parts means that manufactorers can forget about keeping a wide variety of parts on hand just in case they’re needed. However, this approach comes with its own set of issues.

“But that means you don’t have what you need on hand exactly when you need it, because 3D printing takes time. So there’s a trade-off,” she explained.

Song determined that a hybrid approach of the two – printing some parts when necessary, but continuing to keep others stocked – is the most useful way to proceed, but it’s tough to know which parts should be kept in inventory and which ones should be 3D printed. To help manufacturing firms determine the pros and cons of 3D printing on-demand spare parts versus storing spare parts, she came up with a useful mathematical model.

The model is based on an equipment manufacturer that’s moving into a new international market – the utility industry, which relies heavily on spare parts. When parts wear out, or power fails, these companies need to get replacements out to the field quickly in order to restore or maintain service, and not just a few at a time, either. For example, a transformer is typically made of up to 36 different molded parts.

Jeannette Song, R. David Thomas Professor, Duke University’s Fuqua School of Business

“For utilities, when you don’t have spare parts on hand, it’s a huge disruption. They have to have reliable and responsive supply of spare parts,” Song explained. “Traditionally a firm in this position would have a huge warehouse in every market. But now 3D printing is a viable alternative, so you have two options.”

The manufacturing firm she based her model on will be providing spare parts to utility companies that don’t have the necessary infrastructure to house them. Together with Yue Zhang, currently an assistant professor at Pennsylvania State University who helped with the research during her time working toward her PhD at Duke, Song published a paper describing the mathematical model, titled “Stock or Print? Impact of 3D Printing on Spare Parts Industry,” in the Management Science journal.

“We present a general framework to study the design of spare parts logistics in the presence of three-dimensional (3-D) printing technology. We consider multiple parts facing stochastic demands and adopt procure/manufacture-to-stock versus print-on-demand to highlight the main difference of production modes featured in traditional manufacturing and 3-D printing. To minimize long-run average system cost, our model determines which parts to stock and which to print. We find that the optimal 3-D printer’s utilization increases as the additional unit cost of printing declines and the printing speed improves. The rate of increase, however, decays, demonstrating the well-known diminishing returns effect. We also find the optimal utilization to increase in part variety and decrease in part criticality, suggesting the value of 3-D technology in tolerating large part variety and the value of inventory for critical parts,” the abstract states.

“We also derive various structural properties of the problem and devise an efficient algorithm to obtain near optimal solutions. Finally, our numerical study shows that the 3-D printer is, in general, lightly used under realistic parameter settings but results in significant cost savings, suggesting complementarity between stock and print in cost minimization.”

Completely getting rid of spare parts inventory is often too chancy, but 3D printing some of the parts on-demand can help keep costs down, which is a hybrid approach is often the best. Companies can use Song’s mathematical model, which can effectively calculate which specific spare parts they will most likely need more often, how many of these should be kept in inventory, and which parts aren’t as vital, so they can be 3D printed on-demand when needed.

“If you are operating on a large scale, you still need to keep inventory on hand. But a little flexibility goes a long way,” Song said.

“The big decision is how you rationalize all these parts, which ones to stock and which ones to print. In most cases we find a 3D printer would not be used very much at all, but the firm saves a massive amount of inventory.”

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(Images: Duke University, unless otherwise noted)

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Storing data in everyday objects #Tech #3DPrinting #Data

1 storingdatai

Researchers are developing methods to insert DNA-like info into 3D printed objects.

Via TechXplore:

Researchers at ETH Zurich have now collaborated with an Israeli scientist to develop a means of storing extensive information in almost any object. “With this method, we can integrate 3-D-printing instructions into an object so that after decades, or even centuries, it will be possible to obtain those instructions directly from the object itself,” explains Robert Grass, Professor at the Department of Chemistry and Applied Biosciences.

As a use case, the researchers 3-D printed a rabbit out of plastic that contains the instructions (about 100 kilobytes’ worth of data) for printing the object. The researchers achieved this by adding tiny glass beads containing DNA to the plastic. “Just like real rabbits, our rabbit also carries its own blueprint,” Grass says.

Learn more!

PolyDry by Filaments.ca: Industrial Grade, Automatic Humidity-Controlled Filament Storage Unit

Moisture in 3D printing filaments has been a well-known issue in the industry for some time now. While many solutions have been introduced over the years to combat the problem of drying the materials, the equally important issue of dry storage, has been mostly overlooked. Many simply put together a DIY solution and hope for the best. While a simple container with some desiccants might be adequate for the average hobby 3D printer, the more avid and large-scale printing operations, such in professional print farms, businesses, 3D printing facilities, libraries and universities require a more robust solution to properly protect and maintain their expensive stock of filaments when not in use.

As a 3D filament store, we at Filaments.ca see the dry storage issue come up on a regular basis from customers as well as experience it firsthand in our own 3D printing operations. Open and partially used spools are regularly left out in the open to absorb moisture or stored away in poorly designed containers; ultimately resulting in low-quality 3D prints and wasted money spent on otherwise high-end, high-quality materials.

While different thermoplastic polymers have different rates of moisture absorption, most agree that regularly storing plastic filament in a true low moisture environment and away from UV is highly recommended and will significantly or even indefinitely extend the shelf-life of almost any type of 3D printing filament.

PolyDry: The perfect filament storage solution for the serious 3D printing operation!

Filaments.ca has developed PolyDry; an industrial grade, fully automatic storage solution suitable for short, medium- and long-term material storage with a massive interior capacity to store dozens of spools in various sizes (Can fit over 150 standard 1kg spools with even more capacity options to be released in the near future). The PolyDry unit is capable of continually and automatically maintaining a precise Relative Humidity level of as low as 3%! The built-in digital control panel allows the user to set the relative humidity level to anywhere between 3% and 50% as well as set a high humidity level alarm and open-door alarm.

The capability to reach and maintain such ultra-low humidity levels is crucial when it comes to storage and shelf-life of extremely hygroscopic materials such as Nylon, PVA, PEI and more. Common materials such as PLA, ABS, PET/G, TPU, ASA, PC or ANY other type filament for that matter will be perfectly preserved inside the unit and be readily available for use anytime. And since the PolyDry unit is airtight and dust free, open filament spools can simply be placed inside as-is without any type of resealable bag or container.

PolyDry storage system is the perfect companion to professional 3D printers; By having dry and clean materials always ready to use, operators spend less time on material handling and focus more on actual printing. With an increasing number of humidity protection solutions being integrated into 3D printers these days (such as the new Ultimaker Material Station for example), the benefit of adding a PolyDry unit to these “eco-systems” is increasingly evident. Taking a spool of filament from the PolyDry unit and directly placing it into the 3D printer’s filament/material station for printing (and vice versa), means the material is constantly being kept in an optimal low humidity environment, thus producing predictable and consistent 3D printing results.

The PolyDry unit is a completely maintenance free system, utilizing a large self rejuvenating drying unit with energy saving design, it is engineered to stay on for years at a time! Additional features include ESD safe steel construction, magnetically sealed lockable doors, large casters/wheels for easy maneuverability and adjustable/removable steel shelves to accommodate various spool sizes.

PolyDry is now available to order from the Filaments.ca official website.

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