Comparative transcriptomic analysis provides insights into the regulation of root-specific saponin production in Panax japonicus

Abstract Panax japonicus, a traditional medicinal plant from the Araliaceae family, produces bioactive triterpenes with health benefits.In Traditional Chinese Medicine, Jumpsuit its roots have been used, but the chemical basis of its medicinal use is unclear, particularly regarding the metabolism and regulation of triterpene saponin biosynthesis.Th

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Application of Convolutional Neural Networks for Classifying Penetration Conditions in GMAW Processes Using STFT of Welding Data

For manufacturing components with thick plates, such as in the heavy equipment and shipbuilding industries, the gas metal arc welding (GMAW) process is applied.Among the components that apply the thick plate GMAW process, there are Puzzles groove butt joints, which are fabricated through multi-pass welding.Various welding qualities are managed in m

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