A new hybrid and dynamic fusion of multiple experts for intelligent porch system

► We proposed two novel fusion approaches for intelligent porch development. ► We designed an inexpensive and unobtrusive multi-modal expert system for smart home. ► We proposed an intelligent indoor and outdoor interactive system for home users. ► The audio-visual experts including speaker, speech, face and height expert. ► The contribution developed an identity recognition system in a natural way.