ALC Learns Latest AI In Lumber Grading Equipment

Share this...

ALC Learns Latest AI In Lumber Grading Equipment

The latest technology for grade scanning hardwood lumber was presented to the Appalachian Lumbermen’s Club at its recent meeting in Tryon, NC.

The group of sawmill, yard and secondary manufacturing sales and production people learned how technology has evolved in the past 30 years. Bob Arnold of USNR explained that artificial intelligence was introduced with the invention of computers decades ago but has made great strides in recent years.

ALC Learns Latest AI In Lumber Grading Equipment 1

He said automated hardwood lumber grading scanners can now capture every detail of a board: knots, splits, shake, bark pockets, decay, worm holes and more. The technology can optimize the information using grade rules, defect allowances, values and yields.

Arnold said USNR has a comprehensive set of scan data with thousands of lines of code for every defect, knots, splits and bark pockets.

Engineers have spent months writing rules for the images that can be scanned from hardwood lumber.

This effort has resulted in a deep neural network that sees the image, learns the pattern, and applies it every time even if the defect looks slightly different.

ALC Learns Latest AI In Lumber Grading Equipment 2

Arnold said it is not magic but rather leveraging decades of AI progress to apply to hardwood lumber.

The presentation included videos of scanners in operation that could operate up to 100 boards per minute. There were dozens of images displayed that showed defects and other items the scanner detects and processes.

Arnold noted the optimizer system comes preloaded with NHLA grade rules. Companies are required to enter the dollar values for product grades and lengths.

ALC Learns Latest AI In Lumber Grading Equipment 3

The next meeting of the ALC is Nov. 11 at the Carnegie Hotel in Johnson City, TN.

For more information, please visit www.lumberclub.org.

By Miller Wood Trade Publications

The premier online information source for the forest products industry since 1927.

Share This
Related Articles
Cleereman Controls Simulator
National Hardwood Magazine
Miller Wood Trade Publications

The One-Of-A-Kind Cleereman Controls Simulator

The One-Of-A-Kind Cleereman Controls Simulator At Cleereman Industries, we’ve spent 70 years building sawmill equipment that’s tough, precise and designed to help our customers reach

Read More »
Penn-York
The Buzz
Miller Wood Trade Publications

Penn-York Wraps Up 2025

Penn-York Wraps Up 2025 The Penn-York Lumbermen’s Club recently wrapped up its 2025 schedule of meetings by hosting an event that coincided with a Pennsylvania

Read More »
Why Knot
National Hardwood Magazine
Miller Wood Trade Publications

Why Knot Lead Your Board Of Directors?

Why Knot Lead Your Board Of Directors? Leadership matters. It shapes people, organizations, and outcomes. From politics to church, businesses to families, we’ve all seen

Read More »