The environment around general-purpose service robots has a dynamic nature. Accordingly, even the robot’s programmer cannot predict all possible external failures which robot may confront. This research proposes an online incremental learning method that can be further used to autonomously handle originating from change in environment. Existing typically offers special-purpose solutions. Furthe...