The invention discloses a multi-mode induction display screen
response method fusing voice interaction, and relates to the technical field of man-
machine interaction, and the method comprises the following steps: in a user interaction process, calling a built-in sensor through an interface component real-time state monitoring mechanism, continuously monitoring a rendering process of a target interface component at a
millisecond-level time
granularity, and displaying the rendering process of the target interface component; collecting multi-dimensional availability
state parameter information of the interface component; the method comprises the following steps: preprocessing collected interface component multi-dimensional availability
state parameter information, and extracting key indexes reflecting potential asynchronous triggering risks from preprocessed data through a
feature engineering method; by sensing the state of the interface component in real time, extracting the asynchronous
risk index and combining
machine learning recognition and TCN prediction modeling, dynamic regulation and control of the induction triggering window and the
animation rhythm are achieved, the problem of mispointing or
dislocation of the induction component is avoided, the accuracy and safety of interaction response are improved, and the user experience is improved. The method is suitable for high-precision scenes such as vehicle-mounted, medical and industrial control.