Senvol will lead a program centered on demonstrating a machine studying strategy to additive manufacturing course of qualification after America Makes awarded the corporate a US Air Drive-funded contract.
This system will see Senvol apply its Senvol ML machine studying software program to allow additive manufacturing course of qualification. Boeing, the Nationwide Institute for Aviation Analysis (NIAR) at Wichita State College, Battelle, ATI Inc., Component Supplies Expertise, 3Degrees, Pilgrim Consulting, and AoZora Additive have all been named as companions in this system.
Because the mission will get underway, Senvol will search to reveal a novel strategy to a delta qualification for additive manufacturing, leveraging machine studying. With machine studying, it’s believed that the qualification strategy might be versatile sufficient to deal with any change to the AM course of, making it ‘preferrred for sustainment within the long-term’
Senvol ML already helps the qualification of AM processes and might be used to develop statistically substantiated materials properties analogous to materials allowables, whereas additionally optimising knowledge technology necessities. Although the software program and the ensuing novel qualification strategy are and might be relevant to any AM course of, machine and materials, Senvol will reveal the strategy utilizing a Ti-6Al-4V grade 5 materials processed utilizing a metallic laser powder mattress fusion machine.
“The first goal of this program is to reveal a novel strategy, utilizing machine studying, to quickly and affordably replace and/or set up a professional AM course of which might permit for adjustments in key AM course of variables – specifically, the usage of a brand new AM machine of a distinct make or mannequin,” commented Dr. Brandon Ribic, America Makes Expertise Director. “By demonstrating a novel strategy, we hope to speed up and cut back the price of establishing equivalence to the baseline materials.”
“Senvol will implement data-driven machine studying know-how has the potential to considerably cut back the price of course of qualification and re-qualification,” added Senvol President Zach Simkin. “By demonstrating a novel strategy, Senvol goals to drive large worth for the US Air Drive, the America Makes membership, and the additive manufacturing business at giant. This program will construct on the success of a number of prior packages that now we have led on this space. We’re happy to proceed to utilise our machine studying capabilities to handle this important want for the business and are thrilled to work with such an completed staff on this program.”
Dr. William E. Frazier, retired Chief Scientist for Air Car Engineer at NAVAIR / The Navy Senior Scientist for Materials Engineering, and at the moment President of Pilgrim Consulting LLC, provided: “I’m more than happy to hitch Senvol’s staff for this program. Senvol’s machine learning-enabled strategy straight addresses a serious business problem: the fast and cost-effective potential to qualify an additive manufacturing course of. I’ve been concerned with the qualification of a number of additive manufacturing processes and supplies for flight, and in my view, the additional improvement of this know-how can have a constructive affect on the fee, schedule, and efficiency of each DoD and business platforms.”
The outcomes of this system might be made out there to the America Makes membership, in addition to to the US Authorities.
The USA Air Drive has labored with Senvol earlier than, adopting its machine studying software program in a multi-laser metallic 3D printing program in 2020, whereas the US Military supplied Senvol with funding final yr to reveal that constant half efficiency might be achieved on completely different additive manufacturing machines situated at completely different websites.
