Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Wood Type Identification via Neural Networks and Spectral Analysis: An Advanced Algorithmic Solution Subject The topic of the resource Forestry Management; Machine Learning; Neural Networks; Spectral Analysis; Wood Identification Description An account of the resource Forestry management, woodworking, and manufacturing need wood type identification. This study introduces a neural network-spectral analysis technique for accurate and automatic wood type detection. Principal Component Analysis (PCA) is used to extract features from a heterogeneous collection of wood spectral signatures after training a neural network. The algorithm's 94.2% accuracy on a testing dataset shows its ability to distinguish wood kinds.The model's confusion matrix shows it can recognise closely related wood species with few misclassifications. The neural network's precision, recall, and F1 score prove its wood classification accuracy. With PCA highlighting classification characteristics, spectral analysis helps the algorithm succeed.The method is useful for forestry management and woodworking quality control. The non-destructive technology provides in-situ wood type detection, addressing environmental and conservation issues. The study explores ramifications, constraints, and future algorithm modification and application in real-world contexts.Neural networks and spectral analysis provide a strong, efficient, and non-destructive wood type detection solution. The hopeful results represent a major advance in wood science and current computer methods, with applicability across sectors. 2023 IEEE. Creator An entity primarily responsible for making the resource Bhat C.R.; Lakshmiramana P.; Vincy R.F.; Rajasekar P.; Balaji A.; Rajeshkanna R. Source A related resource from which the described resource is derived 2023 International Conference on Data Science, Agents and Artificial Intelligence, ICDSAAI 2023 Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICDSAAI59313.2023.10452657" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICDSAAI59313.2023.10452657</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85187805581&amp;doi=10.1109%2FICDSAAI59313.2023.10452657&amp;partnerID=40&amp;md5=af3469e4aad02e6e4e780cf892563b6e" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85187805581&amp;doi=10.1109%2fICDSAAI59313.2023.10452657&amp;partnerID=40&amp;md5=af3469e4aad02e6e4e780cf892563b6e</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835034891-0 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Bhat C.R., Saveetha Institute of Medical and Technical Sciences, (SIMATS), Saveetha School of Engineering, Department of Computer Science and Engineering, Tamilnadu, Chennai, India; Lakshmiramana P., Madanapalle Institute of Technology &amp; Science, Department of Computer Science &amp; Technology, Madanapalle, India; Vincy R.F., Easwari Engineering College, Computer Science and Engineering, Ramapuram, India; Rajasekar P., Sri Krishna College of Technology, Department of Ece, Coimbatore, India; Balaji A., Panimalar Engineering College, Department of It, Chennai, India; Rajeshkanna R., Christ (Deemed to Be University), Bangalore, India