Prediction of mechanical properties of artificially weathered wood by color change and machine learning
Color parameters were used in this study to develop a machine learning model for
predicting the mechanical properties of artificially weathered fir, alder, oak, and poplar wood.
A CIELAB color measuring system was employed to study the color changes in wood
samples. The color parameters were fed into a decision tree model for predicting the MOE
and MOR values of the wood samples. The results indicated a reduction in the mechanical
properties of the samples, where fir and alder were the most and least degraded wood …
predicting the mechanical properties of artificially weathered fir, alder, oak, and poplar wood.
A CIELAB color measuring system was employed to study the color changes in wood
samples. The color parameters were fed into a decision tree model for predicting the MOE
and MOR values of the wood samples. The results indicated a reduction in the mechanical
properties of the samples, where fir and alder were the most and least degraded wood …
[PDF][PDF] Prediction of Mechanical Properties of Artificially Weathered Wood by Color Change and Machine Learning. Materials 2021, 14, 6314
V Nasir, H Fathi, A Fallah, S Kazemirad, F Sassani… - 2021 - academia.edu
Color parameters were used in this study to develop a machine learning model for
predicting the mechanical properties of artificially weathered fir, alder, oak, and poplar wood.
A CIELAB color measuring system was employed to study the color changes in wood
samples. The color parameters were fed into a decision tree model for predicting the MOE
and MOR values of the wood samples. The results indicated a reduction in the mechanical
properties of the samples, where fir and alder were the most and least degraded wood …
predicting the mechanical properties of artificially weathered fir, alder, oak, and poplar wood.
A CIELAB color measuring system was employed to study the color changes in wood
samples. The color parameters were fed into a decision tree model for predicting the MOE
and MOR values of the wood samples. The results indicated a reduction in the mechanical
properties of the samples, where fir and alder were the most and least degraded wood …