Machine learning-assisted wood materials: Applications and future prospects
Wood and wood-based materials, surpassing their conventional image as mere stems and
branches of trees, have found extensive utilization in diverse industrial sectors due to their …
branches of trees, have found extensive utilization in diverse industrial sectors due to their …
Advances in wood drying research and development
D Elustondo, N Matan, T Langrish, S Pang - Drying Technology, 2023 - Taylor & Francis
Wood drying is a key operation of wood processing to ensure that the wood retains its
physical integrity and stability in remanufacturing and in use. However, in industrial drying …
physical integrity and stability in remanufacturing and in use. However, in industrial drying …
The role of drying schedule and conditioning in moisture uniformity in wood: A machine learning approach
Monitoring the moisture content (MC) of wood and avoiding large MC variation is a crucial
task as a large moisture spread after drying significantly devalues the product, especially in …
task as a large moisture spread after drying significantly devalues the product, especially in …
Machine learning-based prediction of internal moisture variation in kiln-dried timber
S Rahimi, S Avramidis, F Sassani… - Wood Material Science & …, 2024 - Taylor & Francis
Monitoring the moisture content uniformity in kiln-dried wood and preventing large gradients
is vital as nonuniformity renders dried timbers susceptible to warpage and degrade. This …
is vital as nonuniformity renders dried timbers susceptible to warpage and degrade. This …
Optimization of Wood Particleboard Drilling Operating Parameters by Means of the Artificial Neural Network Modeling Technique and Response Surface Methodology
Drilling is one of the oldest and most important methods of processing wood and wood-
based materials. Knowing the optimum value of factors that affect the drilling process could …
based materials. Knowing the optimum value of factors that affect the drilling process could …
Benchmarking moisture prediction in kiln-dried Pacific Coast hemlock wood
The uniformity of final moisture content within a drying timber batch is crucial. Lack of such
uniformity leads to producing large percentages of over-dried and under-dried timber …
uniformity leads to producing large percentages of over-dried and under-dried timber …
Intelligent Lumber Production (Sawmill 4.0): Opportunities, Challenges, and Pathways to Adoption
In transiting from automated to smart lumber manufacturing, the sawmilling industry should
adopt cutting-edge technologies for efficient and cost-effective lumber production. This …
adopt cutting-edge technologies for efficient and cost-effective lumber production. This …
Decoding dynamic bamboo cell shrinkage with time-lapse microscopy and machine-learning
L Liu, Z Fang, Y Zhang, S Wang, L Zhang… - Industrial Crops and …, 2024 - Elsevier
The shrinkage of bamboo can be traced to the cellular scale; however, research on the
shrinkage of bamboo cells' scale is rare. This gap primarily arises from the intrinsic …
shrinkage of bamboo cells' scale is rare. This gap primarily arises from the intrinsic …
In-situ shrinkage/swelling behavior and displacement based on vascular bundle morphological difference
J Yuan, Q Wei, Z Liu, B Mi, Q Chen, L Chen… - Industrial Crops and …, 2024 - Elsevier
The swelling/shrinking behavior is a complex process of interactions between multiscale
structures, and it is also a major problem affecting the processing and utilization of bamboo …
structures, and it is also a major problem affecting the processing and utilization of bamboo …
Drying behavior of hardwood components (sapwood, heartwood, and bark) of red oak and yellow-poplar
This paper presents differences in the drying behavior of red oak and yellow-poplar
sapwood, heartwood, and bark and their relationship with selected physical characteristics …
sapwood, heartwood, and bark and their relationship with selected physical characteristics …