Deep Neural Network-Based Concentration Model for Oak Pollen Allergy Warning in South Korea

摘要

Oak is the dominant tree species in Korea. Oak pollen has the highest sensitivity rate among all allergenic tree species in Korea. A deep neural network (DNN)-based estimation model was developed to determine the concentration of oak pollen and overcome the shortcomings of conventional regression models.