3D Printing
News Videos Newsletter Contact us
Home / News / Senvol Deploys Machine Learning in 3D Printing
qidi

Senvol Deploys Machine Learning in 3D Printing

July 12, 2023

New York-based company Senvol has demonstrated a machine learning approach to developing material allowables for additive manufacturing (AM). This approach was shown to be more flexible, cost-effective, and time-efficient than the conventional approach.

The work was undertaken as part of a US government contract that Senvol was awarded to apply its machine learning software, Senvol ML, to enable a path to rapid development of material property allowables for AM. An “allowable” is a material parameter determined through testing, and is typically applied in safety critical systems. For example, a material can have an “allowable stress”.

Senvol Deploys Machine Learning in 3D Printing
ML-assisted printed test specimens. (Image Credit: Senvol)

The machine learning approach uses statistical analysis to identify patterns in data from AM experiments. This data can then be used to predict the properties of AM parts, without the need for extensive testing.

“I was very pleased to join Senvol’s team for this program,” said Dr William E Frazier, retired Chief Scientist for Air Vehicle Engineer at NAVAIR and current President of Pilgrim Consulting LLC.

“Senvol’s machine learning-enabled approach directly addresses a major industry challenge: the rapid and cost-effective development of Additive Manufacturing material property allowables.”

This approach was demonstrated using a 17-4 PH Stainless Steel material processed via a Powder Bed Fusion AM machine. The results showed that the machine learning approach was able to predict the properties of the AM parts with a high degree of accuracy.

Accelerated Development

The machine learning approach has several advantages over the conventional approach. It is more flexible, as it can be used with any AM process or material. It is also more cost-effective, as it requires less testing, and it is more time-efficient, as it can be used to develop allowables more quickly.

“Material allowables development is a very expensive and time-consuming endeavor,” said Annie Wang, President at Senvol.

“Senvol’s program was very successful in demonstrating a new approach to additive manufacturing allowables development that leverages machine learning. We were very pleased with the results and look forward to continued work in this cutting edge area.”

The machine learning approach is still under development, but it has the potential to revolutionize the way that material allowables are developed for AM, leading to faster and more cost-effective development of AM parts.

Come and let us know your thoughts on our Facebook, Twitter, and LinkedIn pages, and don’t forget to sign up for our weekly additive manufacturing newsletter to get all the latest stories delivered right to your inbox.

Share:
WhatsApp Twitter Facebook LinkedIn Buffer Reddit E-mail
About the author | Phillip Keane
Phillip is an aerospace engineer from UK. He is a graduate of Coventry University (UK), International Space University (France) and Nanyang Technological University (Singapore), where he studied Advanced Manufacturing at the Singapore Centre for 3D Printing.
Join our newsletter

Our newsletter is free & you can unsubscribe any time.

Latest posts

Scottish Maritime Project Shows Promise for 3D Printed Ship Components

A Scottish project using large-scale additive manufacturing for shipbuilding components has completed its second phase, demonstrating potential benefits for the maritime industry. The... read more »

News
Scottish Maritime Project Shows Promise for 3D Printed Ship Components

Navy Maintenance Center Uses 3D Printing to Replace Destroyer Pump Component at Fraction of Conventional Cost

The Southeast Regional Maintenance Center (SERMC) has successfully used 3D printing to manufacture a replacement cooling rotor for an Arleigh Burke-class guided missile... read more »

Military
Navy Maintenance Center Uses 3D Printing to Replace Destroyer Pump Component at Fraction of Conventional Cost

Rapid Fusion Launches AI Assistant for Large-Format 3D Printers

British manufacturer Rapid Fusion has introduced "Bob," an AI-powered assistant designed to optimize operations for its large-format 3D printing systems. The company developed... read more »

News
Rapid Fusion Launches AI Assistant for Large-Format 3D Printers

Creality Submits IPO Prospectus for Hong Kong Stock Exchange Listing

Shenzhen-based 3D printer manufacturer Creality has submitted a prospectus to the Hong Kong Stock Exchange for a main board listing. The company began... read more »

News
Creality Submits IPO Prospectus for Hong Kong Stock Exchange Listing

Graphjet Technology Partners with Malaysian University on 3D-Printed Heat Sink Development

Graphjet Technology has entered into a collaboration agreement with the Centre for Materials Engineering and Smart Manufacturing (MERCU) at Universiti Kebangsaan Malaysia (UKM).... read more »

News
Graphjet Technology Partners with Malaysian University on 3D-Printed Heat Sink Development

Humtown drives US Manufacturing Comeback with Additive Sand Casting

Humtown Products, an Ohio-based company, is positioning itself to serve manufacturers looking to bring production back to the United States. The company specializes... read more »

News
Humtown drives US Manufacturing Comeback with Additive Sand Casting

Oak Ridge National Laboratory Releases Advanced Dataset for 3D Printing Quality Monitoring

Oak Ridge National Laboratory has released a comprehensive dataset for its Peregrine software, which monitors and analyzes parts created through powder bed additive... read more »

News
Oak Ridge National Laboratory Releases Advanced Dataset for 3D Printing Quality Monitoring

Creality Expands Flagship Lineup with K2 and K2 Pro 3D Printers

Creality has announced the launch of the K2 and K2 Pro, two new additions to its high-end K series. Built on a rigid... read more »

3D Printers
Creality Expands Flagship Lineup with K2 and K2 Pro 3D Printers

Farsoon and Stark Future Complete KLINGA Project, Producing Over 1,000 Titanium Parts

Farsoon Europe GmbH and Stark Future have completed the KLINGA Project, a collaborative engineering initiative that produced more than 1,000 titanium parts using... read more »

3D Printing Metal
Farsoon and Stark Future Complete KLINGA Project, Producing Over 1,000 Titanium Parts

Swiss Steel Group’s Ugitech Introduces Custom Wire for 3D Metal Printing

Swiss Steel Group and its French subsidiary Ugitech have launched UGIWAM wire, a new product designed for wire arc additive manufacturing (WAAM). The... read more »

3D Printing Metal
Swiss Steel Group's Ugitech Introduces Custom Wire for 3D Metal Printing

Social

  • Facebook Facebook 3D Printing
  • Linkedin Linkedin 3D Printing
Join our newsletter

Our newsletter is free & you can unsubscribe any time.

Featured Industries

  • Automotive
  • Aerospace
  • Construction
  • Dental
  • Environmental
  • Electronics
  • Fashion
  • Medical
  • Military
  • Snapmaker Artisan Premium 3-in-1

    • - Print size: 400 x 400 x 400 mm
    • - comes with enclosure
    More details »
    $2,999.00 Snapmaker
    Buy Now
  • QIDI Tech X-Max 3

    • - Print size: 325 x 325 x 315 mm
    • - fully enclosed
    More details »
    $799.00 QIDI Store
    Buy Now
  • QIDI Tech Q1 Pro

    • - Print size: 245 x 245 x 245 mm
    • - 600mm/s max speed
    More details »
    $449.00 QIDI Store
    Buy Now
  • QIDI Plus4

    • - Print size: 305 x 305 x 280 mm
    • - print temperature of 370°C
    More details »
    $799.00 QIDI Store
    Buy Now

Company Information

  • What is 3D Printing?
  • Contact us
  • Join our mailing list
  • Advertise with us
  • Media Kit
  • Nederland 3D Printing

Blog

  • Latest News
  • Use Cases
  • Reviews
  • 3D Printers
  • 3D Printing Metal

Featured Reviews

  • Anycubic Photon Mono M5s
  • Creality Ender 5 S1
  • The Mole 3D Scanner
  • Flashforge Creator 3 Pro

Featured Industries

  • Automotive
  • Aerospace
  • Construction
  • Dental
  • Environmental
  • Electronics
  • Medical
  • Military
  • Fashion
  • Art
2025 — Strikwerda en Dehue
  • Home
  • Join our mailing list
  • Contact us
Blog
  • Latest News
  • Use Cases
  • Reviews
  • 3D Printers
  • 3D Printing Metal
Featured Industries
  • Automotive
  • Aerospace
  • Construction
  • Dental
  • Environmental
  • Electronics
  • Medical
  • Military
  • Fashion
  • Art
Company Information
  • What is 3D Printing?
  • Contact us
  • Join our mailing list
  • Advertise with us
  • Media Kit
  • Nederland 3D Printing