Towards Sustainable and Dynamic Modeling Analysis in Korean Pine Nuts: An Online Learning Approach with NIRS - Li, Hongbo; Jiang, Dapeng; Dong, Wanjing; Cheng, Jin; Zhang, Xihai (Foods, 2024)
Keywords: Algorithms; Analytical chemistry; data collection; Datasets; Distance learning; Dynamic models; Error correction; Error detection; fat content detection; Fatty acids; Food; Infrared analysis; Infrared spectra; Infrared spectroscopy; Internet; Korean pine nut; Machine learning; Model updating; Near infrared radiation; near-infrared spectroscopy; near-infrared spectroscopy technology; nutrient content; Nuts; online learning; online multiplicative scatter correction; Pinus koraiensis; prediction; Predictions; Preprocessing; Quantitative analysis; recursive partial least squares; Regression analysis; Regression models; Scattering; Seeds; Spectrum analysis; Storage conditions; Technology assessment; China; uninformative variable elimination; Korean pine nut; near-infrared spectroscopy technology; fat content detection; online multiplicative scatter correction; recursive partial least squares; online learning