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Implementing Machine Learning Algorithms To Classify Postures And Forecast Motions When Using A Dynamic Chair, Ghazal Farhani, Yue Zhou, Patrick Danielson, Ana Luisa Trejos
Implementing Machine Learning Algorithms To Classify Postures And Forecast Motions When Using A Dynamic Chair, Ghazal Farhani, Yue Zhou, Patrick Danielson, Ana Luisa Trejos
Electrical and Computer Engineering Publications
Many modern jobs require long periods of sitting on a chair that may result in serious health complications. Dynamic chairs are proposed as alternatives to the traditional sitting chairs; however, previous studies have suggested that most users are not aware of their postures and do not take advantage of the increased range of motion offered by the dynamic chairs. Building a system that identifies users’ postures in real time, as well as forecasts the next few postures, can bring awareness to the sitting behavior of each user. In this study, machine learning algorithms have been implemented to automatically classify users’ …